Classification Logistic Regression => Notebook | Notes Support Vector Machines (SVM) k-Nearest Neighbors (KNN) Naive Bayes Decision Trees => Notebook Random Forest => Notebook Gradient Boosting (e.g., XGBoost, LightGBM, CatBoost) Neural Networks (e.g., Multilayer Perceptron)