{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 11 - Neural Networks in Keras\n", "\n", "by [Fabio A. González](http://dis.unal.edu.co/~fgonza/), Universidad Nacional de Colombia\n", "\n", "version 1.0, June 2018\n", "\n", "## Part of the class [Applied Deep Learning](https://github.com/albahnsen/AppliedDeepLearningClass)\n", "\n", "\n", "This notebook is licensed under a [Creative Commons Attribution-ShareAlike 3.0 Unported License](http://creativecommons.org/licenses/by-sa/3.0/deed.en_US). \n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/fgonza/anaconda3/envs/TF/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n", "Using TensorFlow backend.\n" ] } ], "source": [ "import numpy as np\n", "import pylab as pl\n", "from sklearn.datasets.samples_generator import make_moons\n", "import keras\n", "\n", "%matplotlib inline\n", "\n", "# Functions for plotting 2D data and decision regions\n", "\n", "def plot_data(X, y):\n", " y_unique = np.unique(y)\n", " colors = pl.cm.rainbow(np.linspace(0.0, 1.0, y_unique.size))\n", " for this_y, color in zip(y_unique, colors):\n", " this_X = X[y == this_y]\n", " pl.scatter(this_X[:, 0], this_X[:, 1], c=color,\n", " alpha=0.5, edgecolor='k',\n", " label=\"Class %s\" % this_y)\n", " pl.legend(loc=\"best\")\n", " pl.title(\"Data\")\n", "\n", "def plot_decision_region(X, pred_fun):\n", " min_x = np.min(X[:, 0])\n", " max_x = np.max(X[:, 0])\n", " min_y = np.min(X[:, 1])\n", " max_y = np.max(X[:, 1])\n", " min_x = min_x - (max_x - min_x) * 0.05\n", " max_x = max_x + (max_x - min_x) * 0.05\n", " min_y = min_y - (max_y - min_y) * 0.05\n", " max_y = max_y + (max_y - min_y) * 0.05\n", " x_vals = np.linspace(min_x, max_x, 30)\n", " y_vals = np.linspace(min_y, max_y, 30)\n", " XX, YY = np.meshgrid(x_vals, y_vals)\n", " grid_r, grid_c = XX.shape\n", " ZZ = np.zeros((grid_r, grid_c))\n", " for i in range(grid_r):\n", " for j in range(grid_c):\n", " ZZ[i, j] = pred_fun(XX[i, j], YY[i, j])\n", " pl.contourf(XX, YY, ZZ, 30, cmap = pl.cm.coolwarm, vmin= 0, vmax=1)\n", " pl.colorbar()\n", " pl.xlabel(\"x\")\n", " pl.ylabel(\"y\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Neural network training in Keras\n", "\n", "We will build a multilayer network to solve the following classification problem:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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