Remember that you can watch the videos at higher than 2x speed with these bookmarklets
The video lectures for Stanfords very popular CS231n (Convolutional Neural Networks for Visual Recognition) that was held in Spring 2017 was released this month. (According to their twitter page, the cs231n website gets over 10 000 views per day. The reading material on their page is really good at explaining CNNs)
Here are the video lectures:
These are the assignments for the course:
Also Make sure to check out last years student reports. note: one is about improving the state of the art of detecting the Higgs Boson.
The course page is here: http://cs231n.stanford.edu/