Workflow Examples#

Scaling up hyperparameter optimization with Kubernetes and XGBoost GPU algorithm

library/xgboost library/optuna library/dask tools/dask-kubernetes platform/kubernetes platform/kubeflow library/scikit-learn workflow/hpo

Running RAPIDS hyperparameter experiments at scale on Amazon SageMaker

cloud/aws/sagemaker workflow/hpo library/cudf library/cuml library/scikit-learn dataset/higgs-boson

Deep Dive into running Hyper Parameter Optimization on AWS SageMaker

cloud/aws/sagemaker workflow/hpo library/xgboost library/cuml library/cupy library/cudf dataset/airline library/dask

Multi-node multi-GPU example on AWS using dask-cloudprovider

cloud/aws/ec2-multi library/cuml library/dask library/numpy library/dask-ml library/cudf dataset/nyc-taxi workflow/randomforest tools/dask-cloudprovider