If you are looking to learn about LSTMs and RNNs, I can't recommend this post enough:

https://colah.github.io/posts/2015-08-Understanding-LSTMs/

Another great one (just on RNNs) is:

http://karpathy.github.io/2015/05/21/rnn-effectiveness/