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