Supervised Learning Fundamentals Teaching

via “supervised learning algorithm coverage spanning classification and regression”

robust introduction to the subject and also the foundation for a Data Analyst “nanodegree” certification sponsored by Facebook and MongoDB.

Unique: Organizes algorithm coverage around practical decision-making (when to use each algorithm) rather than mathematical theory, with emphasis on empirical comparison and trade-offs rather than derivations

vs others: Broader coverage than specialized courses (which focus on one algorithm); more practical than academic ML courses (which emphasize theory); less comprehensive than modern ML textbooks covering ensemble methods and deep learning