From a325f98d4e3b4ed72452253152aabb95f87d0045 Mon Sep 17 00:00:00 2001
From: helen <h.l.burns@leeds.ac.uk>
Date: Tue, 15 Jun 2021 15:54:56 +0100
Subject: [PATCH] :see_no_evil: :truck: tidy up git

---
 Physics_Informed_NNs.ipynb | 163 +++++++++++++++++++++++++++++++++++++
 README.md                  |   0
 2 files changed, 163 insertions(+)
 create mode 100644 Physics_Informed_NNs.ipynb
 create mode 100644 README.md

diff --git a/Physics_Informed_NNs.ipynb b/Physics_Informed_NNs.ipynb
new file mode 100644
index 0000000..1d714f5
--- /dev/null
+++ b/Physics_Informed_NNs.ipynb
@@ -0,0 +1,163 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "7758f28f",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color: #ccffcc; padding: 10px;\">\n",
+    "    <h1> Tutorial 2 </h1> \n",
+    "    <h2> Physics Informed Neural Networks </h2>\n",
+    "</div>    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1cf2aeb8",
+   "metadata": {},
+   "source": [
+    "# Overview"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "10361a00",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4a747281",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color: #ffffcc; padding: 10px;\">\n",
+    "    \n",
+    "<h1> Requirements </h1>\n",
+    "\n",
+    "These notebooks should run with the following requirements satisfied\n",
+    "\n",
+    "<h2> Python Packages: </h2>\n",
+    "\n",
+    "* Python 3\n",
+    "* tensorflow\n",
+    "\n",
+    "\n",
+    "<h2> Data Requirements</h2>\n",
+    "    \n",
+    "This notebook referes to some data included in the git hub repositroy\n",
+    "    \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b0cb13b6",
+   "metadata": {},
+   "source": [
+    "**Contents:**\n",
+    "\n",
+    "1. [1D Heat Equation (forwards)](#1D-Heat_Equation-(forwards)\n",
+    "2. [1D Heat Equation (inverse)](#1D-Heat_Equation-(inverse))\n",
+    "3. [Navier-Stokes inverse data driven discovery of PDE’s](#Navier-Stokes-(inverse)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6db561a7",
+   "metadata": {},
+   "source": [
+    "<hr>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "700a7b60",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color: #cce5ff; padding: 10px;\">\n",
+    "Load in all required modules (includig some auxillary code) and turn off warnings. Make sure Keras session is clear\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "da61a6e5",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "40db0f62",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color: #ccffcc; padding: 10px;\">\n",
+    "\n",
+    "<h1> 1D Heat Equation (forwards) </h1>\n",
+    "\n",
+    "\n",
+    "</div>\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ce7f694f",
+   "metadata": {},
+   "source": [
+    "<hr>\n",
+    "<div style=\"background-color: #ccffcc; padding: 10px;\">\n",
+    "\n",
+    "<h1> 1D Heat Equation (inverse) </h1>\n",
+    "\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bbf6505b",
+   "metadata": {},
+   "source": [
+    "<hr>\n",
+    "<div style=\"background-color: #ccffcc; padding: 10px;\">\n",
+    "\n",
+    "<h1> Navier-Stokes inverse data driven discovery of PDE’s </h1>\n",
+    "\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "eace04b3",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..e69de29