run chapter 05, 06
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images/decision_trees/decision_tree_decision_boundaries_plot.png
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images/decision_trees/decision_tree_instability_plot.png
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images/decision_trees/iris_tree.dot
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digraph Tree {
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node [shape=box, style="filled, rounded", color="black", fontname=helvetica] ;
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edge [fontname=helvetica] ;
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0 [label="꽃잎 길이 (cm) <= 2.45\ngini = 0.667\nsamples = 150\nvalue = [50, 50, 50]\nclass = setosa", fillcolor="#e5813900"] ;
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1 [label="gini = 0.0\nsamples = 50\nvalue = [50, 0, 0]\nclass = setosa", fillcolor="#e58139ff"] ;
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0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
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2 [label="꽃잎 폭 (cm) <= 1.75\ngini = 0.5\nsamples = 100\nvalue = [0, 50, 50]\nclass = versicolor", fillcolor="#39e58100"] ;
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0 -> 2 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
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3 [label="gini = 0.168\nsamples = 54\nvalue = [0, 49, 5]\nclass = versicolor", fillcolor="#39e581e5"] ;
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2 -> 3 ;
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4 [label="gini = 0.043\nsamples = 46\nvalue = [0, 1, 45]\nclass = virginica", fillcolor="#8139e5f9"] ;
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2 -> 4 ;
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}
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images/decision_trees/iris_tree.png
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images/decision_trees/min_samples_leaf_plot.png
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images/decision_trees/regression_tree.dot
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digraph Tree {
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node [shape=box, style="filled, rounded", color="black", fontname=helvetica] ;
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edge [fontname=helvetica] ;
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0 [label="x1 <= 0.197\nmse = 0.098\nsamples = 200\nvalue = 0.354", fillcolor="#e5813953"] ;
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1 [label="x1 <= 0.092\nmse = 0.038\nsamples = 44\nvalue = 0.689", fillcolor="#e58139c7"] ;
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0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
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2 [label="mse = 0.018\nsamples = 20\nvalue = 0.854", fillcolor="#e58139ff"] ;
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1 -> 2 ;
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3 [label="mse = 0.013\nsamples = 24\nvalue = 0.552", fillcolor="#e5813998"] ;
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1 -> 3 ;
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4 [label="x1 <= 0.772\nmse = 0.074\nsamples = 156\nvalue = 0.259", fillcolor="#e5813933"] ;
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0 -> 4 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
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5 [label="mse = 0.015\nsamples = 110\nvalue = 0.111", fillcolor="#e5813900"] ;
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4 -> 5 ;
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6 [label="mse = 0.036\nsamples = 46\nvalue = 0.615", fillcolor="#e58139ad"] ;
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4 -> 6 ;
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}
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images/decision_trees/regression_tree.png
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images/decision_trees/sensitivity_to_rotation_plot.png
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images/decision_trees/tree_regression_plot.png
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images/decision_trees/tree_regression_regularization_plot.png
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images/svm/higher_dimensions_plot.png
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images/svm/hinge_plot.png
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images/svm/iris_3D_plot.png
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images/svm/kernel_method_plot.png
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images/svm/large_margin_classification_plot.png
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images/svm/moons_kernelized_polynomial_svc_plot.png
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images/svm/moons_polynomial_svc_plot.png
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images/svm/moons_rbf_svc_plot.png
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images/svm/regularization_plot.png
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images/svm/sensitivity_to_feature_scales_plot.png
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images/svm/sensitivity_to_outliers_plot.png
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images/svm/small_w_large_margin_plot.png
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images/svm/svm_regression_plot.png
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images/svm/svm_with_polynomial_kernel_plot.png
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