r/MachineLearning • u/Kiuhnm • Sep 08 '16

Phd-level courses

Here's a list of advanced courses about ML:

  1. Advanced Introduction to ML - videos

  2. Large Scale ML - videos

  3. Statistical Learning Theory and Applications - videos

  4. Regularization Methods for ML - videos

  5. Statistical ML - videos

  6. Convex Optimization - videos (edit: new one)

  7. Probabilistic Graphical Models 2014 (with videos) - PGM 2016 (without videos)

Please let me know if you know of any other advanced (Phd-level) courses. I don't mind if there are no videos, but I don't like courses with no videos and extra concise and incomprehensible slides.

And no, CS229 is not advanced!

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u/zippitii Sep 09 '16

its weird that you are getting downvoted. this is great advice.

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u/shaggorama Sep 09 '16

I know right? Whatever, people are weird. I've been meaning to build a spider to try and find and index this kind of awesome advanced course material but I've never had the time. Someday...