Great overview of all things: got a good balance of theory and hands on exercises. Doing exercises right after really puts things into context. Hands on training and code samples that I can take away to apply later (or show my mgmt). Kaggle… illustrated the data science challenges and dilemmas very well– the depth of feature engineering, tradeoffs, when to stop etc. Being in person with all my cohorts was great.