{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Copyright (c) 2015 - 2017 [Sebastian Raschka](sebastianraschka.com)\n", "\n", "https://github.com/rasbt/python-machine-learning-book\n", "\n", "[MIT License](https://github.com/rasbt/python-machine-learning-book/blob/master/LICENSE.txt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Python Machine Learning - Code Examples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chapter 3 - A Tour of Machine Learning Classifiers Using Scikit-Learn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sebastian Raschka \n", "last updated: 2017-03-10 \n", "\n", "numpy 1.12.0\n", "pandas 0.19.2\n", "matplotlib 2.0.0\n", "sklearn 0.18.1\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -a 'Sebastian Raschka' -u -d -p numpy,pandas,matplotlib,sklearn" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "*The use of `watermark` is optional. You can install this IPython extension via \"`pip install watermark`\". For more information, please see: https://github.com/rasbt/watermark.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [Choosing a classification algorithm](#Choosing-a-classification-algorithm)\n", "- [First steps with scikit-learn](#First-steps-with-scikit-learn)\n", " - [Training a perceptron via scikit-learn](#Training-a-perceptron-via-scikit-learn)\n", "- [Modeling class probabilities via logistic regression](#Modeling-class-probabilities-via-logistic-regression)\n", " - [Logistic regression intuition and conditional probabilities](#Logistic-regression-intuition-and-conditional-probabilities)\n", " - [Learning the weights of the logistic cost function](#Learning-the-weights-of-the-logistic-cost-function)\n", " - [Training a logistic regression model with scikit-learn](#Training-a-logistic-regression-model-with-scikit-learn)\n", " - [Tackling overfitting via regularization](#Tackling-overfitting-via-regularization)\n", "- [Maximum margin classification with support vector machines](#Maximum-margin-classification-with-support-vector-machines)\n", " - [Maximum margin intuition](#Maximum-margin-intuition)\n", " - [Dealing with the nonlinearly separable case using slack variables](#Dealing-with-the-nonlinearly-separable-case-using-slack-variables)\n", " - [Alternative implementations in scikit-learn](#Alternative-implementations-in-scikit-learn)\n", "- [Solving nonlinear problems using a kernel SVM](#Solving-nonlinear-problems-using-a-kernel-SVM)\n", " - [Using the kernel trick to find separating hyperplanes in higher dimensional space](#Using-the-kernel-trick-to-find-separating-hyperplanes-in-higher-dimensional-space)\n", "- [Decision tree learning](#Decision-tree-learning)\n", " - [Maximizing information gain – getting the most bang for the buck](#Maximizing-information-gain-–-getting-the-most-bang-for-the-buck)\n", " - [Building a decision tree](#Building-a-decision-tree)\n", " - [Combining weak to strong learners via random forests](#Combining-weak-to-strong-learners-via-random-forests)\n", "- [K-nearest neighbors – a lazy learning algorithm](#K-nearest-neighbors-–-a-lazy-learning-algorithm)\n", "- [Summary](#Summary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from IPython.display import Image\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Added version check for recent scikit-learn 0.18 checks\n", "from distutils.version import LooseVersion as Version\n", "from sklearn import __version__ as sklearn_version" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Choosing a classification algorithm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# First steps with scikit-learn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Loading the Iris dataset from scikit-learn. Here, the third column represents the petal length, and the fourth column the petal width of the flower samples. The classes are already converted to integer labels where 0=Iris-Setosa, 1=Iris-Versicolor, 2=Iris-Virginica." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class labels: [0 1 2]\n" ] } ], "source": [ "from sklearn import datasets\n", "import numpy as np\n", "\n", "iris = datasets.load_iris()\n", "X = iris.data[:, [2, 3]]\n", "y = iris.target\n", "\n", "print('Class labels:', np.unique(y))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Splitting data into 70% training and 30% test data:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "if Version(sklearn_version) < '0.18':\n", " from sklearn.cross_validation import train_test_split\n", "else:\n", " from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.3, random_state=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Standardizing the features:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "\n", "sc = StandardScaler()\n", "sc.fit(X_train)\n", "X_train_std = sc.transform(X_train)\n", "X_test_std = sc.transform(X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training a perceptron via scikit-learn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Redefining the `plot_decision_region` function from chapter 2:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Perceptron(alpha=0.0001, class_weight=None, eta0=0.1, fit_intercept=True,\n", " n_iter=40, n_jobs=1, penalty=None, random_state=0, shuffle=True,\n", " verbose=0, warm_start=False)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import Perceptron\n", "\n", "ppn = Perceptron(n_iter=40, eta0=0.1, random_state=0)\n", "ppn.fit(X_train_std, y_train)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(45,)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_test.shape" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Misclassified samples: 4\n" ] } ], "source": [ "y_pred = ppn.predict(X_test_std)\n", "print('Misclassified samples: %d' % (y_test != y_pred).sum())" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.91\n" ] } ], "source": [ "from sklearn.metrics import accuracy_score\n", "\n", "print('Accuracy: %.2f' % accuracy_score(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from matplotlib.colors import ListedColormap\n", "import matplotlib.pyplot as plt\n", "import warnings\n", "\n", "\n", "def versiontuple(v):\n", " return tuple(map(int, (v.split(\".\"))))\n", "\n", "\n", "def plot_decision_regions(X, y, classifier, test_idx=None, resolution=0.02):\n", "\n", " # setup marker generator and color map\n", " markers = ('s', 'x', 'o', '^', 'v')\n", " colors = ('red', 'blue', 'lightgreen', 'gray', 'cyan')\n", " cmap = ListedColormap(colors[:len(np.unique(y))])\n", "\n", " # plot the decision surface\n", " x1_min, x1_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", " x2_min, x2_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", " xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, resolution),\n", " np.arange(x2_min, x2_max, resolution))\n", " Z = classifier.predict(np.array([xx1.ravel(), xx2.ravel()]).T)\n", " Z = Z.reshape(xx1.shape)\n", " plt.contourf(xx1, xx2, Z, alpha=0.4, cmap=cmap)\n", " plt.xlim(xx1.min(), xx1.max())\n", " plt.ylim(xx2.min(), xx2.max())\n", "\n", " for idx, cl in enumerate(np.unique(y)):\n", " plt.scatter(x=X[y == cl, 0], \n", " y=X[y == cl, 1],\n", " alpha=0.6, \n", " c=cmap(idx),\n", " edgecolor='black',\n", " marker=markers[idx], \n", " label=cl)\n", "\n", " # highlight test samples\n", " if test_idx:\n", " # plot all samples\n", " if not versiontuple(np.__version__) >= versiontuple('1.9.0'):\n", " X_test, y_test = X[list(test_idx), :], y[list(test_idx)]\n", " warnings.warn('Please update to NumPy 1.9.0 or newer')\n", " else:\n", " X_test, y_test = X[test_idx, :], y[test_idx]\n", "\n", " plt.scatter(X_test[:, 0],\n", " X_test[:, 1],\n", " c='',\n", " alpha=1.0,\n", " edgecolor='black',\n", " linewidths=1,\n", " marker='o',\n", " s=55, label='test set')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Training a perceptron model using the standardized training data:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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frdRUyHDh1AU2f7mZkIAQrGysmPHIDGYumImhkWG9nF+pH9o8g/LT5l5hY1DP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\ngw4YGmqSWI/iam53dzh48FOOHv0UR8c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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_combined_std = np.vstack((X_train_std, X_test_std))\n", "y_combined = np.hstack((y_train, y_test))\n", "\n", "plot_decision_regions(X=X_combined_std, y=y_combined,\n", " classifier=ppn, test_idx=range(105, 150))\n", "plt.xlabel('petal length [standardized]')\n", "plt.ylabel('petal width [standardized]')\n", "plt.legend(loc='upper left')\n", "\n", "plt.tight_layout()\n", "# plt.savefig('./figures/iris_perceptron_scikit.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Modeling class probabilities via logistic regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Logistic regression intuition and conditional probabilities" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "\n", "def sigmoid(z):\n", " return 1.0 / (1.0 + np.exp(-z))\n", "\n", "z = np.arange(-7, 7, 0.1)\n", "phi_z = sigmoid(z)\n", "\n", "plt.plot(z, phi_z)\n", "plt.axvline(0.0, color='k')\n", "plt.ylim(-0.1, 1.1)\n", "plt.xlabel('z')\n", "plt.ylabel('$\\phi (z)$')\n", "\n", "# y axis ticks and gridline\n", "plt.yticks([0.0, 0.5, 1.0])\n", "ax = plt.gca()\n", "ax.yaxis.grid(True)\n", "\n", "plt.tight_layout()\n", "# plt.savefig('./figures/sigmoid.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ofoEcu2ayHFhkb1Hs7xSdhqKfattOuwJZoe3G6ihMJhMYv54qOpXl85T40W77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\nFwf40mEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 14, "metadata": { "image/png": { "width": 500 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='./images/03_03.png', width=500) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Learning the weights of the logistic cost function" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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B2z+BoDCzq/IbElAWFh0axAOXT+GVb51OSJCNm57fyB0vbuZQY7vZpQkh6g4Y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\n0N1hjJbTGh6eDIdLjmwTnW4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def cost_1(z):\n", " return - np.log(sigmoid(z))\n", "\n", "\n", "def cost_0(z):\n", " return - np.log(1 - sigmoid(z))\n", "\n", "z = np.arange(-10, 10, 0.1)\n", "phi_z = sigmoid(z)\n", "\n", "c1 = [cost_1(x) for x in z]\n", "plt.plot(phi_z, c1, label='J(w) if y=1')\n", "\n", "c0 = [cost_0(x) for x in z]\n", "plt.plot(phi_z, c0, linestyle='--', label='J(w) if y=0')\n", "\n", "plt.ylim(0.0, 5.1)\n", "plt.xlim([0, 1])\n", "plt.xlabel('$\\phi$(z)')\n", "plt.ylabel('J(w)')\n", "plt.legend(loc='best')\n", "plt.tight_layout()\n", "# plt.savefig('./figures/log_cost.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training a logistic regression model with scikit-learn" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9yOyyPaitK7fi7OSMrkTX5GKC+ogo1B5U09JokYQQomvpt4YSrYYlv7vRS89f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\nCySazFgSvjcGKJZoDP8dvAuYLXG1GZ8CKoC/jB7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "lr = LogisticRegression(C=1000.0, random_state=0)\n", "lr.fit(X_train_std, y_train)\n", "\n", "plot_decision_regions(X_combined_std, y_combined,\n", " classifier=lr, test_idx=range(105, 150))\n", "plt.xlabel('petal length [standardized]')\n", "plt.ylabel('petal width [standardized]')\n", "plt.legend(loc='upper left')\n", "plt.tight_layout()\n", "# plt.savefig('./figures/logistic_regression.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "if Version(sklearn_version) < '0.17':\n", " lr.predict_proba(X_test_std[0, :])\n", "else:\n", " lr.predict_proba(X_test_std[0, :].reshape(1, -1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tackling overfitting via regularization" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qhYjYGgXx0FqMSQgQ2GbNmiVjx44VzIhQh/vd6NGj5eKLL7b3PJ0lqPc9TUef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NL3Gr2pZAl+Fr/uhvFppTU1NJVUIgr6Fi0x/sy4C1yyB1FpbZVsmeBWZf68BYWm3kw3lCAQE3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\niSUWMsnjlHxKHt1hEnQKtRGjNs3iYh3ubml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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weights, params = [], []\n", "for c in np.arange(-5., 5.):\n", " lr = LogisticRegression(C=10.**c, random_state=0)\n", " lr.fit(X_train_std, y_train)\n", " weights.append(lr.coef_[1])\n", " params.append(10**c)\n", "\n", "weights = np.array(weights)\n", "plt.plot(params, weights[:, 0],\n", " label='petal length')\n", "plt.plot(params, weights[:, 1], linestyle='--',\n", " label='petal width')\n", "plt.ylabel('weight coefficient')\n", "plt.xlabel('C')\n", "plt.legend(loc='upper left')\n", "plt.xscale('log')\n", "# plt.savefig('./figures/regression_path.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Maximum margin classification with support vector machines" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1k8f2GLdIdwvzXpcD+lCN1NQFj0FN2XZZ/cRWKXcr6lGxw2TMCKOsWi3n/60g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\n2Anl4jABJsAEmAATYAJMgAkwASawMAnwUggL87xzqZkAE2ACTIA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"text/plain": [ "" ] }, "execution_count": 20, "metadata": { "image/png": { "width": 700 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='./images/03_07.png', width=700) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Maximum margin intuition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dealing with the nonlinearly separable case using slack variables" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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bhss5f04ad0ipIhSDf8YsuLFShVKl1SqFz59aaV2DHBs50saMGVPSDyyrz4Dh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\n8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YwsLiq2Xq16+YnHcDyVBuIVrFJVHbPMV8WEHT98rgt8MuWFMX7wphV97q4dn+Fudnd3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En4inY4+O5X0STibg6upaY39oPjGBKirYNqjTQZVljugppRxocFBSyqxmsaw5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\niKIV0EaSzw4cWHmlZHBSVf/B/+WXd7G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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.svm import SVC\n", "\n", "svm = SVC(kernel='linear', C=1.0, random_state=0)\n", "svm.fit(X_train_std, y_train)\n", "\n", "plot_decision_regions(X_combined_std, y_combined,\n", " classifier=svm, test_idx=range(105, 150))\n", "plt.xlabel('petal length [standardized]')\n", "plt.ylabel('petal width [standardized]')\n", "plt.legend(loc='upper left')\n", "plt.tight_layout()\n", "# plt.savefig('./figures/support_vector_machine_linear.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Alternative implementations in scikit-learn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Solving non-linear problems using a kernel SVM" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "np.random.seed(0)\n", "X_xor = np.random.randn(200, 2)\n", "y_xor = np.logical_xor(X_xor[:, 0] > 0,\n", " X_xor[:, 1] > 0)\n", "y_xor = np.where(y_xor, 1, -1)\n", "\n", "plt.scatter(X_xor[y_xor == 1, 0],\n", " X_xor[y_xor == 1, 1],\n", " c='b', marker='x',\n", " label='1')\n", "plt.scatter(X_xor[y_xor == -1, 0],\n", " X_xor[y_xor == -1, 1],\n", " c='r',\n", " marker='s',\n", " label='-1')\n", "\n", "plt.xlim([-3, 3])\n", "plt.ylim([-3, 3])\n", "plt.legend(loc='best')\n", "plt.tight_layout()\n", "# plt.savefig('./figures/xor.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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HBwfdqlWr3L333uuOHj3qAwl0W92e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AKOgCMwGxHwN+rZeFe9TjMWAQ1MWlpabPfu3YGoN9KAvJZVMloN09TUFCTiZ2yFveCOwDRF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RZ17WlXYOgNEV4zsTfGhl5OXBZ87lPLbhwwPEI9HIaC/JPoJJgLR5xwgMz7y+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\ne2XY23XXCO5bv6fbk7TP5oH55wF+YHM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fbuM1D8wvD/zb1yPQ6JpSzvpp7xjXpeMeKe6d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\nn2ewTnS0ga52pZEZDAFtOW2RB2qsHD8J+M4ETxodaJ/Z+0J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w+27/pX55jN7uzHIFPamNVe4b/dpW5KOxWCt9wjiZkFAoFAe0IAQUrqSGvjRhszxTpp/YgHAoFA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mV3M4Y9VPlYd+a2zowp20RaWSN2VoMnFGzqbMydHftG3ZiIOeAE0GIF2xMUeQwl5arXaPCDAf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rQq57zBI2AnvR7uM04+HPU6DTjasVxuXeBDxS8868hYN94EtBzfI9npAIcChbgcX72bqSyH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