{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Title\n", "\n", "**Exercise: Boosting Classification**\n", "\n", "# Description\n", "\n", "The aim of this exercise to understand classification using boosting by plotting the decision boundary after each stump. Your final output may resemble the plot below:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Instructions:\n", "- Read the dataset `boostingclassifier.csv` as pandas dataframe and take a quick look.\n", "- All columns except `landtype` are predictors. `landtype` is the response variable.\n", "- Define the AdaBoost classifier from scratch within the function `AdaBoost_scratch`:\n", " - Define a Decision Tree classifier stump\n", " - Fit and predict the classifier on the entire data.\n", " - Compute the number of incorrect predictions.\n", " - Compute the error and new weights.\n", " - Update the weights\n", "- Call the `AdaBoost_scratch` function with the predictor and response variables for 6 stumps.\n", "- Use the helper code provided to visualize the classification decision boundary for 6 stumps.\n", "\n", "# Hints:\n", "DecisionTreeClassifier() : A decision tree classifier.\n", "\n", "sklearn.fit() : Builds a model from the training set.\n", "\n", "np.average() : Computes the weighted average along the specified axis.\n", "\n", "np.mean() : Computes the arithmetic mean along the specified axis.\n", "\n", "np.log() : Natural logarithm, element-wise.\n", "\n", "np.exp() : Calculates the exponential of all elements in the input array.\n", "\n", "sklearn.AdaBoostClassifier() : An AdaBoost classifier.\n", "\n", "Note: This exercise is **auto-graded and you can try multiple attempts.**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import necessary libraries\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "import numpy as np\n", "import seaborn as sns\n", "sns.set_style('white')\n", "import pandas as pd\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.ensemble import AdaBoostClassifier\n", "from helper import plot_decision_boundary\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "# Read the dataset as a pandas dataframe\n", "df = pd.read_csv(\"boostingclassifier.csv\")\n", "\n", "# Read the columns latitude and longitude as the predictor variables\n", "X = df[['latitude','longitude']].values\n", "\n", "# Landtype is the response variable\n", "y = df['landtype'].values" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "# AdaBoost algorithm implementation from scratch\n", "\n", "def AdaBoost_scratch(X,y, M=10, learning_rate = 1):\n", " #Initialization of utility variables\n", " N = len(y)\n", " estimator_list, y_predict_list, estimator_error_list, estimator_weight_list, sample_weight_list = [], [],[],[],[]\n", "\n", " #Initialize the sample weights\n", " sample_weight = np.ones(N) / N\n", " \n", " # Cooy the sample weights to another list\n", " sample_weight_list.append(sample_weight.copy())\n", "\n", " #For m = 1 to M where M is the number of stumps\n", " for m in range(M): \n", "\n", " #Fit a Decision Tree classifier stump with a maximum of 2 leaf nodes\n", " estimator = ___\n", " \n", " # Fit the model on the entire data with the sample weight initialise before\n", " estimator.fit(___)\n", " \n", " # Predict on the entire data\n", " y_predict = estimator.predict(X)\n", "\n", " # Compute the number of misclassifications\n", " incorrect = (y_predict != y)\n", "\n", " # Compute the error as the mean of the weighted sum of the number of incorrect predictions given the sample weight\n", " estimator_error = ___\n", " \n", " # Compute the new weights using the learning rate and estimator error\n", " estimator_weight = ___\n", "\n", " # Boost the sample weights\n", " sample_weight *= np.exp(estimator_weight * incorrect * ((sample_weight > 0) | (estimator_weight < 0)))\n", "\n", " # Save the iteration values\n", " estimator_list.append(estimator)\n", " y_predict_list.append(y_predict.copy())\n", " estimator_error_list.append(estimator_error.copy())\n", " estimator_weight_list.append(estimator_weight.copy())\n", " sample_weight_list.append(sample_weight.copy())\n", " \n", "\n", " #Convert to np array for convenience \n", " estimator_list = np.asarray(estimator_list)\n", " y_predict_list = np.asarray(y_predict_list)\n", " estimator_error_list = np.asarray(estimator_error_list)\n", " estimator_weight_list = np.asarray(estimator_weight_list)\n", " sample_weight_list = np.asarray(sample_weight_list)\n", "\n", " # Compute the predictions\n", " preds = (np.array([np.sign((y_predict_list[:,point] * estimator_weight_list).sum()) for point in range(N)]))\n", " \n", " # Return the model, estimated weights and sample weights\n", " return estimator_list, estimator_weight_list, sample_weight_list" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "### edTest(test_adaboost) ###\n", "# Call the AdaBoost function to perform boosting classification\n", "estimator_list, estimator_weight_list, sample_weight_list = AdaBoost_scratch(X,y, M=6, learning_rate = 1)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "# Helper code to plot the AdaBoost Decision Boundary stumps\n", "fig = plt.figure(figsize = (14,14))\n", "for m in range(0,6):\n", " fig.add_subplot(3,2,m+1)\n", "\n", " s_weights = (sample_weight_list[m,:] / sample_weight_list[m,:].sum() ) * 300\n", " plot_decision_boundary(estimator_list[m], X,y,N = 50, scatter_weights =s_weights,counter=m)\n", " plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Use sklearn's AdaBoostClassifier to take a look at the final decision boundary \n", "\n", "# Initialise the model with Decision Tree classifier as the base model same as above\n", "# Use SAMME as the algorithm and 6 estimators with learning rate as 1\n", "boost = AdaBoostClassifier( base_estimator = DecisionTreeClassifier(max_depth = 1, max_leaf_nodes=2), \n", " algorithm = 'SAMME',n_estimators=6, learning_rate=1.0)\n", "\n", "# Fit on the entire data\n", "boost.fit(X,y)\n", "\n", "# Call the plot_decision_boundary function to plot the decision boundary of the model \n", "plot_decision_boundary(boost, X,y, N = 50)\n", "\n", "plt.title('AdaBoost Decision Boundary', fontsize=16)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mindchow 🍲\n", "\n", "Use the helper code below to visualize the sequential growth of trees using *Adaboost*\n", "\n", "Play around with the `learning_rate` and the `num_estimators` and see how it affects the trees" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Your answer here*" ] } ], "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }