LSTM Memory Cell
An LSTM Memory Cell is the core building block of a Long Short-Term Memory network, containing a cell state that acts as a conveyor belt to carry historical information across sequences.
Frequently Asked Questions
What prevents the vanishing gradient problem in an LSTM cell?▼
The linear cell state allows gradients to propagate backward through sequences without multiplying factor decays.
What are the three gates of an LSTM cell?▼
The Input Gate, the Forget Gate, and the Output Gate.
Quick Facts
- CategoryNeural Architectures
- Key ApplicationSequential data tracking, legacy recurrent network design, and context memory.
Coverage Trend12 Weeks
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