From 55a08a4a802113634e9771cf7c1a21ebafe7e715 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Gerardo=20Marx=20Cha=CC=81vez-Campos?= Date: Fri, 27 Oct 2023 18:33:50 -0600 Subject: [PATCH] Task for students v3 Ok --- logistic-regressor.ipynb | 991 --------------------------------------- 1 file changed, 991 deletions(-) delete mode 100644 logistic-regressor.ipynb diff --git a/logistic-regressor.ipynb b/logistic-regressor.ipynb deleted file mode 100644 index 54f7613..0000000 --- a/logistic-regressor.ipynb +++ /dev/null @@ -1,991 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "03f8827e-7e96-494f-8f87-4eb8a2a03ff9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['data',\n", - " 'target',\n", - " 'frame',\n", - " 'target_names',\n", - " 'DESCR',\n", - " 'feature_names',\n", - " 'filename',\n", - " 'data_module']" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from sklearn import datasets\n", - "iris = datasets.load_iris()\n", - "list(iris.keys())" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "df29211b-b8ae-4d64-a903-de8ba22daa5f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'data': array([[5.1, 3.5, 1.4, 0.2],\n", - " [4.9, 3. , 1.4, 0.2],\n", - " [4.7, 3.2, 1.3, 0.2],\n", - " [4.6, 3.1, 1.5, 0.2],\n", - " [5. , 3.6, 1.4, 0.2],\n", - " [5.4, 3.9, 1.7, 0.4],\n", - " [4.6, 3.4, 1.4, 0.3],\n", - " [5. , 3.4, 1.5, 0.2],\n", - " [4.4, 2.9, 1.4, 0.2],\n", - " [4.9, 3.1, 1.5, 0.1],\n", - " [5.4, 3.7, 1.5, 0.2],\n", - " [4.8, 3.4, 1.6, 0.2],\n", - " [4.8, 3. , 1.4, 0.1],\n", - " [4.3, 3. , 1.1, 0.1],\n", - " [5.8, 4. , 1.2, 0.2],\n", - " [5.7, 4.4, 1.5, 0.4],\n", - " [5.4, 3.9, 1.3, 0.4],\n", - " [5.1, 3.5, 1.4, 0.3],\n", - " [5.7, 3.8, 1.7, 0.3],\n", - " [5.1, 3.8, 1.5, 0.3],\n", - " [5.4, 3.4, 1.7, 0.2],\n", - " [5.1, 3.7, 1.5, 0.4],\n", - " [4.6, 3.6, 1. , 0.2],\n", - " [5.1, 3.3, 1.7, 0.5],\n", - " [4.8, 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- " [6.1, 3. , 4.6, 1.4],\n", - " [5.8, 2.6, 4. , 1.2],\n", - " [5. , 2.3, 3.3, 1. ],\n", - " [5.6, 2.7, 4.2, 1.3],\n", - " [5.7, 3. , 4.2, 1.2],\n", - " [5.7, 2.9, 4.2, 1.3],\n", - " [6.2, 2.9, 4.3, 1.3],\n", - " [5.1, 2.5, 3. , 1.1],\n", - " [5.7, 2.8, 4.1, 1.3],\n", - " [6.3, 3.3, 6. , 2.5],\n", - " [5.8, 2.7, 5.1, 1.9],\n", - " [7.1, 3. , 5.9, 2.1],\n", - " [6.3, 2.9, 5.6, 1.8],\n", - " [6.5, 3. , 5.8, 2.2],\n", - " [7.6, 3. , 6.6, 2.1],\n", - " [4.9, 2.5, 4.5, 1.7],\n", - " [7.3, 2.9, 6.3, 1.8],\n", - " [6.7, 2.5, 5.8, 1.8],\n", - " [7.2, 3.6, 6.1, 2.5],\n", - " [6.5, 3.2, 5.1, 2. ],\n", - " [6.4, 2.7, 5.3, 1.9],\n", - " [6.8, 3. , 5.5, 2.1],\n", - " [5.7, 2.5, 5. , 2. ],\n", - " [5.8, 2.8, 5.1, 2.4],\n", - " [6.4, 3.2, 5.3, 2.3],\n", - " [6.5, 3. , 5.5, 1.8],\n", - " [7.7, 3.8, 6.7, 2.2],\n", - " [7.7, 2.6, 6.9, 2.3],\n", - " [6. , 2.2, 5. , 1.5],\n", - " [6.9, 3.2, 5.7, 2.3],\n", - " [5.6, 2.8, 4.9, 2. ],\n", - " [7.7, 2.8, 6.7, 2. ],\n", - " [6.3, 2.7, 4.9, 1.8],\n", - " [6.7, 3.3, 5.7, 2.1],\n", - " [7.2, 3.2, 6. , 1.8],\n", - " [6.2, 2.8, 4.8, 1.8],\n", - " [6.1, 3. , 4.9, 1.8],\n", - " [6.4, 2.8, 5.6, 2.1],\n", - " [7.2, 3. , 5.8, 1.6],\n", - " [7.4, 2.8, 6.1, 1.9],\n", - " [7.9, 3.8, 6.4, 2. ],\n", - " [6.4, 2.8, 5.6, 2.2],\n", - " [6.3, 2.8, 5.1, 1.5],\n", - " [6.1, 2.6, 5.6, 1.4],\n", - " [7.7, 3. , 6.1, 2.3],\n", - " [6.3, 3.4, 5.6, 2.4],\n", - " [6.4, 3.1, 5.5, 1.8],\n", - " [6. , 3. , 4.8, 1.8],\n", - " [6.9, 3.1, 5.4, 2.1],\n", - " [6.7, 3.1, 5.6, 2.4],\n", - " [6.9, 3.1, 5.1, 2.3],\n", - " [5.8, 2.7, 5.1, 1.9],\n", - " [6.8, 3.2, 5.9, 2.3],\n", - " [6.7, 3.3, 5.7, 2.5],\n", - " [6.7, 3. , 5.2, 2.3],\n", - " [6.3, 2.5, 5. , 1.9],\n", - " [6.5, 3. , 5.2, 2. ],\n", - " [6.2, 3.4, 5.4, 2.3],\n", - " [5.9, 3. , 5.1, 1.8]]),\n", - " 'target': array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", - " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", - " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", - " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", - " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]),\n", - " 'frame': None,\n", - " 'target_names': array(['setosa', 'versicolor', 'virginica'], dtype=']" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "lp=iris.data[:,0:1]\n", - "wp=iris.data[:,1:2]\n", - "plt.plot(lp,wp,'.k')" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "2874984a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(lp,'.k')" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "68274907", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", - " 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", - " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", - " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", - " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", - " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "iris.target" - ] - }, - { - "cell_type": "markdown", - "id": "6120b70a", - "metadata": {}, - "source": [ - "# Logistic regressor\n", - "## Decision boudaries" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "a75ea97f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "t=np.linspace(-100, 100, 1000)\n", - "sig=1/(1+np.exp(-t+3))\n", - "plt.plot(t,sig, '.b', label=r\"$\\sigma=\\frac{1}{1+e^{-t}}$\")\n", - "plt.legend(loc='upper left', fontsize=20)\n", - "plt.axis([-5, 5, -0.1, 1])\n", - "plt.plot([0,0], [0,1], 'r--')" - ] - }, - { - "cell_type": "markdown", - "id": "2be6077b", - "metadata": {}, - "source": [ - "# Iris-Setosa Classifier based on petal width" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "f59aa9ba", - "metadata": {}, - "outputs": [], - "source": [ - "X=iris.data[:,1:2]\n", - "y=(iris.target==0).astype(int)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "25839b5d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
LogisticRegression(random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" - ], - "text/plain": [ - "LogisticRegression(random_state=42)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "mylr=LogisticRegression(solver='lbfgs', random_state=42)\n", - "mylr.fit(X,y)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "4539a843", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "Xnew=np.linspace(2,5,70).reshape(-1,1)\n", - "yPred=mylr.predict_proba(Xnew)\n", - "plt.plot(Xnew,yPred[:,0],'.r', label='No Iris-Set')\n", - "plt.plot(Xnew,yPred[:,1],'.b', label='Iris-Set')\n", - "plt.legend()\n", - "plt.plot(X,y,'*g')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7474195c", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "0196eda3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Iris-Setosa Classifier based on petal width\n", - "\n", - "X=iris.data[:,0:1]\n", - "y=(iris.target==0).astype(int)\n", - "\n", - "from sklearn.linear_model import LogisticRegression\n", - "mylr=LogisticRegression(solver='lbfgs', random_state=42)\n", - "mylr.fit(X,y)\n", - "\n", - "Xnew=np.linspace(2,8,70).reshape(-1,1)\n", - "yPred=mylr.predict_proba(Xnew)\n", - "#plt.plot(Xnew,yPred[:,0],'.r', label='No Iris-Set')\n", - "plt.plot(Xnew,yPred[:,1],'.b', label='Iris-Set')\n", - "plt.legend()\n", - "plt.plot(X,y,'*g')" - ] - }, - { - "cell_type": "markdown", - "id": "4d56c901", - "metadata": {}, - "source": [ - "# Session 2: Softmax regression\n", - "\n", - "## Multiple features binary classifier (Virginica)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "00ba053b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "pl=iris.data[:,2:3]\n", - "pw=iris.data[:,3:]\n", - "tg = iris.target\n", - "plt.plot(pl[tg==0,0],pw[tg==0,0],'.r',label='Set')\n", - "plt.plot(pl[tg==1,0],pw[tg==1,0],'.b',label='Ver')\n", - "plt.plot(pl[tg==2,0],pw[tg==2,0],'.g',label='Vir')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "b3849a04", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
LogisticRegression(C=10, random_state=42, solver='newton-cg', tol=1e-05)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "LogisticRegression(C=10, random_state=42, solver='newton-cg', tol=1e-05)" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "X=iris.data[:,2:]\n", - "y=(iris.target==2).astype(int)\n", - "\n", - "lrvir=LogisticRegression(random_state=42, tol=1e-5, C=10, max_iter=100, solver='newton-cg')\n", - "lrvir.fit(X,y)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "3fa13847", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "x0, x1=np.meshgrid(\n", - " np.linspace(1,6.9,500).reshape(-1,1),\n", - " np.linspace(0.1,2.5,200).reshape(-1,1))\n", - "Xnew=np.c_[x0.ravel(), x1.ravel()]\n", - "yProb=lrvir.predict_proba(Xnew)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "f34d82b2", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10,4))\n", - "plt.plot(X[y==0,0], X[y==0,1],'bs',label='No Virg')\n", - "plt.plot(X[y==1,0], X[y==1,1],'g^',label='Virginica')\n", - "zz=yProb[:,1].reshape(x0.shape)\n", - "contour=plt.contour(x0,x1,zz)\n", - "plt.clabel(contour, inline=1,fontsize=15)\n", - "plt.xlabel(\"Petal Length\")\n", - "plt.ylabel(\"Petal Width\")\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "6b548a97", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax =plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "surf = ax.plot_surface(x0,x1,zz)" - ] - }, - { - "cell_type": "markdown", - "id": "b566781b", - "metadata": {}, - "source": [ - "## Multiple features and multiclass classifier (Virginica)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "090c8abc", - "metadata": {}, - "outputs": [], - "source": [ - "X=iris.data[:,2:]\n", - "y=iris.target" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "aa59ee97", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "lrmfmc=LogisticRegression(multi_class='multinomial',\n", - " solver='lbfgs',\n", - " C=100,\n", - " random_state=42)\n", - "lrmfmc.fit(X,y)\n", - "x0,x1=np.meshgrid(\n", - " np.linspace(0,8,500).reshape(-1,1),\n", - " np.linspace(0,3.5,200).reshape(-1,1))\n", - "\n", - "Xnew=np.c_[x0.ravel(), x1.ravel()]\n", - "yProba=lrmfmc.predict_proba(Xnew)\n", - "#yPred=lrmfmc.predict(Xnew)\n", - "\n", - "from matplotlib.colors import ListedColormap\n", - "#customc=ListedColormap(['#fafab0', '#9898ff', '#a0faa0'])\n", - "zz=yProba[:,1].reshape(x0.shape)\n", - "#zz=yPred.reshape(x0.shape)\n", - "plt.figure(figsize=(10,4))\n", - "plt.plot(X[y==2,0], X[y==2,1],'g^',label='Virg')\n", - "plt.plot(X[y==1,0], X[y==1,1],'bs',label='Versic')\n", - "plt.plot(X[y==0,0], X[y==0,1],'yo',label='Setos')\n", - "contour=plt.contour(x0,x1,zz,cmap=plt.cm.brg)\n", - "plt.clabel(contour,inline=1,fontsize=12)\n", - "#plt.contourf(x0,x1,zz,cmap=customc)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "ef386db5", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "yPred=lrmfmc.predict(Xnew)\n", - "zPred=yPred.reshape(x0.shape)\n", - "plt.contourf(x0,x1,zPred,alpha=0.4)\n", - "plt.plot(X[y==2,0], X[y==2,1],'g^',label='Virg')\n", - "plt.plot(X[y==1,0], X[y==1,1],'bs',label='Versic')\n", - "plt.plot(X[y==0,0], X[y==0,1],'yo',label='Setos')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "id": "7f83d96e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax =plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", - "surf = ax.plot_surface(x0,x1,zz,cmap='jet')" - ] - }, - { - "cell_type": "markdown", - "id": "a9531c07", - "metadata": {}, - "source": [ - "## Homework: Sepal multi-features and multi-class" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "d99ec4da", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
LogisticRegression(C=10, multi_class='multinomial', random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "LogisticRegression(C=10, multi_class='multinomial', random_state=42)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "X=iris.data[:,0:2]\n", - "y=iris.target\n", - "mlr3=LogisticRegression(\n", - " multi_class='multinomial',\n", - " solver='lbfgs',\n", - " C=10,\n", - " random_state=42)\n", - "mlr3.fit(X,y)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "7c28a9a5", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "x0,x1=np.meshgrid(\n", - " np.linspace(0,7,500).reshape(-1,1),\n", - " np.linspace(0,3,200).reshape(-1,1))" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "258b2dd7", - "metadata": {}, - "outputs": [], - "source": [ - "Xnew=np.c_[x0.ravel(), x1.ravel()]\n", - "yPred=mlr3.predict_proba(Xnew)\n", - "yProba=mlr3.predict(Xnew)\n", - "zz=yProba.reshape(x0.shape)\n", - "zz1=yPred[:,1].reshape(x0.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "2d1cc5a0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from matplotlib.colors import ListedColormap\n", - "plt.plot(X[y==2,0], X[y==2,1],'y*', label='Virg')\n", - "plt.plot(X[y==1,0], X[y==1,1],'g^', label='Vers')\n", - "plt.plot(X[y==0,0], X[y==0,1],'bs', label='Set')\n", - "contour=plt.contour(x0,x1,zz1, cmap=plt.cm.brg)\n", - "ccmap=ListedColormap(['#fafab0', '#9898ff', '#a0faa0'])\n", - "plt.contourf(x0,x1,zz,cmap=ccmap)\n", - "plt.clabel(contour, inline=1,fontsize=12)\n", - "plt.xlabel('Sepal Width', fontsize=12)\n", - "plt.ylabel('Sepal Length', fontsize=12)\n", - "plt.axis([4,8.5,1,5])\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "37b5eb33", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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