Provides a consistent Python library of classic ML algorithms, preprocessing, model selection, and evaluation tools. Emphasizes a uniform estimator API, Pipelines, and tight NumPy/SciPy integration—suited for teaching and rapid prototyping of tabular and small-to-medium workloads.