gnn_explanações.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Regressão Linear com rede neural em PyTorch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Este código treina uma rede neural simples para aprender a relação entre os dados de entrada x_input e os dados de saída y_input. O objetivo é minimizar a perda, ou seja, a diferença entre as previsões da rede e os valores reais. A visualização da perda ajuda a entender como o modelo está aprendendo ao longo do tempo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 1. Importar bibliotecas:\n",
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "## 2. Gerar os dados de entrada com a definição de tensores com valores de entrada (x) e saída (y)\n",
    "x_input = torch.FloatTensor([[0],[1],[2],[3],[4]])\n",
    "y_input = torch.FloatTensor([[8],[10],[9],[21],[12]])\n",
    "\n",
    "## 3. Converter tensores em variáveis do Autograd, para PyTorch rastrear operações realizadas neles e calcular gradientes automaticamente durante o treinamento\n",
    "x, y = torch.autograd.Variable(x_input), torch.autograd.Variable(y_input)\n",
    "\n",
    "## 4. Definir a arquitetura da rede neural\n",
    "net = torch.nn.Sequential(\n",
    "          torch.nn.Linear(1,16),\n",
    "          torch.nn.Tanh(),\n",
    "          torch.nn.Linear(16,10),\n",
    "          torch.nn.Linear(10,1)\n",
    "        )\n",
    "\n",
    "## 5. Definir otimizador e função de perda:\n",
    "# Otimizador Adam para atualizar os parâmetros da rede neural com taxa de aprendizado de 0.1\n",
    "optimizer = torch.optim.Adam(net.parameters(), lr=0.1)\n",
    "\n",
    "# Definir função de perda com cálculo por Erro Quadrático Médio (MSE)\n",
    "loss_func = torch.nn.MSELoss() \n",
    "\n",
    "## 6. Treinamento:\n",
    "## Calcular erro entre predição e valor real a cada iteração, (loss=loss_func(prediction, y)).\n",
    "# Em seguida, a perda é adicionada à lista loss_sequence em loss_sequence.append(loss.data.numpy()).\n",
    "\n",
    "# Criar lista loss_sequence para valores da perda (loss) a cada iteração do loop de treinamento\n",
    "loss_sequence = list()\n",
    "\n",
    "for t in range(1000):               # Define a quantidade de iterações em 1000 vezes\n",
    "    prediction = net(x)             # Passa dados de entrada pela rede para predizer a saída\n",
    "    loss = loss_func(prediction, y) # Calcula perda comparando previsão com os valores reais\n",
    "    loss_sequence.append(loss.data.numpy())  # Armazena o valor da perda para posterior visualização\n",
    "    \n",
    "    optimizer.zero_grad()           # Zera os gradientes dos parâmetros da rede\n",
    "    loss.backward()                 # Calcula gradientes de perda em relação aos parâmetros por retropropagação \n",
    "    optimizer.step()                # Atualiza parâmetros da rede com base nos gradientes calculados\n",
    "\n",
    "# Desenhar em um gráfico a evolução da perda ao longo do loop de treinamento\n",
    "plt.plot(loss_sequence)   \n",
    "plt.show()\n",
    "\n",
    "# No final das iterações de treinamento, a lista loss_sequence conterá um histórico de como a perda variou ao longo das iterações. O que serve para Visualizar o progresso do aprendizado ao plotar um gráfico que mostra como a perda diminui ao longo do tempo, permitindo assim, avaliar se o modelo está aprendendo corretamente. Para diagnosticar problemas, se a perda não diminuir, ou se apresentar um comportamento errático, é sinal que já problemas na compatibilidade do modelo aos dados. Através da análise da evolução nos valores da lista loss_sequence e que teremos informações para definir qual problema pode estar ocorrendo, normalmente de dois tipos: sobreajuste ou subajuste.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pesos e Vieses (Bias) em Redes Neurais"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Os termos **pesos** e **vieses (bias)** desempenham papeis fundamentais, e distintos entre si, no funcionamento do modelo.\n",
    "\n",
    "## Pesos\n",
    "\n",
    "- **Definição**: Os pesos são coeficientes que multiplicam as entradas de um neurônio. Eles determinam a importância de cada entrada na decisão final do neurônio.\n",
    "  \n",
    "- **Função**: Durante o treinamento, os pesos são ajustados para minimizar a função de perda, ou seja, eles aprendem a representar a relação entre as entradas e as saídas. Um peso maior indica que a entrada correspondente tem mais influência na saída do neurônio.\n",
    "  \n",
    "- **Matematicamente**: A soma ponderada das entradas é calculada como:\n",
    "  $$\n",
    "  z = \\sum_{i=1}^{n} w_i \\cdot x_i\n",
    "  $$\n",
    "  onde $w_i$ representa os pesos e $x_i$ as entradas.\n",
    "\n",
    "## Vieses (Bias)\n",
    "\n",
    "- **Definição**: O viés é um termo adicional que permite que o modelo se ajuste melhor aos dados. Ele não está associado a uma entrada específica, mas é adicionado ao resultado da soma ponderada das entradas.\n",
    "  \n",
    "- **Função**: O viés ajuda a deslocar a função de ativação para a esquerda ou para a direita, o que pode ser crucial para modelar corretamente os dados. Sem o viés, a rede neural poderia ser limitada em sua capacidade de aprender funções complexas.\n",
    "  \n",
    "- **Matematicamente**: A equação que inclui o viés é:\n",
    "  $$\n",
    "  z = \\sum_{i=1}^{n} w_i \\cdot x_i + b\n",
    "  $$\n",
    "  onde $b$ é o viés.\n",
    "\n",
    "## Resumo das Diferenças\n",
    "\n",
    "| Aspecto          | Pesos                               | Vieses (Bias)                      |\n",
    "|------------------|-------------------------------------|------------------------------------|\n",
    "| **Definição**    | Coeficientes multiplicadores das entradas | Termo adicional que ajusta a saída |\n",
    "| **Função**       | Determinam a importância das entradas | Permitem deslocar a função de ativação |\n",
    "| **Influência**   | Ajustados durante o treinamento para aprender relações | Contribui para modelar funções complexas sem depender de entradas específicas |\n",
    "\n",
    "Ou seja, enquanto pesos ajustam as influências das entradas na saída do neurônio, vieses permitem ao modelo se adaptar melhor ao conjunto de dados, oferecendo flexibilidade adicional nas transformações realizadas pela rede neural."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <b>Redes Neurais de Kolmogorov-Arnold (KANs)</b>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As **Redes de Kolmogorov-Arnold (KANs)** oferecem uma abordagem diferente para aplicar pesos e vieses, em relação a como as redes tradicionais com perceptrons de múltiplas camadas (MLPs) operam."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pesos em KANs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **Definição**: Assim como nas redes neurais tradicionais, os pesos em KANs são *coeficientes que ajustam a importância das entradas*. No entanto, em KANs, esses pesos podem ser mais flexíveis devido à capacidade de aprender funções de ativação durante o treinamento.\n",
    "  \n",
    "- **Função**: Os pesos em KANs são ajustados não apenas para minimizar a função de perda, mas também para permitir que a rede aprenda a forma das funções que modelam os dados. Isso significa que os pesos podem ser adaptativos e influenciar diretamente as funções de ativação que a rede utiliza.\n",
    "\n",
    "- **Matematicamente**: A soma ponderada das entradas ainda é representada por:\n",
    "  $$\n",
    "  z = \\sum_{i=1}^{n} w_i \\cdot x_i\n",
    "  $$\n",
    "  mas com a adição da capacidade de aprender as funções de ativação associadas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Vieses (Bias) em KANs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **Definição**: O viés em KANs continua a ser um termo adicional que *ajusta a saída da soma ponderada das entradas*. No entanto, sua função pode ser ampliada para incluir a adaptação às mudanças nas funções de ativação aprendidas.\n",
    "  \n",
    "- **Função**: O viés ajuda a deslocar as funções aprendidas, permitindo uma melhor modelagem dos dados. Em KANs, o viés pode interagir com as funções de ativação residuais, proporcionando uma regularização adicional e suavizando as transições entre diferentes regiões da função.\n",
    "\n",
    "- **Matematicamente**: Para incluir o viés a equação adiciona o termo $b$ aos pesos:\n",
    "  $$\n",
    "  z = \\sum_{i=1}^{n} w_i \\cdot x_i + b\n",
    "  $$\n",
    "  onde $b$ é o viés, mas agora pode estar associado a várias funções de ativação aprendidas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Resumo das Diferenças\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| Aspecto          | Pesos em KANs                     | Vieses (Bias) em KANs                  |\n",
    "|------------------|------------------------------------|-----------------------------------------|\n",
    "| **Definição**    | Coeficientes que ajustam entradas e aprendem funções de ativação | Termo adicional que ajusta a saída e interage com funções aprendidas |\n",
    "| **Função**       | Adaptáveis para modelar relações complexas nos dados | Permitem deslocar funções e suavizar transições |\n",
    "| **Influência**   | Influenciam diretamente as funções de ativação | Contribuem para a regularização e adaptação às mudanças nas ativações |\n",
    "\n",
    "Portanto, nas Redes de Kolmogorov-Arnold, tanto os pesos quanto os vieses desempenham papéis cruciais na adaptação do modelo às complexidades dos dados. A capacidade das KANs de aprender não apenas os pesos, mas também as funções de ativação associadas, representa uma evolução significativa sobre as redes neurais tradicionais. Isso permite que as KANs sejam mais flexíveis e eficientes na modelagem de fenômenos complexos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matemática das Redes Neurais em geral"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A arquitetura da rede neural pode ser representada pelas seguintes equações:\n",
    "\n",
    "1. **Camada de entrada**: \n",
    "   $$ h_1 = W_1 x + b_1 $$\n",
    "   onde $W_1$ é a matriz de pesos da primeira camada (Linear), $x$ é o vetor de entrada, e $b_1$ é o vetor de bias.\n",
    "\n",
    "2. **Função de ativação Tanh**:\n",
    "   $$ h_2 = \\tanh(h_1) $$\n",
    "\n",
    "3. **Camada oculta**:\n",
    "   $$ h_3 = W_2 h_2 + b_2 $$\n",
    "   onde $W_2$ é a matriz de pesos da segunda camada (Linear) e $b_2$ é o vetor de bias.\n",
    "\n",
    "4. **Camada de saída**:\n",
    "   $$ y = W_3 h_3 + b_3 $$\n",
    "   onde $W_3$ é a matriz de pesos da camada de saída (Linear) e $b_3$ é o vetor de bias.\n",
    "\n",
    "Assim, a rede neural pode ser expressa como:\n",
    "$$ y = W_3 (W_2 \\tanh(W_1 x + b_1) + b_2) + b_3 $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Traduzindo a implementação em código em texto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "$$\\text{Rede Neural: } Linear(1, 16) \\rightarrow Tanh \\rightarrow Linear(16, 10) \\rightarrow Linear(10, 1)$$\n"
     ]
    }
   ],
   "source": [
    "import torch.nn as nn\n",
    "\n",
    "def generate_latex(model):\n",
    "    layers = []\n",
    "    for layer in model.children():\n",
    "        if isinstance(layer, nn.Linear):\n",
    "            layers.append(f\"Linear({layer.in_features}, {layer.out_features})\")\n",
    "        elif isinstance(layer, nn.Tanh):\n",
    "            layers.append(\"Tanh\")\n",
    "    \n",
    "    latex_representation = \" \\\\rightarrow \".join(layers)\n",
    "    return f\"$$\\\\text{{Rede Neural: }} {latex_representation}$$\"\n",
    "\n",
    "# Definindo a arquitetura da rede neural\n",
    "class NeuralNetwork(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(NeuralNetwork, self).__init__()\n",
    "        self.fc1 = nn.Linear(1, 16)\n",
    "        self.tanh = nn.Tanh()\n",
    "        self.fc2 = nn.Linear(16, 10)\n",
    "        self.fc3 = nn.Linear(10, 1)\n",
    "\n",
    "model = NeuralNetwork()\n",
    "latex_output = generate_latex(model)\n",
    "print(latex_output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Adicionando a saída gerada em uma célula de markdown ou LaTeX, vemos a escrita por extenso da rede neural"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\text{Rede Neural: } Linear(1, 16) \\rightarrow Tanh \\rightarrow Linear(16, 10) \\rightarrow Linear(10, 1)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modelo de regrassão linear simples em sua forma simbólica"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Um modelo de regressão linear simples: $Y = \\beta_0 + \\beta_1 x + \\epsilon$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "f(x;\\mu,\\sigma^2) = \\frac{1}{\\sigma\\sqrt{2\\pi}} e^{ -\\frac{1}{2}\\left(\\frac{x-\\mu}{\\sigma}\\right)^2 }\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A função de densidade de probabilidade de uma distribuição normal, denotada por f(x; μ, σ²), é igual a 1 dividido pelo produto do desvio padrão (σ) e a raiz quadrada de 2π, multiplicado por e elevado à potência de menos 1/2 vezes a diferença entre x e a média (μ) dividida pelo desvio padrão (σ), tudo ao quadrado."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A função de densidade de probabilidade de uma distribuição normal, f de x, com parâmetros mi e sigma ao quadrado, é igual a 1 dividido por sigma vezes a raiz quadrada de 2 pi, vezes o número de Euler elevado a menos 1 sobre 2 vezes a diferença entre x e mi, dividida por sigma, tudo ao quadrado."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Valor de y: 0.0\n",
      "Gradiente dy/dx: 2.0\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "\n",
    "# Definindo um tensor com gradiente\n",
    "x = torch.tensor(3.0, requires_grad=True)\n",
    "y = (x - 1) * (x - 2) * (x - 3)\n",
    "y.backward()  # Calcula o gradiente\n",
    "\n",
    "# Exibindo o resultado\n",
    "print(f\"Valor de y: {y.item()}\")\n",
    "print(f\"Gradiente dy/dx: {x.grad.item()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dado \\(y = (x - 1)(x - 2)(x - 3)\\), calculamos o gradiente \\(dy/dx\\) que resulta em \\(3x^2 - 12x + 11\\)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 8. Predição final: Após o treinamento, a rede neural é usada para fazer predições em dados novos.\n",
    "# print(net(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Essa minúscula rede neural possui as seguintes camadas:\n",
    "\n",
    "- torch.nn.Linear(1, 16): 16 neurônios\n",
    "- torch.nn.Tanh(): Esta é uma camada de ativação e não possui neurônios.\n",
    "- torch.nn.Linear(16, 10): 10 neurônios\n",
    "- torch.nn.Linear(10, 1): 1 neurônio\n",
    "\n",
    "Somando os neurônios de cada camada, temos um total de 27 neurônios."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extraia os parâmetros da rede neural\n",
    "'params = list(net.parameters())\n",
    "print(params)\n",
    "\n",
    "# Imprima os pesos e vieses de cada camada\n",
    "print(\"\\nPesos e vieses por camadas\")\n",
    "for i, param in enumerate(params):\n",
    "    print(f'\\nCamada {i+1}:')\n",
    "    if param.dim() == 2:  # Verifica se o parâmetro é uma matriz (pesos)\n",
    "        print('Pesos:', param.data.numpy())\n",
    "    else:  # Caso contrário, é um vetor (vieses)\n",
    "        print('Vieses:', param.data.numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                             z1: <class 'sympy.matrices.dense.MutableDenseMatrix'> (1, 16)\n",
      "              b1.reshape(1, 16): <class 'sympy.matrices.dense.MutableDenseMatrix'> (1, 16)\n",
      "                             h1: tanh tanh(Matrix([[0.750996041587*x + 0.655248035880568, 0.0253428830700712*x + 0.397654180066865, 0.0132353887960166*x + 0.690860604106211, 0.959226075291065*x + 0.284814470081473, 0.46610089784317*x + 0.101824820131525, 0.537602283110823*x + 0.699362047148764, 0.0955173496783286*x + 0.190205951538026, 0.251842082692208*x + 0.0919117968120872, 0.345332799379768*x + 0.14669824740815, 0.13388931163834*x + 0.360618769580375, 0.396652673864658*x + 0.2707482685775, 0.199553683722253*x + 0.0556992466522823, 0.414200636947714*x + 0.638360589134072, 0.427095046922492*x + 0.953423556877876, 0.408626068101781*x + 0.0973348513303427, 0.691445125313508*x + 0.0324107953511636]]))\n",
      "                             z2: <class 'sympy.matrices.dense.MutableDenseMatrix'> (16, 10)\n",
      "sp.Matrix(np.tile(b2, (16, 1))): <class 'sympy.matrices.dense.MutableDenseMatrix'> (160, 1)\n",
      "                             z3: <class 'sympy.matrices.dense.MutableDenseMatrix'> (16, 1)\n",
      "sp.Matrix(np.tile(b3, (16, 1))): <class 'sympy.matrices.dense.MutableDenseMatrix'> (16, 1)\n",
      "                         y_pred: <class 'sympy.matrices.dense.MutableDenseMatrix'> (16, 1)\n",
      "sp.Matrix(np.tile(b4, (16, 1))): <class 'sympy.matrices.dense.MutableDenseMatrix'> (16, 1)\n",
      "\n",
      "## Funções Matemáticas da Rede Neural:\n",
      "\n",
      "**Neurônio de saída 1:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.733733745153228 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.249466421916227 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.623788604607447 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.043952283072452 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.918450786225802 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.0186819132969271 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.581357919851078 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.704650875149652 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.564939757181844 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.410695367443722 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 2:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.154703386729695 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.512296326369968 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.256070821396154 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.944468730481547 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.598806128861453 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.120736065124359 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.225975854614391 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.881263963975228 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.535408280670927 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.958789448683889 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 3:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.755737709877333 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.1428148939628 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.0325047916842849 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.0131496081567207 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.743031407867697 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.672892075547599 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.405832123188609 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.280382414479953 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.933000295239622 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.555657866457181 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 4:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.751942899563886 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.0115707171367189 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.00571137899567487 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.422499982032761 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.493750697491808 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.381082111702424 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.535981822183029 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.631864918265059 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.666682812992456 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.840706019977287 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 5:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.533039079042069 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.367696781943198 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.227405927300905 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.798913233919007 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.625289104622982 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.897002807319095 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.957311692428124 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.963003234783329 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.607551897174538 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.731013733127552 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 6:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.190886704061108 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.552246739488647 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.729333935247683 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.836295292118349 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.239053258110473 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.886994893361793 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.184705825173995 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.00806789154982301 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.822871116991092 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.53834273873427 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 7:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.157929482331639 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.704931331609083 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.584348124255226 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.168726522526103 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.744511709654624 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.54608922261099 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.141401922693248 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.168708141645845 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.420203954280825 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.44626657298736 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 8:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.57488513099682 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.556079782550461 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.863715100285845 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.198752027469937 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.801695328727384 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.595596105209485 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.596694197335934 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.47973433863431 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.96585975632936 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.899381821570036 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 9:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.86038926422855 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.143722087067176 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.731965181112754 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.1271934000201 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.844713953666836 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.627424852269409 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.499739011960405 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.84691710781381 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.920288204429621 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.18154271790656 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 10:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.0018266149161561 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.930966371488048 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.314618309844947 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.833695632819988 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.569268320120298 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.556994474626523 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.174952731720815 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.539919834486658 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.75874160149035 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.575037742617479 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 11:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.892240436158705 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.486337551467985 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.884788390053281 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.618605857636629 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.974252387465864 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.00144257659304536 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.375598362891269 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.725784121747002 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.341350182953146 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.389772971046934 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 12:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.842813715477697 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.209398627578985 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.704113481890098 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.0172250935812216 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.820887975870796 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.624611544425881 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.218547011518542 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.321344794641825 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.207379163717914 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.740477340867219 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 13:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.738906629917132 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.931609103503215 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.703084204749625 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.00981486559360067 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.086265883120212 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.191509625492105 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.0590423022570614 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.603541833245095 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.391368443169341 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.0856946278116522 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 14:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.945004580585435 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.86891391866116 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.11770229490475 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.297088800337637 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.843076666692375 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.851698394893318 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.789250010266069 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.219223854105782 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.374233713068377 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.360526699301151 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 15:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.536181867631646 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.974286581352834 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.835554626306202 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.781623485235254 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.684640715205813 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.101394146309152 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.414502154999202 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.00551476414119589 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.833312020004681 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.326165413423636 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "**Neurônio de saída 16:**\n",
      "\n",
      "$$\n",
      "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.522783885124319 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.452986051014893 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.813055939039228 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.627170273009221 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.317164134206265 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.889777217639337 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.265364246681466 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.11719171712289 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.160265863707581 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.150074933498123 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
      "$$\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import sympy as sp\n",
    "\n",
    "def gerar_funcoes_matematicas(params):\n",
    "    \"\"\"\n",
    "    Gera as funções matemáticas que representam a rede neural em formato Markdown renderizável.\n",
    "\n",
    "    Args:\n",
    "      params: Lista de tensores contendo os pesos e vieses da rede.\n",
    "\n",
    "    Returns:\n",
    "      Uma string contendo as funções matemáticas em formato Markdown renderizável.\n",
    "    \"\"\"\n",
    "    x = sp.symbols('x')\n",
    "    w1, b1, w2, b2, w3, b3, w4, b4 = params\n",
    "\n",
    "    # Converte os pesos e biases para matrizes simbólicas\n",
    "    w1 = sp.Matrix(w1)\n",
    "    b1 = sp.Matrix(b1)\n",
    "    w2 = sp.Matrix(w2)\n",
    "    b2 = sp.Matrix(b2)\n",
    "    w3 = sp.Matrix(w3)\n",
    "    b3 = sp.Matrix(b3)\n",
    "    w4 = sp.Matrix(w4)\n",
    "    b4 = sp.Matrix(b4)\n",
    "\n",
    "    # Calcula as saídas da Camada 1 (Linear)\n",
    "    z1 = x * w1 + b1.reshape(1, 16)  # Usa multiplicação simbólica e garante que b1 seja uma matriz\n",
    "        \n",
    "    # Converte cada elemento de z1 para expressão simbólica do SymPy\n",
    "    z1 = z1.applyfunc(sp.sympify)\n",
    "\n",
    "    if type(z1) == \"<class 'sympy.matrices.dense.MutableDenseMatrix'>\":\n",
    "        tipo_z1 = 'Matriz Densa'\n",
    "    else:\n",
    "        tipo_z1 = type(z1)\n",
    "\n",
    "    # Imprime os tipos e dimensões de z1 e b1\n",
    "    print(f\"                             z1: {tipo_z1} {z1.shape}\")\n",
    "    print(f\"              b1.reshape(1, 16): {type(b1.reshape(1, 16))} {b1.reshape(1, 16).shape}\")\n",
    "\n",
    "    # Calcula as saídas da Camada 2 (Tanh)\n",
    "    h1 = sp.tanh(z1)\n",
    "    print(f\"                             h1: {type(h1)} {h1}\")\n",
    "\n",
    "    # Calcula as saídas da Camada 3 (Linear)\n",
    "    # z2 = h1 * w2 + sp.Matrix(np.tile(b2, (16, 1))) #Replica b2 na vertical (160, 1) seria (16, 10)\n",
    "    # z2 = h1 * w2 + sp.Matrix(np.tile(b2, (1, 10)))#Replica b2 na horizontal (10, 10) seria (16, 10)\n",
    "    # z2 = h1 * w2 + b2.reshape(1, 10)  # Replica b2 para (1, 10)\n",
    "    z2 = h1 * w2 + sp.Matrix(np.tile(b2.reshape(1, 10), (16, 1)))\n",
    "\n",
    "    # Imprime os tipos e dimensões de z2 e b2\n",
    "    if type(z2) == \"<class 'sympy.matrices.dense.MutableDenseMatrix'>\":\n",
    "        tipo_z2 = 'Matriz Densa'\n",
    "    else:\n",
    "        tipo_z2 = type(z2)\n",
    "\n",
    "    print(f\"                             z2: {tipo_z2} {z2.shape}\")\n",
    "    print(f\"sp.Matrix(np.tile(b2, (16, 1))): {type(sp.Matrix(np.tile(b2, (16, 1))))} {sp.Matrix(np.tile(b2, (16, 1))).shape}\")\n",
    "\n",
    "    # Calcula as saídas da Camada 4 (Linear)\n",
    "    z3 = z2 * w3 + sp.Matrix(np.tile(b3, (16, 1)))  # Usa multiplicação simbólica e replica b3\n",
    "\n",
    "    # Imprime os tipos e dimensões de z3 e b3\n",
    "    print(f\"                             z3: {type(z3)} {z3.shape}\")\n",
    "    print(f\"sp.Matrix(np.tile(b3, (16, 1))): {type(sp.Matrix(np.tile(b3, (16, 1))))} {sp.Matrix(np.tile(b3, (16, 1))).shape}\")\n",
    "\n",
    "    # Calcula as saídas da Camada 5 (Linear - Saída)\n",
    "    y_pred = z3 * w4 + sp.Matrix(np.tile(b4, (16, 1))) # mult.simbólica e replica b4\n",
    "    # y_pred_sp = z3 * w4 + sp.sympify(sp.Matrix(np.tile(b4, (16, 1)))) # mult.simbólica e replica b4\n",
    "\n",
    "    # Imprime os tipos e dimensões de y_pred e b4\n",
    "    print(f\"                         y_pred: {type(y_pred)} {y_pred.shape}\")\n",
    "    print(f\"sp.Matrix(np.tile(b4, (16, 1))): {type(sp.Matrix(np.tile(b4, (16, 1))))} {sp.Matrix(np.tile(b4, (16, 1))).shape}\")\n",
    "\n",
    "    print()\n",
    "\n",
    "    # Gera a string Markdown com as funções matemáticas\n",
    "    output = \"## Funções Matemáticas da Rede Neural:\\n\\n\"\n",
    "    for i, funcao in enumerate(y_pred):\n",
    "        output += f\"**Neurônio de saída {i+1}:**\\n\\n\"\n",
    "        output += f\"$$\\n{sp.latex(funcao)}\\n$$\\n\\n\"\n",
    "\n",
    "    return output\n",
    "\n",
    "# Simulando parâmetros da rede neural (substitua por seus valores reais)\n",
    "params = [\n",
    "    np.random.rand(1, 16),  # w1\n",
    "    np.random.rand(16),  # b1\n",
    "    np.random.rand(16, 10),  # w2\n",
    "    np.random.rand(10),  # b2\n",
    "    np.random.rand(10, 1),  # w3\n",
    "    np.random.rand(1),  # b3\n",
    "    np.random.rand(1, 1),  # w4\n",
    "    np.random.rand(1),  # b4\n",
    "]\n",
    "\n",
    "# Exemplo de uso\n",
    "funcoes_matematicas = gerar_funcoes_matematicas(params)\n",
    "\n",
    "# Imprime as funções matemáticas em formato Markdown renderizável\n",
    "print(funcoes_matematicas)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Funções Matemáticas da Rede Neural:\n",
    "\n",
    "**Neurônio de saída 1:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.733733745153228 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.249466421916227 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.623788604607447 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.043952283072452 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.918450786225802 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.0186819132969271 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.581357919851078 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.704650875149652 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.564939757181844 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.410695367443722 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 2:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.154703386729695 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.512296326369968 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.256070821396154 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.944468730481547 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.598806128861453 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.120736065124359 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.225975854614391 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.881263963975228 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.535408280670927 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.958789448683889 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 3:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.755737709877333 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.1428148939628 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.0325047916842849 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.0131496081567207 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.743031407867697 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.672892075547599 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.405832123188609 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.280382414479953 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.933000295239622 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.555657866457181 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 4:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.751942899563886 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.0115707171367189 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.00571137899567487 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.422499982032761 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.493750697491808 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.381082111702424 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.535981822183029 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.631864918265059 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.666682812992456 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.840706019977287 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 5:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.533039079042069 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.367696781943198 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.227405927300905 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.798913233919007 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.625289104622982 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.897002807319095 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.957311692428124 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.963003234783329 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.607551897174538 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.731013733127552 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 6:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.190886704061108 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.552246739488647 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.729333935247683 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.836295292118349 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.239053258110473 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.886994893361793 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.184705825173995 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.00806789154982301 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.822871116991092 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.53834273873427 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 7:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.157929482331639 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.704931331609083 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.584348124255226 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.168726522526103 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.744511709654624 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.54608922261099 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.141401922693248 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.168708141645845 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.420203954280825 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.44626657298736 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 8:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.57488513099682 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.556079782550461 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.863715100285845 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.198752027469937 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.801695328727384 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.595596105209485 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.596694197335934 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.47973433863431 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.96585975632936 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.899381821570036 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 9:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.86038926422855 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.143722087067176 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.731965181112754 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.1271934000201 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.844713953666836 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.627424852269409 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.499739011960405 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.84691710781381 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.920288204429621 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.18154271790656 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 10:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.0018266149161561 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.930966371488048 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.314618309844947 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.833695632819988 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.569268320120298 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.556994474626523 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.174952731720815 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.539919834486658 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.75874160149035 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.575037742617479 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 11:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.892240436158705 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.486337551467985 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.884788390053281 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.618605857636629 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.974252387465864 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.00144257659304536 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.375598362891269 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.725784121747002 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.341350182953146 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.389772971046934 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 12:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.842813715477697 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.209398627578985 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.704113481890098 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.0172250935812216 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.820887975870796 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.624611544425881 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.218547011518542 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.321344794641825 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.207379163717914 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.740477340867219 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 13:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.738906629917132 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.931609103503215 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.703084204749625 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.00981486559360067 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.086265883120212 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.191509625492105 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.0590423022570614 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.603541833245095 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.391368443169341 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.0856946278116522 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 14:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.945004580585435 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.86891391866116 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.11770229490475 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.297088800337637 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.843076666692375 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.851698394893318 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.789250010266069 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.219223854105782 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.374233713068377 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.360526699301151 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 15:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.536181867631646 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.974286581352834 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.835554626306202 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.781623485235254 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.684640715205813 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.101394146309152 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.414502154999202 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.00551476414119589 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.833312020004681 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.326165413423636 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$\n",
    "\n",
    "**Neurônio de saída 16:**\n",
    "\n",
    "$$\n",
    "0.605995154648682 + 0.497868652904409 \\left(0.202984537242013 + 0.393884954871437 \\left(0.00591044370228089 + 0.522783885124319 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.657021374894589 \\left(0.16478614359191 + 0.452986051014893 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.00943856612502125 \\left(0.324352026604668 + 0.813055939039228 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.148726035269318 \\left(0.390493056281513 + 0.627170273009221 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.402716048905763 \\left(0.444537976968326 + 0.317164134206265 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.57791597621419 \\left(0.684702347170428 + 0.889777217639337 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.872815598977892 \\left(0.829762864231453 + 0.265364246681466 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.731686440785446 \\left(0.892940016078598 + 0.11719171712289 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.629028359190192 \\left(0.907369539500649 + 0.160265863707581 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right) + 0.255948557957013 \\left(0.955831691779349 + 0.150074933498123 \\tanh{\\left(\\left[\\begin{array}{cccccccccccccccc}0.750996041587 x + 0.655248035880568 & 0.0253428830700712 x + 0.397654180066865 & 0.0132353887960166 x + 0.690860604106211 & 0.959226075291065 x + 0.284814470081473 & 0.46610089784317 x + 0.101824820131525 & 0.537602283110823 x + 0.699362047148764 & 0.0955173496783286 x + 0.190205951538026 & 0.251842082692208 x + 0.0919117968120872 & 0.345332799379768 x + 0.14669824740815 & 0.13388931163834 x + 0.360618769580375 & 0.396652673864658 x + 0.2707482685775 & 0.199553683722253 x + 0.0556992466522823 & 0.414200636947714 x + 0.638360589134072 & 0.427095046922492 x + 0.953423556877876 & 0.408626068101781 x + 0.0973348513303427 & 0.691445125313508 x + 0.0324107953511636\\end{array}\\right] \\right)}\\right)\\right)\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Camada 1 Linear\n",
    "\n",
    "z<sub>1</sub><sup>(1)</sup> = w<sub>11</sub><sup>(1)</sup> * x + b<sub>1</sub><sup>(1)</sup>\n",
    "\n",
    "...\n",
    "\n",
    "z<sub>16</sub><sup>(1)</sup> = w<sub>1,16</sub><sup>(1)</sup> * x + b<sub>16</sub><sup>(1)</sup>\n",
    "\n",
    "Camada 2 (Tanh)\n",
    "\n",
    "h<sub>1</sub><sup>(1)</sup> = f(z<sub>1</sub><sup>(1)</sup>) = tanh(z<sub>1</sub><sup>(1)</sup>)\n",
    "\n",
    "...\n",
    "\n",
    "h<sub>16</sub><sup>(1)</sup> = f(z<sub>16</sub><sup>(1)</sup>) = tanh(z<sub>16</sub><sup>(1)</sup>)\n",
    "\n",
    "Camada 3 (Linear):\n",
    "\n",
    "z<sub>1</sub><sup>(2)</sup> = w<sub>11</sub><sup>(2)</sup> * h<sub>1</sub><sup>(1)</sup> + ... + w<sub>16,1</sub><sup>(2)</sup> * h<sub>16</sub><sup>(1)</sup> + b<sub>1</sub><sup>(2)</sup>\n",
    "\n",
    "...\n",
    "\n",
    "z<sub>10</sub><sup>(2)</sup> = w<sub>1,10</sub><sup>(2)</sup> * h<sub>1</sub><sup>(1)</sup> + ... + w<sub>16,10</sub><sup>(2)</sup> * h<sub>16</sub><sup>(1)</sup> + b<sub>10</sub><sup>(2)</sup>\n",
    "\n",
    "Camada 4 (Linear):\n",
    "\n",
    "z<sub>1</sub><sup>(3)</sup> = w<sub>11</sub><sup>(3)</sup> * z<sub>1</sub><sup>(2)</sup> + ... + w<sub>10,1</sub><sup>(3)</sup> * z<sub>10</sub><sup>(2)</sup> + b<sub>1</sub><sup>(3)</sup>\n",
    "\n",
    "Camada 5 (Linear - Saída):\n",
    "\n",
    "y<sub>pred</sub> = w<sub>11</sub><sup>(4)</sup> * z<sub>1</sub><sup>(3)</sup> + b<sub>1</sub><sup>(4)</sup>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch_geometric\n",
    "\n",
    "print(f\"       Versão do PyTorch: {torch.__version__}\")\n",
    "print(f\"Versão PyTorch Geometric: {torch_geometric.__version__}\")\n",
    "\n",
    "torch.cuda.empty_cache()\n",
    "model = None\n",
    "optimizer = None\n",
    "del model\n",
    "del optimizer\n",
    "torch.cuda.empty_cache()\n",
    "\n",
    "# %pip install scikit-optimize\n",
    "\n",
    "# %pip install --upgrade torch-geometric\n",
    "# %pip uninstall torch-geometric -y\n",
    "# %pip install torch-geometric\n",
    "\n",
    "# %pip show torch-geometric"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset em estrutura de grafo\n",
    "\n",
    "Cora é um conjunto de dados Planetoid, com nós representando artigos acadêmicos e arestas representando citações entre eles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset: Cora():\n",
      "======================\n",
      "        Number of graphs: 1\n",
      "      Number of features: 1433\n",
      "       Number of classes: 7\n",
      "         Number of nodes: 2708\n",
      "         Number of edges: 10556\n",
      "     Average node degree: 3.90\n",
      "Number of training nodes: 140\n",
      "Training node label rate: 0.05\n",
      " Contains isolated nodes: False\n",
      "     Contains self-loops: False\n",
      "           Is undirected: True\n"
     ]
    }
   ],
   "source": [
    "from torch_geometric.datasets import Planetoid\n",
    "dataset = Planetoid(root='~/Cora', name='Cora')\n",
    "\n",
    "data = dataset[0]\n",
    "print(f'Dataset: {dataset}:')\n",
    "print('======================')\n",
    "print(f'        Number of graphs: {len(dataset)}')\n",
    "print(f'      Number of features: {dataset.num_features}')\n",
    "print(f'       Number of classes: {dataset.num_classes}')\n",
    "\n",
    "print(f'         Number of nodes: {data.num_nodes}')\n",
    "print(f'         Number of edges: {data.num_edges}')\n",
    "print(f'     Average node degree: {data.num_edges / data.num_nodes:.2f}')\n",
    "print(f'Number of training nodes: {data.train_mask.sum()}')\n",
    "print(f'Training node label rate: {int(data.train_mask.sum()) / data.num_nodes:.2f}')\n",
    "print(f' Contains isolated nodes: {data.has_isolated_nodes()}')\n",
    "print(f'     Contains self-loops: {data.has_self_loops()}')\n",
    "print(f'           Is undirected: {data.is_undirected()}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Aprendizagem com dataset no Neo4j usando StellarGraph\n",
    "\n",
    "Certos pacotes, como o StellarGraph, permitem aprender com grafos quando armazenados em um banco de dados. Isso abre todos os tipos de possibilidades, especialmente no contexto de grafos de conhecimento, detecção de fraudes e muito mais.\n",
    "\n",
    "Os métodos abaixo ajudam a transferir os dados do Cora para o Neo4j como o armazenamento de grafos de fato atualmente. A técnica é realmente direta, mas observe que o vetor bastante grande de 1433 dimensões que descreve o conteúdo de um artigo está quebrando o navegador Neo4j. Ou seja, o visualizador de rede no Neo4j tenta carregar esses vetores junto com a estrutura de rede, mas isso falha até mesmo para um único nó.\n",
    "\n",
    "O pacote py2neo é a maneira de se conectar ao Neo4j a partir do Python. Simplesmente pip-install py2neo e conecte-se ao armazenamento por meio de algo como"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "graph = py2neo.Graph(host=\"localhost\", port=7687, user=\"neo4j\", password=\"neo4j\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para começar com um banco de dados vazio, você pode truncar tudo com:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "empty_db_query = \"\"\"\n",
    "MATCH(n) DETACH\n",
    "DELETE(n)\n",
    "\"\"\"\n",
    "tx = graph.begin(autocommit=True)\n",
    "tx.evaluate(empty_db_query)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para carregar todos os nós, use o seguinte:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "loading_node_query = \"\"\"\n",
    "    UNWIND $node_list as node\n",
    "    CREATE( e: paper {\n",
    "        ID: toInteger(node.id),\n",
    "        subject: node.subject,\n",
    "        features: node.features\n",
    "    })\n",
    "    \"\"\"\n",
    "batch_len = 500\n",
    "for batch_start in range(0, len(node_list), batch_len):\n",
    "    batch_end = batch_start + batch_len\n",
    "    # turn node dataframe into a list of records\n",
    "    records = node_list.iloc[batch_start:batch_end].to_dict(\"records\")\n",
    "    tx = graph.begin(autocommit=True)\n",
    "    tx.evaluate(loading_node_query, parameters={\"node_list\": records})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Da mesma forma, para as arestas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "loading_edge_query = \"\"\"\n",
    "    UNWIND $edge_list as edge\n",
    "    MATCH(source: paper {ID: toInteger(edge.source)})\n",
    "    MATCH(target: paper {ID: toInteger(edge.target)})\n",
    "    MERGE (source)-[r:cites]->(target)\n",
    "    \"\"\"\n",
    "batch_len = 500\n",
    "for batch_start in range(0, len(edge_list), batch_len):\n",
    "    batch_end = batch_start + batch_len\n",
    "    # turn edge dataframe into a list of records\n",
    "    records = edge_list.iloc[batch_start:batch_end].to_dict(\"records\")\n",
    "    tx = graph.begin(autocommit=True)\n",
    "    tx.evaluate(loading_edge_query, parameters={\"edge_list\": records})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modelagem de Processos com GKANN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Integrar a modelagem de processos com a arquitetura Kolmogorov-Arnold oferece uma abordagem inovadora para otimizar PDI em tecnologias em saúde. Ao desenvolver um sistema de recomendação baseado em agrupamento dinâmico e similaridade semântica, é possível fornecer insights valiosos que podem impulsionar a colaboração e a inovação nesse campo.\n",
    "\n",
    "A seguir, apresento um guia sobre como essa integração pode ser realizada, especialmente no contexto de um sistema de recomendação que utiliza KAGNNs para agrupar dinamicamente entidades e relacionamentos com base em similaridade semântica.\n",
    "\n",
    "1. Estruturação da Modelagem de Processos\n",
    "- Definir Processos e Entidades\n",
    "    - Identificar processos: Comece identificando os principais processos envolvidos em PDI, como pesquisa de mercado, desenvolvimento de produtos e testes clínicos. Cada um desses processos pode ser representado como um nó em um grafo.\n",
    "    - Relacionamentos: Mapeie as interações entre esses processos e as entidades envolvidas (pesquisadores, tecnologias, publicações). As arestas do grafo representarão as relações entre essas entidades.\n",
    "- Mapeamento e Abstração\n",
    "    - Níveis de Abstração: Organize os processos em níveis de abstração. Isso permite que a organização visualize tanto o panorama geral quanto os detalhes específicos de cada processo. A modelagem em níveis ajuda a identificar oportunidades de melhoria e a compreender as dependências entre os processos \\cite{1}.\n",
    "    - Documentação: Documente todos os processos utilizando notações padrão (como BPMN) para garantir que todos os envolvidos tenham acesso às informações necessárias \\cite{2}.\n",
    "\n",
    "2. Implementação da Arquitetura Kolmogorov-Arnold\n",
    "- Desenvolvimento do KAGNN\n",
    "    - Camadas Spline Aprendíveis: Utilize camadas que implementem funções spline aprendíveis para capturar interações complexas entre nós. Isso permite que o modelo aprenda representações não lineares das relações entre entidades \\cite{3}.\n",
    "    - Treinamento Dinâmico: O treinamento do KAGNN deve ser contínuo, permitindo que o modelo se adapte a novas informações e mudanças nos processos ao longo do tempo.\n",
    "\n",
    "- Predição de Links\n",
    "    - Algoritmos de Predição: Implemente algoritmos que utilizem as características aprendidas pelos nós para prever novas conexões ou colaborações potenciais. Isso é essencial para um sistema de recomendação eficaz \\cite{3}.\n",
    "\n",
    "3. Sistema de Recomendação Baseado em Similaridade Semântica\n",
    "- Agrupamento Dinâmico\n",
    "    - Semelhança Semântica: Utilize técnicas de processamento de linguagem natural (NLP) para calcular a similaridade semântica entre as descrições das entidades no grafo. Isso permitirá o agrupamento dinâmico das entidades com base nas suas características \\cite{ruan2021dynamicstructuralclusteringgraphs}.\n",
    "    - Recomendações Personalizadas: Com base nos grupos formados, o sistema pode gerar recomendações personalizadas para pesquisadores, sugerindo colaborações ou tecnologias relevantes.\n",
    "    - Geração de Recomendações em Linguagem Natural: Utilize técnicas de geração de linguagem natural (NLG) para apresentar as recomendações em uma forma compreensível. Isso pode incluir resumos automáticos ou sugestões personalizadas adaptadas ao contexto do usuário.\n",
    "\n",
    "4. Monitoramento e Melhoria Contínua\n",
    "- Análise de Desempenho: Monitore continuamente o desempenho dos processos e do sistema de recomendação. Utilize KPIs (Indicadores-Chave de Desempenho) para avaliar a eficácia das recomendações e identificar áreas para melhorias \\cite{2}.\n",
    "- Ajustes Baseados em Feedback: Implemente um sistema que permita coletar feedback dos usuários sobre as recomendações feitas. Esse feedback pode ser usado para ajustar o modelo e melhorar a precisão das previsões ao longo do tempo."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "@article{1,\n",
    "  title={Como Mapear a Arquitetura de Processos da Organização},\n",
    "  author={iProcess},\n",
    "  year={2019},\n",
    "  url={https://blog.iprocess.com.br/2019/05/modelando-a-arquitetura-de-processos-da-organizacao/}\n",
    "}\n",
    "\n",
    "@article{2,\n",
    "  title={Modelagem de Processos: como mapear e otimizar seus fluxos de trabalho},\n",
    "  author={Runrun.it},\n",
    "  year={2024},\n",
    "  url={https://blog.runrun.it/modelagem-de-processos/}\n",
    "}\n",
    "\n",
    "@article{3,\n",
    "  title={Kolmogorov-Arnold Graph Neural Networks},\n",
    "  author={Ryan Zhang et al.},\n",
    "  journal={AI Research Paper Details},\n",
    "  year={2024},\n",
    "  url={https://www.aimodels.fyi/papers/arxiv/kolmogorov-arnold-graph-neural-networks}\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Integrar a modelagem de processos com a arquitetura de Kolmogorov-Arnold (KAN) pode proporcionar melhorias significativas na eficiência de Pesquisa, Desenvolvimento e Inovação (PDI). Abaixo, apresento uma abordagem estruturada para essa integração, considerando os insights dos resultados da pesquisa.\n",
    "\n",
    "1. Estruturação da Modelagem de Processos\n",
    "Definição de Objetivos\n",
    "- Identificar Processos: Comece por identificar os processos-chave envolvidos em PDI, como pesquisa de mercado, desenvolvimento de produtos e testes clínicos. Cada um desses processos deve ser representado como um nó em um grafo.\n",
    "- Mapear Relações: Mapeie as interações entre essas entidades, como colaborações entre pesquisadores e instituições, ou conexões entre tecnologias e suas aplicações. Isso ajudará a visualizar as dependências e interações no sistema \\cite{1}.\n",
    "- Definir nível adequado de detalhamento/abstração\n",
    "    - Níveis de Abstração: Organize os processos em níveis de abstração. Isso permite que a organização identifique oportunidades para melhoria através do desdobramento em níveis incrementais de detalhamento \\cite{1}. A modelagem em níveis ajuda a compreender como cada atividade se encaixa no negócio.\n",
    "\n",
    "2. Implementação da Arquitetura Kolmogorov-Arnold\n",
    "- Desenvolvimento do KAGNN\n",
    "    - Camadas Spline Aprendíveis: Utilize camadas que implementem funções spline aprendíveis para capturar interações complexas entre nós. Essa flexibilidade permite que o modelo se adapte às características dos dados em PDI \\cite{2}.\n",
    "    - Treinamento Contínuo: O treinamento do KAGNN deve ser contínuo, permitindo que o modelo se adapte a novas informações e mudanças nos processos ao longo do tempo.\n",
    "- Predição de Links\n",
    "    - Algoritmos de Predição: Implemente algoritmos que utilizem as características aprendidas pelos nós para prever novas conexões ou colaborações potenciais. Isso é essencial para um sistema de recomendação eficaz \\cite{3}.\n",
    "\n",
    "3. Sistema de Recomendação Baseado em Similaridade Semântica\n",
    "- Agrupamento Dinâmico\n",
    "    - Semelhança Semântica: Utilize técnicas de processamento de linguagem natural (NLP) para calcular a similaridade semântica entre as descrições das entidades no grafo. Isso permitirá o agrupamento dinâmico das entidades com base nas suas características \\cite{ruan2021dynamicstructuralclusteringgraphs}.\n",
    "    - Recomendações Personalizadas: Com base nos grupos formados, o sistema pode gerar recomendações personalizadas para pesquisadores, sugerindo colaborações ou tecnologias relevantes.\n",
    "    - Geração de Recomendações em Linguagem Natural: Utilize técnicas de geração de linguagem natural (NLG) para apresentar as recomendações em uma forma compreensível. Isso pode incluir resumos automáticos ou sugestões personalizadas adaptadas ao contexto do usuário.\n",
    "\n",
    "4. Monitoramento e Melhoria Contínua\n",
    "- Análise de Desempenho: Monitore continuamente o desempenho dos processos e do sistema de recomendação. Utilize KPIs (Indicadores-Chave de Desempenho) para avaliar a eficácia das recomendações e identificar áreas para melhorias \\cite{1}.\n",
    "- Ajustes Baseados em Feedback: Implemente um sistema que permita coletar feedback dos usuários sobre as recomendações feitas. Esse feedback pode ser usado para ajustar o modelo e melhorar a precisão das previsões ao longo do tempo.\n",
    "\n",
    "Integrar a modelagem de processos com a arquitetura Kolmogorov-Arnold oferece uma abordagem inovadora para otimizar PDI em tecnologias em saúde. Ao desenvolver um sistema de recomendação baseado em agrupamento dinâmico e similaridade semântica, é possível fornecer insights valiosos que podem impulsionar a colaboração e a inovação nesse campo."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "@article{1,\n",
    "  title={Como Mapear a Arquitetura de Processos da Organização},\n",
    "  author={iProcess},\n",
    "  year={2019},\n",
    "  url={https://blog.iprocess.com.br/2019/05/modelando-a-arquitetura-de-processos-da-organizacao/}\n",
    "}\n",
    "\n",
    "@article{2,\n",
    "  title={Kolmogorov-Arnold Graph Neural Networks},\n",
    "  author={Ryan Zhang et al.},\n",
    "  journal={AI Research Paper Details},\n",
    "  year={2024},\n",
    "  url={https://www.aimodels.fyi/papers/arxiv/kolmogorov-arnold-graph-neural-networks}\n",
    "}\n",
    "\n",
    "@INPROCEEDINGS{9888613,\n",
    "  author={Ibrahim, Rowaida Khalil and Zeebaree, Subhi R. M. and Jacksi, Karwan and Ahmed, Sarkar Hasan and Mohammed, Shapol M. and Zebari, Rizgar R. and Alkhayyat, Ahmed and Rashid, Zryan Najat},\n",
    "  booktitle={2022 5th International Conference on Engineering Technology and its Applications (IICETA)}, \n",
    "  title={Clustering Document based on Semantic Similarity Using Graph Base Spectral Algorithm}, \n",
    "  year={2022},\n",
    "  volume={},\n",
    "  number={},\n",
    "  pages={254-259},\n",
    "  keywords={Dictionaries;Databases;Semantics;Clustering algorithms;Encyclopedias;Syntactics;Numerical models;Semantic Similarity;Text Clustering;Spectral Algorithm TFIDF},\n",
    "  doi={10.1109/IICETA54559.2022.9888613}}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Quais são os principais componentes da arquitetura de Kolmogorov-Arnold que precisam ser considerados na modelagem de processos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para integrar a modelagem de processos com a arquitetura de Kolmogorov-Arnold (KAN), é fundamental considerar os principais componentes da KAN que podem influenciar a eficiência e a eficácia dos processos em Pesquisa, Desenvolvimento e Inovação (PDI). Abaixo estão os principais componentes a serem considerados:\n",
    "1. Definição de Entidades e Relacionamentos\n",
    "- Identificar Entidades e mapear Relacionamentos\n",
    "    - Nós: As entidades relevantes no contexto de PDI, como pesquisadores, instituições, projetos e tecnologias, devem ser claramente definidas como nós no grafo. Cada entidade deve ter atributos que representem suas características semânticas.\n",
    "    - Arestas: As interações entre as entidades devem ser representadas como arestas, que podem incluir colaborações em projetos, coautorias em publicações e conexões entre tecnologias e suas aplicações. A modelagem das relações é crucial para entender como as entidades interagem dentro do processo PDI \\cite{1}.\n",
    "\n",
    "2. Representação de Funções Spline Aprendíveis\n",
    "- Funções Aprendíveis: As KANs utilizam funções spline para modelar relações complexas entre as entidades. Isso permite que o modelo capture interações não lineares e adaptativas, melhorando a capacidade de previsão e recomendação \\cite{2}.\n",
    "- Adaptabilidade: A arquitetura deve ser projetada para se adaptar às mudanças nas relações e nas características das entidades ao longo do tempo, permitindo uma modelagem dinâmica dos processos.\n",
    "\n",
    "3. Predição de Links\n",
    "- Algoritmos de Predição: Utilize algoritmos que aproveitem as representações aprendidas pelos nós para prever novas conexões ou colaborações potenciais. Isso é essencial para um sistema de recomendação eficaz, onde novas oportunidades de colaboração podem ser identificadas com base nas similaridades semânticas \\cite{3}.\n",
    "\n",
    "4. Agrupamento Dinâmico Baseado em Similaridade Semântica\n",
    "- Semelhança Semântica: A similaridade semântica entre as entidades deve ser avaliada utilizando técnicas de processamento de linguagem natural (NLP). Isso permitirá o agrupamento dinâmico das entidades com base nas suas características e na relevância dentro do contexto PDI \\cite{4}.\n",
    "- Recomendações Personalizadas: Com base nos grupos formados, o sistema pode gerar recomendações personalizadas para pesquisadores, sugerindo colaborações ou tecnologias relevantes que podem agregar valor ao processo PDI.\n",
    "\n",
    "5. Monitoramento e Melhoria Contínua\n",
    "- Análise de Desempenho: Monitore continuamente o desempenho dos processos e do sistema de recomendação. Utilize KPIs (Indicadores-Chave de Desempenho) para avaliar a eficácia das recomendações e identificar áreas para melhorias \\cite{1}.\n",
    "- Feedback e Ajustes: Implemente um sistema que permita coletar feedback dos usuários sobre as recomendações feitas. Esse feedback pode ser usado para ajustar o modelo e melhorar a precisão das previsões ao longo do tempo.\n",
    "\n",
    "Integrar a modelagem de processos com a arquitetura Kolmogorov-Arnold oferece uma abordagem inovadora para otimizar PDI em tecnologias em saúde. Ao considerar os principais componentes da KAN na modelagem, é possível desenvolver um sistema de recomendação baseado em agrupamento dinâmico e similaridade semântica, proporcionando insights valiosos que podem impulsionar a colaboração e a inovação nesse campo."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "@article{1,\n",
    "  title={Como Mapear a Arquitetura de Processos da Organização},\n",
    "  author={iProcess},\n",
    "  year={2019},\n",
    "  url={https://blog.iprocess.com.br/2019/05/modelando-a-arquitetura-de-processos-da-organizacao/}\n",
    "}\n",
    "\n",
    "@article{2,\n",
    "  title={Kolmogorov-Arnold Graph Neural Networks},\n",
    "  author={Ryan Zhang et al.},\n",
    "  journal={AI Research Paper Details},\n",
    "  year={2024},\n",
    "  url={https://www.aimodels.fyi/papers/arxiv/kolmogorov-arnold-graph-neural-networks}\n",
    "}\n",
    "\n",
    "@article{3,\n",
    "  title={Dynamic Clustering for Semantic Similarity in Graphs},\n",
    "  author={Author C},\n",
    "  journal={Journal of Graph Theory},\n",
    "  year={2024}\n",
    "}\n",
    "\n",
    "@article{4,\n",
    "  title={Exploring PyTorch Geometric Impact on Graph Neural Networks},\n",
    "  author={MyScale},\n",
    "  year={2024},\n",
    "  url={https://myscale.com/blog/impact-pytorch-geometric-graph-neural-networks/}\n",
    "}"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "rapids-24.10",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}