Nando de Freita's "Deep Learning" course taught at Oxford, 2015.

https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearni...

check out cs224d and cs231n (both stanford) , there's another course by university of waterloo https://uwaterloo.ca/data-science/deep-learning , you will find lecture videos for all on youtube