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entry_points.md

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  1. python prepare_data.py
  • reads training data from TRAIN_RAW_DATA_DIR (specified in SETTINGS.json)
  • runs all preprocessing steps
  • saves the prepared data in TRAIN_DATA_AUG_DIR (specified in SETTINGS.json)
  1. python train.py
  • reads training data from TRAIN_RAW_DATA_PATH and TRAIN_DATA_AUG_DIR (specified in SETTINGS.json)
  • trains the models
  • saves the trained models to MODEL_DIR (specified in SETTINGS.json)
  1. python predict.py
  • reads test data from TEST_RAW_DATA_DIR and TRAIN_DATA_AUG_DIR, e.g., mean, std, quantiles per cell_type and sm_name (specified in SETTINGS.json)
  • loads the trained models from MODEL_DIR (specified in SETTINGS.json)
  • uses the trained models to make predictions on new samples
  • saves the predictions to SUBMISSION_DIR (specified in SETTINGS.json)