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Deep Learning Academy · Lesson

LSTM & GRU Gates

Remember long-range dependencies.

The Long-Memory Problem

Vanilla RNNs forget early clues over long sequences. Gated cells fix this by deciding what to keep, update, or throw away.

Meet the LSTM

The LSTM adds a separate cell state, a memory highway that runs straight across time with only small, controlled edits.

All lessons in this course

  1. Why Sequences Need Memory
  2. The Vanilla RNN Cell
  3. LSTM & GRU Gates
  4. Pack Sequences & Handle Padding
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