7-STEP PYTORCH LAB10-class culinary vision recognition
Food-101 PyTorch vision pipeline — 7 Steps
Recognize 10 culinary dish categories with a PyTorch computer vision pipeline: random resized crops, color jitter augmentation, MobileNetV2 backbone, and CosineAnnealingLR scheduling.
- 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 Food-101 Mini Cuisine Image Classifier 7-step PyTorch pipeline lab...