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It would be interesting to have attention visualized as well, similar to how it's done in BertViz:

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/

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