Difference between different SQL Joins Several questions around regression/collinearity Questions around the take-home assignment, why you did what you did, what else would you do, what would you do next Coding questions around debugging/error messages (this was done over screen share so was kind of strange) Additional case study on building parlays What is gradient descent what is l1 vs l2 regularization