Learning track

Sequence Models

Follow the path from recurrent state to encoder-decoder models and attention, the immediate ancestors of the Transformer.

04

Sequence Models

Follow the path from recurrent state to encoder-decoder models and attention, the immediate ancestors of the Transformer.

  1. 04.01Modelling sequences: the setup
  2. 04.02RNNs, fixed-size state, and the vanishing gradient
  3. 04.03LSTM and GRU: gates that remember
  4. 04.04Seq2seq, encoder-decoder, and the bottleneck
  5. 04.05Bahdanau attention: the idea that changed everything
  6. 04.06Linear attention and fast weights