Max margin learning is an extremely powerful idea for learning features with auxiliary tasks, and then use these features to solve tasks with few data. The goal of this lecture is for you to learn: Transfer, multi-task, and multi-instance learning; harnessing auxiliary tasks to learn features; formulations of multi-task learning;.