Stanford CS231n: Convolutional Neural Networks for Visual Recognition [1] The assignments are excellent and will let you implement a deephish network from practically scratch, before diving into modern frameworks and applications.

This is not an instant-gratification with fancy results kind of course. But put in the work, and you will learn some very cool stuff.

[1]: http://cs231n.stanford.edu/index.html