Deep Recurrent Neural Networks #
Back-propagation through time
GRU, LSTM, BiLSTM
Long Short-Term Memory (LSTM)
Gated Memory Cell
Gated Recurrent Units (GRU)
Reset Gate and Update Gate, Candidate Hidden State
Stacked RNN architectures
Bidirectional Recurrent Neural Networks
Code implementation (webinar)
Reference #
- Dive into deep learning. Cambridge University Press.. (T1 – Ch 10)
- R4 – Ch 9