{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

Learning To See

\n", "\n", "

Part 15: Information

" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "from supportFunctions import *\n", "import cPickle as pickle\n", "import time\n", "\n", "pickleFileName = 'data/fingerDataSet' + '.pickle'\n", "pickleFile = open(pickleFileName, 'rb')\n", "data = pickle.load(pickleFile)\n", "pickleFile.close()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#Return to just using 3 images at training data:\n", "trainingExampleIndices = [7, 30, 46]\n", "trainingExamples = [data[index] for index in trainingExampleIndices]\n", "trainX, trainY = extractExamplesFromList(trainingExamples, whichImage = 'image1bit', dist = 4)\n", "\n", "#And two for testing:\n", "testingExampleIndices = [40, 41]\n", "testingExamples = [data[index] for index in testingExampleIndices]\n", "testX, testY = extractExamplesFromList(testingExamples, whichImage = 'image1bit', dist = 4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Let's use scikit learn's decision tree implementation" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[4428, 103],\n", " [ 105, 238]])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import tree\n", "\n", "clf = tree.DecisionTreeClassifier(criterion = 'entropy', max_depth = 3)\n", "clf = clf.fit(trainX, trainY)\n", "yHat = clf.predict(testX)\n", "\n", "from sklearn.metrics import confusion_matrix\n", "confusion_matrix(yHat, testY)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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VqpRbPX7WrFlu3/Lly/19UvNEmasqPaDp8vfee6/7UQ1QZVWuWLEi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\ngGHAMGAYMAwYBgwDhgHDQBgG/g+rqny5bpLTiwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.externals.six import StringIO\n", "from IPython.display import Image \n", "import pydot\n", "\n", "dot_data = StringIO() \n", "tree.export_graphviz(clf, out_file=dot_data) \n", "graph = pydot.graph_from_dot_data(dot_data.getvalue()) \n", "Image(graph.create_png()) " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "treeRule1 = lambda X: np.logical_and(np.logical_and(X[:, 40] == 1, X[:,0] == 0), X[:, 53] == 0)\n", "\n", "ruleVector = np.zeros(81)\n", "ruleVector[40] = 1; ruleVector[0] = -1; ruleVector[53] = -1\n", "\n", "fig = figure(0, (6,6))\n", "imshow(ruleVector.reshape(9,9), interpolation = 'none', cmap = rwb)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Confusion Matrix:\n", "[[ 330 165]\n", " [ 79 7293]]\n", "Recall (TPR) = 0.667 (Portion of fingers that we \"caught\")\n", "Precision (PPV) = 0.807(Portion of predicted finger pixels that were actually finger pixels)\n", "Accuracy = 0.969\n" ] }, { "data": { "image/png": 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U5H/bNNTU1Li2Q7VSJ/PIPh0/frwtXWlU+t8wUe0111ypyPS+axE63RCgvz+4UknI4MGV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\nyXOQS/zWtMosxK0dbu4+pemKXJ6XrjCt+aWLS6k7kSZC1v5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = figure(0, (14, 8))\n", "testLogicalRules(trainingExampleIndices, data, fig, trainX, trainY, treeRule1)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Confusion Matrix:\n", "[[ 238 103]\n", " [ 105 4428]]\n", "Recall (TPR) = 0.698 (Portion of fingers that we \"caught\")\n", "Precision (PPV) = 0.694(Portion of predicted finger pixels that were actually finger pixels)\n", "Accuracy = 0.957\n" ] }, { "data": { "image/png": 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DK9rQk5YCgIH5REQUi9gTRkREROQDBuYTxRCbgGvZ26ctA5aYmBiyrfVIyl5iPwOyq6tr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\nwEDCAAAGEgYAMAgm+BtPRKx8aQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = figure(0, (14, 8))\n", "testLogicalRules(testingExampleIndices, data, fig, testX, testY, treeRule1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Just for fun, does GINI come out the same?" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[4428, 103],\n", " [ 105, 238]])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import tree\n", "\n", "clf = tree.DecisionTreeClassifier(criterion = 'gini', max_depth = 3)\n", "clf = clf.fit(trainX, trainY)\n", "yHat = clf.predict(testX)\n", "\n", "from sklearn.metrics import confusion_matrix\n", "confusion_matrix(yHat, testY)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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82GWFFi9e3He4gs5qyqwNbKGuF9iP9wgggAACCCCAAAKRK0AGaOR+ttwZAggg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\nfvvtN1eoaM6cOW6TzqF1Qe+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XaNy4sfuZ0rR1VVMvXbp0rEFr/dhBgwaZlj44ffq06edR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Vymbd5JMoz0VNg7zhb9RNqMMWW2wh/vPY2lPcCmBCBoUV/rBNGYo+HHPULvfjqT2H8hIuBTjy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\nrya1ZUHyrbfeOjkWqyskF0T8KGt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KT3wfGA18Axh6RL+MIim/db5Vpn8Ssc60IqVmEdB+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\nAj0hMGXKFLPkkkv2VEfZxV9++aWZMWOG+eabb8qK6bk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"text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.externals.six import StringIO\n", "from IPython.display import Image \n", "import pydot\n", "\n", "dot_data = StringIO() \n", "tree.export_graphviz(clf, out_file=dot_data) \n", "graph = pydot.graph_from_dot_data(dot_data.getvalue()) \n", "Image(graph.create_png()) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Minor differences, but the rule comes out the same, cool!" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" }, "latex_envs": { "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 0 }, "toc": { "toc_cell": false, "toc_number_sections": false, "toc_threshold": 6, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 0 }