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7-STEP PYTORCH LABNLP multi-class topic modeling

AG News PyTorch topic pipeline — 7 Steps

Classify news articles into 4 domains (World, Sports, Business, Sci/Tech) with a PyTorch NLP pipeline: vocabulary builder, nn.EmbeddingBag, dense classification head, and Macro-F1 evaluation.

  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
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