Try the CS231n course from Stanford. Assignments, solutions, slides and lectures are available. Proper grad level deep learning course with excellent notes. The

Try the CS231n course from Stanford. Assignments, solutions, slides and lectures are available. Proper grad level deep learning course with excellent notes. The assignments are IMO, the best way to get good and in-depth knowledge of deep learning. For books, Ian Goodfellow's deep learning is the best theory (as theoretical as Deep Learning gets ) oriented book.