mkV2x9HISWZFgBZyYdGjsQ==;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
- Why this page exists
- Sequential data and the need for memory
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The vanilla RNN
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Backpropagation Through Time (BPTT)
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LSTM: the additive gradient highway
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GRU: simplified alternative
- Bidirectional RNNs
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Seq2seq and the bottleneck problem
- Loss functions for sequence models
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Why RNNs lost to transformers
- Netflix context
- Interview-ready summary
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Probes to expect
- Connections
- Further reading