Apache Apex with Apache SAMOA

Traditional Machine Learning - Batch Oriented - Supervised - most common - Training and Scoring - One time model building - Data set - Training: Model building - Holdout: Paremeter tuning - Test: Accuracy Online Machine Learning - Streaming - Change - Dynmaically adapt to new patterns in Data - Change over time (concept drift) [...]