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newsDatabricks·July 19, 2022

Fugue Tune: Distributed Hybrid Hyperparameter Tuning

Description

Hyperparameter optimization on Spark is commonly memory-bound, where the model training is done on data that doesn’t fit on a single machine. We introduce Fugue-tune, an intuitive interface focusing on compute-bound hyperparameter tuning that scales Hyperopt and Optuna by allowing them to leverage Spark and Dask without code change. Connect with us: Website: https://databricks.com Facebook: https://www.facebook.com/databricksinc Twitter: https://twitter.com/databricks LinkedIn: https://www.linkedin.com/company/data... Instagram: https://www.instagram.com/databricksinc/

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