hw03-PART2.ipynb

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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mounted at /content/drive\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a3d5fba0",
   "metadata": {
    "executionInfo": {
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     "status": "ok",
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    "id": "axMXt9sIBYpB"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import shutil\n",
    "import tensorflow as tf\n",
    "import keras\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "from tensorflow.keras.models import Sequential\n",
    "from zipfile import ZipFile\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "np.random.seed(42)\n",
    "import random\n",
    "random.seed(42)\n",
    "from keras.applications.vgg16 import preprocess_input\n",
    "from sklearn.model_selection import train_test_split\n",
    "from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Conv2D, MaxPool2D, Dropout, Dense, BatchNormalization, GlobalAveragePooling2D\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "from tensorflow.keras.models import load_model\n",
    "\n",
    "import datetime\n",
    "import os\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf \n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Conv2D,Dense,Dropout,BatchNormalization,Activation,Flatten,MaxPool2D\n",
    "from tensorflow.keras.callbacks import EarlyStopping\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import csv\n",
    "import random\n",
    "import cv2\n",
    "from tqdm import tqdm\n",
    "\n",
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Flatten, Dropout, Conv2D , MaxPooling2D\n",
    "from tensorflow.keras.layers import BatchNormalization\n",
    "\n",
    "from sklearn.metrics import ConfusionMatrixDisplay as CMD\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from keras import optimizers\n",
    "from keras.preprocessing.image import  ImageDataGenerator as IDG\n",
    "\n",
    "\n",
    "np.random.seed(1234)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fddbe232",
   "metadata": {
    "executionInfo": {
     "elapsed": 528,
     "status": "ok",
     "timestamp": 1640589660442,
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      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "IJJc75u9Bf2v"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "237827fb",
   "metadata": {
    "executionInfo": {
     "elapsed": 545,
     "status": "ok",
     "timestamp": 1640589666713,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "6i8ZBgmrBjuf"
   },
   "outputs": [],
   "source": [
    "data_dir = '/content/drive/MyDrive/hw03/German-Traffic-Signs-Dataset-GTSRB-master'\n",
    "train_path = '/content/drive/MyDrive/hw03/German-Traffic-Signs-Dataset-GTSRB-master/Train'\n",
    "test_path = '/content/drive/MyDrive/hw03/German-Traffic-Signs-Dataset-GTSRB-master/'\n",
    "\n",
    "IMG_HEIGHT = 50\n",
    "IMG_WIDTH = 50\n",
    "channels = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "91ea9024",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 1170,
     "status": "ok",
     "timestamp": 1640589673317,
     "user": {
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      "userId": "00275872828076153916"
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     "user_tz": -210
    },
    "id": "keCcfAnTBn3o",
    "outputId": "a361d1c0-0570-428f-e712-16a291b2d01b"
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "43"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NUM_CATEGORIES = len(os.listdir(train_path))\n",
    "NUM_CATEGORIES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e7353636",
   "metadata": {
    "executionInfo": {
     "elapsed": 7,
     "status": "ok",
     "timestamp": 1640589674896,
     "user": {
      "displayName": "pardies moradbeikie",
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      "userId": "00275872828076153916"
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    "id": "ITgAaXo-BqDy"
   },
   "outputs": [],
   "source": [
    "classes = { 0:'Speed limit (20km/h)',\n",
    "            1:'Speed limit (30km/h)', \n",
    "            2:'Speed limit (50km/h)', \n",
    "            3:'Speed limit (60km/h)', \n",
    "            4:'Speed limit (70km/h)', \n",
    "            5:'Speed limit (80km/h)', \n",
    "            6:'End of speed limit (80km/h)', \n",
    "            7:'Speed limit (100km/h)', \n",
    "            8:'Speed limit (120km/h)', \n",
    "            9:'No passing', \n",
    "            10:'No passing veh over 3.5 tons', \n",
    "            11:'Right-of-way at intersection', \n",
    "            12:'Priority road', \n",
    "            13:'Yield', \n",
    "            14:'Stop', \n",
    "            15:'No vehicles', \n",
    "            16:'Veh > 3.5 tons prohibited', \n",
    "            17:'No entry', \n",
    "            18:'General caution', \n",
    "            19:'Dangerous curve left', \n",
    "            20:'Dangerous curve right', \n",
    "            21:'Double curve', \n",
    "            22:'Bumpy road', \n",
    "            23:'Slippery road', \n",
    "            24:'Road narrows on the right', \n",
    "            25:'Road work', \n",
    "            26:'Traffic signals', \n",
    "            27:'Pedestrians', \n",
    "            28:'Children crossing', \n",
    "            29:'Bicycles crossing', \n",
    "            30:'Beware of ice/snow',\n",
    "            31:'Wild animals crossing', \n",
    "            32:'End speed + passing limits', \n",
    "            33:'Turn right ahead', \n",
    "            34:'Turn left ahead', \n",
    "            35:'Ahead only', \n",
    "            36:'Go straight or right', \n",
    "            37:'Go straight or left', \n",
    "            38:'Keep right', \n",
    "            39:'Keep left', \n",
    "            40:'Roundabout mandatory', \n",
    "            41:'End of no passing', \n",
    "            42:'End no passing veh > 3.5 tons' }"
   ]
  },
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    "id": "C3k4D1ikBt-1",
    "outputId": "dfc32860-858d-44d3-cabd-480ec02773c9"
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1512x720 with 0 Axes>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
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     "data": {
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\n",
      "text/plain": [
       "<Figure size 1512x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "folders = os.listdir(train_path)\n",
    "\n",
    "train_number = []\n",
    "class_num = []\n",
    "\n",
    "for folder in folders:\n",
    "    train_files = os.listdir(train_path + '/' + folder)\n",
    "    train_number.append(len(train_files))\n",
    "    class_num.append(classes[int(folder)])\n",
    "    \n",
    "# Sorting the dataset on the basis of number of images in each class\n",
    "zipped_lists = zip(train_number, class_num)\n",
    "sorted_pairs = sorted(zipped_lists)\n",
    "tuples = zip(*sorted_pairs)\n",
    "train_number, class_num = [ list(tuple) for tuple in  tuples]\n",
    "\n",
    "# Plotting the number of images in each class\n",
    "plt.figure(figsize=(21,10))  \n",
    "plt.bar(class_num, train_number)\n",
    "plt.xticks(class_num, rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dce5dcc0",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 848106,
     "status": "ok",
     "timestamp": 1640590589066,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "gjpw1eKWByQj",
    "outputId": "8e70a52f-37d8-4abb-8ba6-46f4e5414546"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(39219, 50, 50, 3) (39219,)\n"
     ]
    }
   ],
   "source": [
    "image_data = []\n",
    "image_labels = []\n",
    "\n",
    "for i in range(NUM_CATEGORIES):\n",
    "    path = data_dir + '/Train/' + str(i)\n",
    "    images = os.listdir(path)\n",
    "\n",
    "    for img in images:\n",
    "        try:\n",
    "            image = cv2.imread(path + '/' + img)\n",
    "            image_fromarray = Image.fromarray(image, 'RGB')\n",
    "            resize_image = image_fromarray.resize((IMG_HEIGHT, IMG_WIDTH))\n",
    "            image_data.append(np.array(resize_image))\n",
    "            image_labels.append(i)\n",
    "        except:\n",
    "            print(\"Error in \" + img)\n",
    "\n",
    "# Changing the list to numpy array\n",
    "image_data = np.array(image_data)\n",
    "image_labels = np.array(image_labels)\n",
    "\n",
    "print(image_data.shape, image_labels.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a7a46835",
   "metadata": {
    "executionInfo": {
     "elapsed": 938,
     "status": "ok",
     "timestamp": 1640586984085,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "YyHss76_WaJ9"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fb96d5cd",
   "metadata": {
    "executionInfo": {
     "elapsed": 504,
     "status": "ok",
     "timestamp": 1640590843246,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "VF1kEHFZB8bP"
   },
   "outputs": [],
   "source": [
    "shuffle_indexes = np.arange(image_data.shape[0])\n",
    "np.random.shuffle(shuffle_indexes)\n",
    "image_data = image_data[shuffle_indexes]\n",
    "image_labels = image_labels[shuffle_indexes]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c9f9c5c9",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 1024,
     "status": "ok",
     "timestamp": 1640590846057,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "GvxM0uneB_Fp",
    "outputId": "775b3b00-537e-44df-9f6b-158ad85a347b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape (27453, 50, 50, 3)\n",
      "X_valid.shape (11766, 50, 50, 3)\n",
      "y_train.shape (27453,)\n",
      "y_valid.shape (11766,)\n"
     ]
    }
   ],
   "source": [
    "X_train, X_val, y_train, y_val = train_test_split(image_data, image_labels, test_size=0.3, random_state=42, shuffle=True)\n",
    "\n",
    "X_train = X_train/255 \n",
    "X_val = X_val/255\n",
    "\n",
    "print(\"X_train.shape\", X_train.shape)\n",
    "print(\"X_valid.shape\", X_val.shape)\n",
    "print(\"y_train.shape\", y_train.shape)\n",
    "print(\"y_valid.shape\", y_val.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ade103d6",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 572,
     "status": "ok",
     "timestamp": 1640590848368,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "AOBBJYCSCCQe",
    "outputId": "02527614-6303-4604-a564-dca5d8bb5fae"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(27453, 43)\n",
      "(11766, 43)\n"
     ]
    }
   ],
   "source": [
    "y_train = keras.utils.to_categorical(y_train, NUM_CATEGORIES)\n",
    "y_val = keras.utils.to_categorical(y_val, NUM_CATEGORIES)\n",
    "\n",
    "print(y_train.shape)\n",
    "print(y_val.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "15ff2454",
   "metadata": {
    "executionInfo": {
     "elapsed": 6,
     "status": "ok",
     "timestamp": 1640590851491,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "6k9h6A06EKay"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "64874a3b",
   "metadata": {},
   "source": [
    "شبکه های متفاوتی در یادگیری انتقالی وجود دارد از جمله شبکه هایی که بر روی تصاویر خاصی ساخته شده اند:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "352ff6ab",
   "metadata": {},
   "source": [
    "https://keras.io/api/applications/"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e898319b",
   "metadata": {},
   "source": [
    "VGG16-VGG19------>imagenet ----->INPUT_SIZE=224,224,3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cbf348b",
   "metadata": {},
   "source": [
    "DenseNet----->imagenet------->INPUT_SIZE=224,224,3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8af612cf",
   "metadata": {},
   "source": [
    "ResNet------>imagenet ----->INPUT_SIZE=224,224,3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efb8caf5",
   "metadata": {},
   "source": [
    "اکثر شبکه هایی که برای کارهای یادگیری انتقالی اماده شده هستند سایز ورودی ان ها 224 در 224 در عمق 3 است و باید سایز ورودی خود را به سایز ان شبکه ببریم تا بتونیم از وزن های شبکه از قبل اموزش دیده استفاده کنیم"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba31eca2",
   "metadata": {},
   "source": [
    "یادگیری انتقالی در کل برای مسائلی مناسب است که ساختارها و شبکه هایی که از قبل روی دیتاهای بزرگ اموزش دیده اند توانسته اند به دقت خوبی در مسائل متفاوت برسند"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ae510a7",
   "metadata": {},
   "source": [
    "که حالا ما بیایم از این شبکه برای مسائل خود به کار ببریم که از جمله فواید ان این است که اموزش شبکه را سریعتر و با دقت بالاتری برسیم"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a21865cc",
   "metadata": {},
   "source": [
    "برای مثال در شبکه یادگیری انتقالی اول که روی دیتاست ایمیج نت اموزش دیده روی تصاویر دقت خیلی خوبی دارد و ما میتوانیم وزن های ان را دریافت و روی دیتاست خود اعمال کنیم"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02637e60",
   "metadata": {},
   "source": [
    "و بتواند ویژگی های خوبی از تصاویر استخراج کند "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e008a92",
   "metadata": {},
   "source": [
    "اول برای اینکه بتوانیم از یادگیری انتقالی، شبکه های از قبل اموزش دیده استفاده کنیم باید اول کتابخانه را لود کنیم و بعد از ان مدل پایه را دریافت کنیم که کد برای همه روش ها همین مدل است که نوشته ام "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5524b8f6",
   "metadata": {},
   "source": [
    "ورودی حتما باید 224 در 224 در عمق 3 باشد تا بتونیم از این دیتا ها به بهترین نحو استفاده کنیم برای اینکار از این روش میتوان استفاده نمود"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50a065e1",
   "metadata": {},
   "source": [
    "image_data = preprocess_input(image_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "042d9d33",
   "metadata": {},
   "source": [
    "که این یک تابع اماده است"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45e15458",
   "metadata": {},
   "source": [
    "دلیل اینکه میگویم باید 224 در 224 در عمق 3 باشد این است که بتوانیم استفاده کنیم از این شبکه ها این است که این دیتاست هایی که معرفی شد که مدل ها روی ان ساخته شده است در همین سایز بوده اند و روی همین سایز اموزش دیده اند به همین دلیل سایز ورودی ما باید متناسب باشد"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "970aa17d",
   "metadata": {},
   "source": [
    "بعد از این که مدل پایه را ساختیم باید یک اصطلاحی به اسم فریز کردن انجام بدیم یعنی من میخواهم لایه هایی که مربوط به مدل از قبل ساخته شده را استفاده نکنم و اون وزن هایی که در فرایند قبلی به دست امده استفاده کنم برای همین از این قطعه کد استفاده میکنم"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37a9443e",
   "metadata": {},
   "source": [
    "و بعد متناسب با مسئله خودمان لایه اضافه میکنیم دراپ اوت یا نرمالسازی انجام میدهم"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbd2da19",
   "metadata": {},
   "source": [
    "در اینجا من نتوانستم با همان سایز 224 در 224 استفاده کنم چون نمیتوانستم روی گوگل کولب اجرا بگیرم و مشکل رم داشتم برای همین من سایز کوچکتر در نظر گرفتم "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69f509d1",
   "metadata": {},
   "source": [
    "برای اینکه بتوانم به دقت خوبی برسم به خاطر این سایز تصویر من شبکه را قویتر کردم و نرون های لایه دنس را افزایش دادم همونطور که در زیر نشان دادم میشود دید تاثیر افزایش دقت با قویتر کردن شبکه بر روی داده هایمان"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fdf42ee",
   "metadata": {},
   "source": [
    "که البته چون لایه های فولی کانکت را بالا میبریم باید نرمالسازی و دراپ اوت را بزاریم تا جلوی اورفیت شدن را بگیرد(متن خطای ایجاد شده در گوگل کولب به پیوست ارسال شد) از شما خواهشمندم به خاطر این مشکل سیستمی که دارم نمره ای از بابت ان کسر نشود چون زمان تمرین هم محدود بود ولی مفهوم سوال را به طور کامل یاد گرفتم."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba75db11",
   "metadata": {},
   "source": [
    "Your session crashed after using all available RAM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "34a21155",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 4621,
     "status": "ok",
     "timestamp": 1640590858084,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "DhvTZvtECFh4",
    "outputId": "4cf91ea2-2caa-493a-d05e-d37edba4c246"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg19/vgg19_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
      "80142336/80134624 [==============================] - 3s 0us/step\n",
      "80150528/80134624 [==============================] - 3s 0us/step\n"
     ]
    }
   ],
   "source": [
    "base_model = VGG19(input_shape=(50,50,3), \n",
    "                         include_top=False,\n",
    "                         weights=\"imagenet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3f0bddbc",
   "metadata": {
    "executionInfo": {
     "elapsed": 478,
     "status": "ok",
     "timestamp": 1640590864499,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "jDqjgizOMWaN"
   },
   "outputs": [],
   "source": [
    "for layer in base_model.layers:\n",
    "    layer.trainable=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "823dad92",
   "metadata": {
    "executionInfo": {
     "elapsed": 473,
     "status": "ok",
     "timestamp": 1640587222301,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "bCE7K2J9XVV0"
   },
   "outputs": [],
   "source": [
    "n_classes=43\n",
    "def create_model(activation_function):\n",
    "  model = Sequential()\n",
    "  model.add(base_model)\n",
    "  model.add(Flatten())\n",
    "\n",
    "  model.add(Dense(128, activation=activation_function))\n",
    "  model.add(Dense(n_classes, activation='softmax'))\n",
    "  return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "bd53c672",
   "metadata": {
    "executionInfo": {
     "elapsed": 484,
     "status": "ok",
     "timestamp": 1640587226498,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "lFaxzqyaX8Ll"
   },
   "outputs": [],
   "source": [
    "model = create_model('relu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "895e098d",
   "metadata": {
    "id": "k2kw0kSFX8N0"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "987de485",
   "metadata": {
    "id": "q_6ECxW-X8Qc"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0df3e911",
   "metadata": {
    "id": "iJwHODB0S2CK"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "288f3f67",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 482,
     "status": "ok",
     "timestamp": 1640587238386,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "CWMIk3eTTJbP",
    "outputId": "37350653-5f23-4e6d-edf8-6aa2e2b616e7"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " vgg19 (Functional)          (None, 1, 1, 512)         20024384  \n",
      "                                                                 \n",
      " flatten (Flatten)           (None, 512)               0         \n",
      "                                                                 \n",
      " dense (Dense)               (None, 128)               65664     \n",
      "                                                                 \n",
      " dense_1 (Dense)             (None, 43)                5547      \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 20,095,595\n",
      "Trainable params: 71,211\n",
      "Non-trainable params: 20,024,384\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "cdceae07",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 733
    },
    "executionInfo": {
     "elapsed": 908,
     "status": "ok",
     "timestamp": 1640587256341,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "S-1tViJUTVJE",
    "outputId": "a580ec1d-602e-42dd-a29a-f5eb8120f4be"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 18,
     "metadata": {
      "image/png": {
       "height": 200,
       "width": 400
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tensorflow.keras.utils import plot_model\n",
    "from IPython.display import SVG, Image\n",
    "plot_model(model, to_file='model.png', show_shapes=True, show_layer_names=True)\n",
    "Image('model.png',width=400, height=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c273f05",
   "metadata": {
    "id": "b_eFnfYEptGt"
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c63766a7",
   "metadata": {
    "executionInfo": {
     "elapsed": 673,
     "status": "ok",
     "timestamp": 1640587270894,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "FBAidWSKTcUP"
   },
   "outputs": [],
   "source": [
    "model.compile(optimizer='RMSprop',loss='categorical_crossentropy', metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e53a9644",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 444265,
     "status": "ok",
     "timestamp": 1640587720759,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "RyLoxQg5Tw_6",
    "outputId": "3cfacde9-c9a3-4564-c767-89fd73ac74a2"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "858/858 [==============================] - 53s 51ms/step - loss: 1.9083 - accuracy: 0.4406 - val_loss: 1.4879 - val_accuracy: 0.5336\n",
      "Epoch 2/10\n",
      "858/858 [==============================] - 51s 59ms/step - loss: 1.3030 - accuracy: 0.5982 - val_loss: 1.2117 - val_accuracy: 0.6272\n",
      "Epoch 3/10\n",
      "858/858 [==============================] - 43s 50ms/step - loss: 1.0803 - accuracy: 0.6645 - val_loss: 1.0628 - val_accuracy: 0.6662\n",
      "Epoch 4/10\n",
      "858/858 [==============================] - 43s 50ms/step - loss: 0.9370 - accuracy: 0.7079 - val_loss: 0.9467 - val_accuracy: 0.7065\n",
      "Epoch 5/10\n",
      "858/858 [==============================] - 42s 49ms/step - loss: 0.8318 - accuracy: 0.7418 - val_loss: 0.8945 - val_accuracy: 0.7186\n",
      "Epoch 6/10\n",
      "858/858 [==============================] - 42s 49ms/step - loss: 0.7547 - accuracy: 0.7621 - val_loss: 0.8410 - val_accuracy: 0.7329\n",
      "Epoch 7/10\n",
      "858/858 [==============================] - 42s 49ms/step - loss: 0.6913 - accuracy: 0.7839 - val_loss: 0.7827 - val_accuracy: 0.7509\n",
      "Epoch 8/10\n",
      "858/858 [==============================] - 42s 49ms/step - loss: 0.6366 - accuracy: 0.8012 - val_loss: 0.7514 - val_accuracy: 0.7605\n",
      "Epoch 9/10\n",
      "858/858 [==============================] - 42s 49ms/step - loss: 0.5930 - accuracy: 0.8139 - val_loss: 0.7414 - val_accuracy: 0.7727\n",
      "Epoch 10/10\n",
      "858/858 [==============================] - 43s 51ms/step - loss: 0.5534 - accuracy: 0.8268 - val_loss: 0.6933 - val_accuracy: 0.7874\n"
     ]
    }
   ],
   "source": [
    "\n",
    "history = model.fit(X_train, y_train, validation_data=(X_val, y_val), epochs = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b97759e4",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 609
    },
    "executionInfo": {
     "elapsed": 1295,
     "status": "ok",
     "timestamp": 1640587735279,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "jOEFLaCQT9v6",
    "outputId": "eff8e0e0-ba5c-47f0-8920-afe6fc4f7bbe"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f60b165ae50>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f60b1667610>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Model accuracy simple')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Accuracy')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Epoch')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f60b1667950>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f60b15dd7d0>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f60b15dded0>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Model loss simple')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Loss')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Epoch')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f60b16108d0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['accuracy'])\n",
    "plt.plot(history.history['val_accuracy'])\n",
    "plt.title('Model accuracy simple')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend(['Train', 'valid'], loc='upper left')\n",
    "plt.grid()\n",
    "plt.show()\n",
    "\n",
    "# Plot training & validation loss values\n",
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.title('Model loss simple')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend(['Train', 'valid'], loc='upper left')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b87029b8",
   "metadata": {
    "executionInfo": {
     "elapsed": 494,
     "status": "ok",
     "timestamp": 1640587844061,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "YP7flMc-pkRZ"
   },
   "outputs": [],
   "source": [
    "n_classes=43\n",
    "def create_model(activation_function):\n",
    "  model = Sequential()\n",
    "  model.add(base_model)\n",
    "  model.add(Dropout(0.5))\n",
    "  model.add(Flatten())\n",
    "  model.add(BatchNormalization())\n",
    "  model.add(Dense(128, activation=activation_function))\n",
    "  model.add(BatchNormalization())\n",
    "  model.add(Dense(n_classes, activation='softmax'))\n",
    "  return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ed8cc8c7",
   "metadata": {
    "executionInfo": {
     "elapsed": 499,
     "status": "ok",
     "timestamp": 1640587868690,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "e_-ClWzQpkcG"
   },
   "outputs": [],
   "source": [
    "model = create_model('relu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1d24d38a",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 1669,
     "status": "ok",
     "timestamp": 1640587897325,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "Bv7BV5IFqCUo",
    "outputId": "5197f223-cf1b-4a9b-95c5-59b10ca000b5"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 24,
     "metadata": {
      "image/png": {
       "height": 200,
       "width": 400
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tensorflow.keras.utils import plot_model\n",
    "from IPython.display import SVG, Image\n",
    "plot_model(model, to_file='model.png', show_shapes=True, show_layer_names=True)\n",
    "Image('model.png',width=400, height=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ae5b4f0f",
   "metadata": {
    "executionInfo": {
     "elapsed": 499,
     "status": "ok",
     "timestamp": 1640587912591,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "463Qz68lqCW1"
   },
   "outputs": [],
   "source": [
    "model.compile(optimizer='RMSprop',loss='categorical_crossentropy', metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "2a3e67b2",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 505564,
     "status": "ok",
     "timestamp": 1640588439857,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "99vlpHINqCZ7",
    "outputId": "e527a5be-2fbe-4029-e809-4a3a739b939b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "858/858 [==============================] - 45s 50ms/step - loss: 2.2660 - accuracy: 0.3520 - val_loss: 1.5462 - val_accuracy: 0.5275\n",
      "Epoch 2/10\n",
      "858/858 [==============================] - 42s 49ms/step - loss: 1.8159 - accuracy: 0.4412 - val_loss: 1.4079 - val_accuracy: 0.5709\n",
      "Epoch 3/10\n",
      "858/858 [==============================] - 42s 49ms/step - loss: 1.7134 - accuracy: 0.4696 - val_loss: 1.3291 - val_accuracy: 0.5923\n",
      "Epoch 4/10\n",
      "858/858 [==============================] - 44s 52ms/step - loss: 1.6528 - accuracy: 0.4843 - val_loss: 1.2731 - val_accuracy: 0.6090\n",
      "Epoch 5/10\n",
      "858/858 [==============================] - 53s 62ms/step - loss: 1.6145 - accuracy: 0.4978 - val_loss: 1.2331 - val_accuracy: 0.6293\n",
      "Epoch 6/10\n",
      "858/858 [==============================] - 45s 52ms/step - loss: 1.5796 - accuracy: 0.5057 - val_loss: 1.2071 - val_accuracy: 0.6435\n",
      "Epoch 7/10\n",
      "858/858 [==============================] - 53s 62ms/step - loss: 1.5556 - accuracy: 0.5134 - val_loss: 1.1875 - val_accuracy: 0.6374\n",
      "Epoch 8/10\n",
      "858/858 [==============================] - 43s 50ms/step - loss: 1.5361 - accuracy: 0.5205 - val_loss: 1.1603 - val_accuracy: 0.6453\n",
      "Epoch 9/10\n",
      "858/858 [==============================] - 51s 60ms/step - loss: 1.5187 - accuracy: 0.5237 - val_loss: 1.1356 - val_accuracy: 0.6598\n",
      "Epoch 10/10\n",
      "858/858 [==============================] - 43s 50ms/step - loss: 1.5035 - accuracy: 0.5269 - val_loss: 1.1210 - val_accuracy: 0.6605\n"
     ]
    }
   ],
   "source": [
    "\n",
    "history = model.fit(X_train, y_train, validation_data=(X_val, y_val), epochs = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ea9cab3b",
   "metadata": {
    "executionInfo": {
     "elapsed": 564,
     "status": "ok",
     "timestamp": 1640588762480,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "vTTFKMcxqCcS"
   },
   "outputs": [],
   "source": [
    "n_classes=43\n",
    "def create_model(activation_function):\n",
    "  model = Sequential()\n",
    "  model.add(base_model)\n",
    "  model.add(BatchNormalization())\n",
    "  model.add(Flatten())\n",
    "  model.add(Dense(512, activation=activation_function))\n",
    "  model.add(Dense(n_classes, activation='softmax'))\n",
    "  return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4ec52b7d",
   "metadata": {
    "executionInfo": {
     "elapsed": 522,
     "status": "ok",
     "timestamp": 1640588778253,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "oBy8TKPWqCjy"
   },
   "outputs": [],
   "source": [
    "model = create_model('relu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "d167ff3b",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 843
    },
    "executionInfo": {
     "elapsed": 1605,
     "status": "ok",
     "timestamp": 1640588837868,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "NLi31PsKpkei",
    "outputId": "896a608c-9d12-4a43-bee1-8804604dc989"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 29,
     "metadata": {
      "image/png": {
       "height": 200,
       "width": 400
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tensorflow.keras.utils import plot_model\n",
    "from IPython.display import SVG, Image\n",
    "plot_model(model, to_file='model.png', show_shapes=True, show_layer_names=True)\n",
    "Image('model.png',width=400, height=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0ba3ddc6",
   "metadata": {
    "executionInfo": {
     "elapsed": 494,
     "status": "ok",
     "timestamp": 1640588841040,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "5hDDheUFth7Q"
   },
   "outputs": [],
   "source": [
    "model.compile(optimizer='RMSprop',loss='categorical_crossentropy', metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b285aad7",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 445296,
     "status": "ok",
     "timestamp": 1640589288443,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "oAMH6pnRth9b",
    "outputId": "7cd410c7-12b3-40b3-9b9f-8b665a045e97"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "858/858 [==============================] - 45s 50ms/step - loss: 1.3178 - accuracy: 0.6003 - val_loss: 0.8911 - val_accuracy: 0.7228\n",
      "Epoch 2/10\n",
      "858/858 [==============================] - 42s 49ms/step - loss: 0.7540 - accuracy: 0.7586 - val_loss: 0.7276 - val_accuracy: 0.7795\n",
      "Epoch 3/10\n",
      "858/858 [==============================] - 51s 59ms/step - loss: 0.5742 - accuracy: 0.8152 - val_loss: 0.6386 - val_accuracy: 0.8172\n",
      "Epoch 4/10\n",
      "858/858 [==============================] - 44s 52ms/step - loss: 0.4688 - accuracy: 0.8473 - val_loss: 0.5903 - val_accuracy: 0.8341\n",
      "Epoch 5/10\n",
      "858/858 [==============================] - 44s 52ms/step - loss: 0.4052 - accuracy: 0.8692 - val_loss: 0.5451 - val_accuracy: 0.8559\n",
      "Epoch 6/10\n",
      "858/858 [==============================] - 44s 52ms/step - loss: 0.3523 - accuracy: 0.8855 - val_loss: 0.5465 - val_accuracy: 0.8597\n",
      "Epoch 7/10\n",
      "858/858 [==============================] - 44s 51ms/step - loss: 0.3201 - accuracy: 0.8971 - val_loss: 0.5373 - val_accuracy: 0.8719\n",
      "Epoch 8/10\n",
      "858/858 [==============================] - 43s 50ms/step - loss: 0.2931 - accuracy: 0.9024 - val_loss: 0.5972 - val_accuracy: 0.8645\n",
      "Epoch 9/10\n",
      "858/858 [==============================] - 42s 49ms/step - loss: 0.2704 - accuracy: 0.9131 - val_loss: 0.5768 - val_accuracy: 0.8735\n",
      "Epoch 10/10\n",
      "858/858 [==============================] - 42s 49ms/step - loss: 0.2476 - accuracy: 0.9196 - val_loss: 0.5535 - val_accuracy: 0.8840\n"
     ]
    }
   ],
   "source": [
    "\n",
    "history = model.fit(X_train, y_train, validation_data=(X_val, y_val), epochs = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "17e111cd",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 609
    },
    "executionInfo": {
     "elapsed": 1337,
     "status": "ok",
     "timestamp": 1640589335701,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "_jy4hDw-tiAS",
    "outputId": "11db34e5-3bc5-495a-9442-875cb700b184"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f5f910f56d0>]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f5f910f5d10>]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Model accuracy simple')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Accuracy')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Epoch')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f5f910dc710>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f5f9212e090>]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f5f9212e810>]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Model loss simple')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Loss')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Epoch')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f5f9212e4d0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['accuracy'])\n",
    "plt.plot(history.history['val_accuracy'])\n",
    "plt.title('Model accuracy simple')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend(['Train', 'valid'], loc='upper left')\n",
    "plt.grid()\n",
    "plt.show()\n",
    "\n",
    "# Plot training & validation loss values\n",
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.title('Model loss simple')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend(['Train', 'valid'], loc='upper left')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3449ae2e",
   "metadata": {
    "executionInfo": {
     "elapsed": 506,
     "status": "ok",
     "timestamp": 1640590876546,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "OXDUOrB_tiKC"
   },
   "outputs": [],
   "source": [
    "n_classes=43\n",
    "def create_model(activation_function):\n",
    "  model = Sequential()\n",
    "  model.add(base_model)\n",
    "  model.add(BatchNormalization())\n",
    "  model.add(Flatten())\n",
    "  model.add(Dense(1024, activation=activation_function))\n",
    "  model.add(Dense(n_classes, activation='softmax'))\n",
    "  return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "24f73590",
   "metadata": {
    "executionInfo": {
     "elapsed": 2,
     "status": "ok",
     "timestamp": 1640590879346,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "qt1soIoUvt-V"
   },
   "outputs": [],
   "source": [
    "model = create_model('relu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6e7d8cfa",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 843
    },
    "executionInfo": {
     "elapsed": 8,
     "status": "ok",
     "timestamp": 1640590882682,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "CxFy6GKbvuAh",
    "outputId": "ff9131c8-5647-4f84-c659-b28d3fb06636"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "image/png": {
       "height": 200,
       "width": 400
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tensorflow.keras.utils import plot_model\n",
    "from IPython.display import SVG, Image\n",
    "plot_model(model, to_file='model.png', show_shapes=True, show_layer_names=True)\n",
    "Image('model.png',width=400, height=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1f6a2df0",
   "metadata": {
    "executionInfo": {
     "elapsed": 3,
     "status": "ok",
     "timestamp": 1640590894712,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "SPqiRJx-vuDY"
   },
   "outputs": [],
   "source": [
    "model.compile(optimizer='RMSprop',loss='categorical_crossentropy', metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6d01f1f9",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 8702697,
     "status": "ok",
     "timestamp": 1640603224386,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "JtL8r3F4vuFe",
    "outputId": "91a00ba2-5616-4b7c-b79f-38236c4915cf"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "858/858 [==============================] - 1224s 1s/step - loss: 1.2764 - accuracy: 0.6135 - val_loss: 0.9072 - val_accuracy: 0.7223\n",
      "Epoch 2/10\n",
      "858/858 [==============================] - 1232s 1s/step - loss: 0.7262 - accuracy: 0.7672 - val_loss: 0.7375 - val_accuracy: 0.7756\n",
      "Epoch 3/10\n",
      "858/858 [==============================] - 1228s 1s/step - loss: 0.5514 - accuracy: 0.8222 - val_loss: 0.6331 - val_accuracy: 0.8304\n",
      "Epoch 4/10\n",
      "858/858 [==============================] - 1228s 1s/step - loss: 0.4426 - accuracy: 0.8571 - val_loss: 0.5685 - val_accuracy: 0.8538\n",
      "Epoch 5/10\n",
      "858/858 [==============================] - 1244s 1s/step - loss: 0.3765 - accuracy: 0.8788 - val_loss: 0.6524 - val_accuracy: 0.8425\n",
      "Epoch 6/10\n",
      "858/858 [==============================] - 1218s 1s/step - loss: 0.3342 - accuracy: 0.8935 - val_loss: 0.5756 - val_accuracy: 0.8645\n",
      "Epoch 7/10\n",
      "858/858 [==============================] - 1217s 1s/step - loss: 0.3031 - accuracy: 0.9043 - val_loss: 0.5873 - val_accuracy: 0.8709\n",
      "Epoch 8/10\n",
      "858/858 [==============================] - 1228s 1s/step - loss: 0.2731 - accuracy: 0.9130 - val_loss: 0.5924 - val_accuracy: 0.8775\n",
      "Epoch 9/10\n",
      "858/858 [==============================] - 1224s 1s/step - loss: 0.2531 - accuracy: 0.9200 - val_loss: 0.6156 - val_accuracy: 0.8782\n",
      "Epoch 10/10\n",
      "858/858 [==============================] - 1228s 1s/step - loss: 0.2349 - accuracy: 0.9250 - val_loss: 0.6283 - val_accuracy: 0.8837\n"
     ]
    }
   ],
   "source": [
    "\n",
    "history = model.fit(X_train, y_train, validation_data=(X_val, y_val), epochs = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ac065a18",
   "metadata": {
    "executionInfo": {
     "elapsed": 801,
     "status": "ok",
     "timestamp": 1640604107571,
     "user": {
      "displayName": "pardies moradbeikie",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GhmePn8H7A6nZGOAKuB4zJrDgErTqLsYg_HJSCJCQ=s64",
      "userId": "00275872828076153916"
     },
     "user_tz": -210
    },
    "id": "oFcVs5R-vuIT"
   },
   "outputs": [],
   "source": [
    "from tensorflow.keras.applications import DenseNet121, Xception, VGG16, ResNet50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b0e6306f",
   "metadata": {
    "id": "f1wV_TLosm1X"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "name": "2222.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}