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7-STEP PYTORCH LABmulti-class affective state classification

Emotion detection PyTorch pipeline — 7 Steps

Classify 6 human psychological emotional states (Joy, Sadness, Anger, Fear, Love, Surprise) from informal text using a 2-layer PyTorch Bidirectional LSTM with CrossEntropyLoss.

  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 Emotion Tweet & Text Classifier 7-step PyTorch pipeline lab...