18. EC2021: Automated Machine Learning for Earth Science via AutoGluon¶
You may learn how to use AutoGluon via the notebook in Notebook.
To train a model for Forest Cover Type Prediction with the
best_quality option, you can try the following command.
wget https://deep-earth.s3.amazonaws.com/datasets/earthcube2021_demo/forest-cover-type-prediction.zip -O forest-cover-type-prediction.zip unzip -o forest-cover-type-prediction.zip -d forest-cover-type-prediction python3 train_forest_cover_type.py
This will generate a file named
stack_ensemble_submission.csv and a model that is saved to
We used the same script to reach 82/1692 in the competition. The screenshot for our previous run is provided in the following figure.
Feel free to checkout our website: https://auto.gluon.ai/