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.
- 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
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