Prepare dataset

  • download from kaggle via kaggle-api.
    kaggle competitions download -c child-mind-institute-detect-sleep-states -p ./input/
    unzip ./input/child-mind-institute-detect-sleep-states.zip -d ./input

Training

  • setting up using Docker

    docker compose up -d
    docker compose exec kaggle /bin/bash
  • training all

    inv run-all
    • (Optional) If you want to re-split folds, add --overwrite-folds option.
      • Not reproducible, so results change every time it is run.
      • Default values exists in input/folds which we used
      inv run-all --overwrite-folds

Inference