Long Short-Term Memory (LSTM) — Roadmap Step & Resources
Gating mechanisms that let RNNs remember information over long sequences
- Level: advanced
- Estimated time: 1 days
- Roadmap: Deep Learning & Neural Networks
Before this step
Interview questions
- What role do the forget, input and output gates play in an LSTM cell?
Study resources
- Long Short-Term Memory (LSTM), Clearly Explained (Video) — StatQuest's widely-loved, step-by-step explanation of LSTMs.
- torch.nn.LSTM (Article) — The official PyTorch documentation for the LSTM layer.
Part of
- Recurrent Neural Networks & Sequence Models — section
- Deep Learning & Neural Networks roadmap — the full learning path