**scikit-learn**: The standard library for classical ML algorithms --- decision trees, SVMs, k-means clustering, and more. It provides a consistent API for training, evaluating, and deploying models. - **XGBoost / LightGBM**: High-performance gradient boosting libraries that dominate tabular data co