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We also have two more in-depth (and harder) courses on ML with publicly available slides:

* Machine Learning and Pattern Recognition: http://www.inf.ed.ac.uk/teaching/courses/mlpr/

* Probabilistic Modelling and Reasoning: http://www.inf.ed.ac.uk/teaching/courses/pmr/

Unfortunately video lectures are often only available internally.



I didn't take it myself, but my (now former) classmates that took PMR told me it was one of the hardest courses they ever did.




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