Apache SAMOA (Scalable Advanced Massive Online Analysis) is an open-source framework for stream mining, designed to handle large-scale data in real-time. It provides algorithms and tools for building, evaluating, and deploying machine learning models on data streams, enabling continuous learning and analysis of dynamic, high-velocity data