AI & Machine Learning · ResearchVerified2025
skinDisease — Dermatology Classification
Deep learning that flags 23 skin conditions from a photo.

Technology
Python · PyTorch · EfficientNet-B0 · timm · Albumentations · Grad-CAM
What I Built
A two-stage fine-tuning pipeline on EfficientNet-B0 tuned for imbalanced medical data, with a full augmentation pipeline, mixed-precision training (≈2× faster), and a backbone comparison (EfficientNet-B0, ResNet-50, ConvNeXt).
Why It Matters
Grad-CAM keeps the model explainable — a screening aid should show its reasoning, not just a label — which matters most where specialists are far away.
Technology
PPython
PPyTorch
EEfficientNet-B0
ttimm
AAlbumentations
GGrad-CAM
Last updated: 2026-08-12