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Deep Learning Academy · Lesson

The Vanilla RNN Cell

Carry a hidden state across steps.

What a Cell Does

An RNN cell is the tiny engine that runs at each time step. You feed it one input and the old memory, and it returns the new memory.

Two Inputs Per Step

Every step the cell takes two things: the current input x and the previous hidden state. It mixes them into a fresh hidden state.

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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