I second his recommendation of CS231N: http://cs231n.stanford.edu/
You can probably go through the whole thing including assignments in under a week full-time.
You can probably go through the whole thing including assignments in under a week full-time.
I found myself knowing how to create CNN's, but the why of the entire process still feels under-developed. But I'll admit it could be because my understanding of Calc and Linear Algebra was far more under-developed back when I was studying the course than it is now.
Pity that you pay so much money to attend Stanford only to be taught by your peers. Not knocking on Stanford as this is how is being done much everywhere in the undergrad level now.
So these grad students are exactly the people you want to learn from because they have done the dirty work of fiddling with parameters to know what tricks work and what doesn't. It's probably preferable to a more theory-heavy course because very few people (not even the more experienced professors) understand why those tricks work.
Note: I took an older version of the course which was started by Andrej Karpathy who was a grad student at the time but is now the Director of Artificial Intelligence at Tesla.