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/dev/null +++ b/ME-390-Exercises/ME-390-09-trees/helpers.py @@ -0,0 +1,35 @@ +import numpy as np +import matplotlib.pyplot as plt +import sklearn + +# Source: https://jakevdp.github.io/PythonDataScienceHandbook/05.07-support-vector-machines.html +def plot_svc_decision_function(model, ax=None, plot_support=True): + """Plot the decision function for a 2D SVC""" + + if ax is None: + ax = plt.gca() + xlim = ax.get_xlim() + ylim = ax.get_ylim() + + # create grid to evaluate model + x = np.linspace(xlim[0], xlim[1], 250) + y = np.linspace(ylim[0], ylim[1], 250) + Y, X = np.meshgrid(y, x) + xy = np.vstack([X.ravel(), Y.ravel()]).T + P = model.decision_function(xy).reshape(X.shape) + preds = model.predict(xy).reshape(X.shape) + + + # plot decision boundary and margins + ax.contour(X, Y, P, colors='k', + levels=[-1, 0, 1], alpha=0.5, + linestyles=['--', '-', '--']) + + pcol = plt.pcolormesh(X, Y, preds, cmap="viridis", vmin=-1, vmax=1, alpha=0.03, shading='nearest', antialiased=True) + + # plot support vectors + if plot_support: + ax.scatter(model.support_vectors_[:, 0], model.support_vectors_[:, 1], s=300, linewidth=1, edgecolors="black", facecolors="none") + + ax.set_xlim(xlim) + ax.set_ylim(ylim) diff --git a/ME-390-Exercises/ME-390-09-trees/images/simple_tree.png b/ME-390-Exercises/ME-390-09-trees/images/simple_tree.png new file mode 100644 index 0000000..00f522c Binary files /dev/null and b/ME-390-Exercises/ME-390-09-trees/images/simple_tree.png differ diff --git a/ME-390-Exercises/ME-390-09-trees/images/thats_all_folks.png b/ME-390-Exercises/ME-390-09-trees/images/thats_all_folks.png new file mode 100644 index 0000000..4e64c7b Binary files /dev/null and b/ME-390-Exercises/ME-390-09-trees/images/thats_all_folks.png differ diff --git a/ME-390-Exercises/ME-390-09-trees/trees.ipynb b/ME-390-Exercises/ME-390-09-trees/trees.ipynb new file mode 100644 index 0000000..1aa01d6 --- /dev/null +++ b/ME-390-Exercises/ME-390-09-trees/trees.ipynb @@ -0,0 +1,888 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "horizontal-strategy", + "metadata": {}, + "source": [ + "# Intro to scikit-learn and decision trees" + ] + }, + { + "cell_type": "markdown", + "id": "breeding-punch", + "metadata": {}, + "source": [ + "