Setup

Clone this repository:

git clone --recursive https://github.com/alexwitt2399/melanoma-classifier

The data for this project can be found here andfrom Kaggle.

The data can be turned into a dataset by running:

PYTHONPATH=$(pwd) src/data-prep.py \
    --ham10k_path /path/to/ham \
    --save_dir ~/datasets/melanoma

Training

Training can be run like the following:

PYTHONPATH=. src/train.py \
    --config configs/efficientnet-b0.yaml

Feel free to investigate src/dataset.py and tweak the augmentations.

configs contains the yaml definitions for various model training runs.