Understanding LSTM Networks

Long Short Term Memory networks – called “LSTMs” – are a special kind of RNN, capable of learning long-term dependencies. They were introduced by Hochreiter & Schmidhuber, and were refined and popularized by many people in following work.

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