Stanford convnets course
You can view the stanford course about convnets on youtube: CS231n : Convolutional Neural Networks for Visual Recognition
It is taught by Andrej Karpathy and Justin Johnson.
Definitely one of the best courses about deep learning. I cannot believe it is free and so few people have watched it.