Here are some resources that cover similar material as in the lectures. (Thanks to Karan Kathpalia for finding these.)

  1. autoencoders
  2. language modeling, word2vec
  3. Backprop through time
  4. RNNs and LSTMs
  5. policy gradient. Chapter 13
  6. AlphaGo