Examples#
Dask, and therefore Coiled, are deeply integrated with the Python ecosystem.
This list is by no means exhaustive (see Dask Ecosystem), but here are some introductory examples of ways you can use Coiled to easily scale up popular tools you already use.
Workflow automation with Prefect
Distributed HPO with Dask and Optuna
Scaling XGBoost with Dask
Parallel HPO with xgboost.dask and Optuna in Multiple Clusters
Using Coiled with JupyterLab
ETL automation with GitHub Actions
Faster model training with scikit-learn
Parallel read and write with MongoDB