I really enjoyed playing with BertViz. Another similar visual exploration tool I found recently is in Edwin Chen's blog. I am pretty sure this is the best explanation of LSTM. I think more tutorials should use this visual approach.

http://blog.echen.me/2017/05/30/exploring-lstms/

There is also https://playground.tensorflow.org/