Classical Machine Learning

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Simple Linear Regression

Formulation, Coefficient Estimation, Model Evaluation

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Multiple Linear Regression

Formulation, Coefficient Estimation, Variance-Bias Tradeoff, Multicollinearity

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Logistic Regression

Formulation, Coefficient Estimation, Multiple LR, Cross Entropy Loss

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Naive Bayes and LDA

Formulation, LDA, QDA

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Support Vector Machines

Maximal Margin Classifier, Support Vector Classifier

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