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

• Use this notebook