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.