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The computer class covers key machine learning concepts through simulations, logistic regression (using GD and SGD), model extensions with quadratic terms, and misclassification risk evaluation. It includes Logistic Lasso, ROC curve comparisons, and text data preprocessing with LASSO and Ridge regression for spam detection.
g-oriani/Machine-Learning-Computer-Class
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The computer class covers key machine learning concepts through simulations, logistic regression (using GD and SGD), model extensions with quadratic terms, and misclassification risk evaluation. It includes Logistic Lasso, ROC curve comparisons, and text data preprocessing with LASSO and Ridge regression for spam detection.
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