7-STEP PYTORCH LABclinical leukocyte cytology vision
Blood cell cytology PyTorch pipeline — 7 Steps
Classify 4 white blood cell cytology types (Eosinophil, Lymphocyte, Monocyte, Neutrophil) under microscope imaging with a 4-stage PyTorch CNN, batch normalization, and weighted cross-entropy.
- 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 Medical Blood Cell Microscope Vision 7-step PyTorch pipeline lab...