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3-DAY STREAK|350 XP (LVL 2)
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.

  1. 01 Data ingestion & EDA
  2. 02 Preprocessing without leakage
  3. 03 TensorDataset & DataLoader
  4. 04 nn.Module architecture
  5. 05 Loss function & optimizer
  6. 06 Training loop & backprop
  7. 07 Eval, metrics & checkpoint
Loading Tiny Shakespeare Playwright Generator 7-step PyTorch pipeline lab...