scikit-learn is a Python library that provides tools for machine learning and data mining tasks, including classification, regression, clustering, and dimensionality reduction. Developers use it to build predictive models, analyze data, and perform feature engineering with a consistent API across different algorithms. It integrates well with other Python scientific libraries like NumPy and Pandas, making it useful for end-to-end machine learning workflows.