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"Lecture 7: Logistic Regression and Decision Trees\n",
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"Logistic Regression\n",
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"What is Conditional Probability?\n",
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"An Overview
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"The Logistic Equation\n",
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"Threshold Value\n",
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"Sensitivity and Specificity\n",
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"The ROC Curve\n",
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"Example 1: Predicting Income from Census Data\n",
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"Example 2: Predict Iris Species\n",
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"Multinomial Logistic Regression\n",
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"Decision Trees\n",
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"Geometric Interpretation\n",
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"Mathematical Formulation\n",
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"Example 1: Are Mushrooms Poisonous or Not?\n",
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"Example 2: Predict Higgs Boson Signal\n",
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