Scikit-learn is a widely-used Python library for machine learning, providing a vast array of algorithms, tools, and utilities for classification, regression, clustering, dimensionality reduction, and more. It also includes functionality for pre-processing data, evaluating models, and tuning hyperparameters. Scikit-learn's consistent API and extensive documentation make it an excellent starting point for those new to machine learning.