Sequence Models
RNNs, LSTMs and GRUs from the maths up
Read the sourceMostly Jupyter Notebook
Overview
LSTM and GRU worked through from the mathematical foundations to TensorFlow implementations, then applied to real NLP tasks. Derive it, build it, then use it.