Dask and Optuna for Hyper Parameter Optimization

Notebook: https://gist.github.com/mrocklin/6831...

How to use Optuna and Dask together to perform parallel hyper-parameter optimization at scale. This notebook uses a toy example, for a more fully-featured example take a look at https://github.com/coiled/dask-xgboos...

https://optuna.org
https://dask.org

XGBoost and Hyperparameter Optimization
   • XGBoost and HyperParameter Optimization  

00:00 Intro
00:35 Optuna Overview
02:52 Optuna with Threads
04:03 Optuna with Dask and Threads
05:32 Caveats
07:09 Optuna and Dask Integration
08:49 Dask within Optuna, sequentially
10:42 Dask within Optuna, in parallel
13:17 Example
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