Scikit-learn is an open-source Python library for classical machine learning algorithms and data mining. It provides simple and efficient tools for classification, regression, clustering, dimensionality reduction, and model selection. Scikit-learn integrates seamlessly with NumPy, SciPy, and Pandas, making it a core component of the Python data science stack.