7-STEP PYTORCH LABautoregressive recurrent language model
Tiny Shakespeare PyTorch language model — 7 Steps
Build an autoregressive Elizabethan language model in PyTorch: character-level vocabulary encoding, sliding window sequence batching, 2-layer LSTM with gradient clipping, and temperature-scaled text sampling.
- 01 Data ingestion & EDA
- 02 Preprocessing without leakage
- 03 TensorDataset & DataLoader
- 04 nn.Module architecture
- 05 Loss function & optimizer
- 06 Training loop & backprop
- 07 Eval, metrics & checkpoint
Loading Tiny Shakespeare Playwright Generator 7-step PyTorch pipeline lab...