The "Machine Learning in Law for Classification" repo applies machine learning to classify legal texts. It includes data preprocessing, feature extraction, and model training to categorize legal documents based on case types, issues, or outcomes, aiming to streamline legal decision-making and improve tasks like case law retrieval and research.