RnHbJVIANV6jaC4qs75s+w==;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
- Why this page exists
- Sequential data and the need for memory
-
The vanilla RNN
-
Backpropagation Through Time (BPTT)
-
LSTM: the additive gradient highway
-
GRU: simplified alternative
- Bidirectional RNNs
-
Seq2seq and the bottleneck problem
- Loss functions for sequence models
-
Why RNNs lost to transformers
- Netflix context
- Interview-ready summary
-
Probes to expect
- Connections
- Further reading