Ones, that I would focus on: Model selection http://www.ml-class.org/course/video/embed?video_id=62&speed=100&seekTo=0 http://www.ml-class.org/course/video/emb

Ones, that I would focus on: Model selection http://www.ml-class.org/course/video/embed?video_id=62&speed=100&seekTo=0 http://www.ml-class.org/course/video/embed?video_id=62&s... Diagnosing bias vs. variance http://www.ml-class.org/course/video/embed?video_id=63&speed=100&seekTo=0 http://www.ml-class.org/course/video/embed?video_id=63&s... SVM Optimization Objective http://www.ml-class.org/course/video/embed?video_id=72&speed=100&seekTo=0 http://www.ml-class.org/course/video/embed?video_id=72&s... Large Margin Intuition http://www.ml-class.org/course/video/embed?video_id=73&speed=100&seekTo=0 http://www.ml-class.org/course/video/embed?video_id=73&s... Mathematics Behind Large Margin Classification (Obligatory!!!) http://www.ml-class.org/course/video/embed?video_id=74&speed=100&seekTo=0 http://www.ml-class.org/course/video/embed?video_id=74&s... Kernels I http://www.ml-class.org/course/video/embed?video_id=75&speed=100&seekTo=0 http://www.ml-class.org/course/video/embed?video_id=75&s... Kernels II http://www.ml-class.org/course/video/embed?video_id=76&speed=100&seekTo=0 http://www.ml-class.org/course/video/embed?video_id=76&s... Using An SVM http://www.ml-class.org/course/video/embed?video_id=77&speed=100&seekTo=0 http://www.ml-class.org/course/video/embed?video_id=77&s... ... yep, you don't need to login.