Workflow Examples# Scaling up hyperparameter optimization with NVIDIA DGX Cloud and XGBoost GPU algorithm library/xgboost library/optuna library/dask library/scikit-learn workflow/hpo cloud/nvidia/pym 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 Getting Started with Optuna and RAPIDS for HPO library/optuna library/dask workflow/hpo library/cuml library/numpy dataset/bnp-claims Running RAPIDS hyperparameter experiments at scale on Amazon SageMaker cloud/aws/sagemaker workflow/hpo library/cudf library/cuml library/scikit-learn data-format/csv data-storage/s3 Deep Dive into running Hyper Parameter Optimization on AWS SageMaker cloud/aws/sagemaker workflow/hpo library/xgboost library/cuml library/cupy library/cudf library/dask data-storage/s3 data-format/parquet 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 workflow/randomforest tools/dask-cloudprovider data-format/csv data-storage/gcs Autoscaling multi-tenant Kubernetes Deep-Dive platform/kubernetes cloud/gcp/gke tools/dask-operator library/cuspatial library/dask library/cudf data-format/parquet data-storage/gcs HPO with dask-ml and cuml dataset/airline library/numpy library/pandas library/xgboost library/dask library/dask-cuda library/dask-ml storage/s3 workflows/hpo library/cuml cloud/aws/ec2 cloud/azure/azure-vm cloud/gcp/compute-engine cloud/ibm/virtual-server library/sklearn Train and hyperparameter tune with RAPIDS workflows/hpo cloud/azure/ml library/cudf library/cuml library/randomforest Perform time series forecasting on Google Kubernetes Engine with NVIDIA GPUs platform/kubernetes cloud/gcp/gke tools/dask-operator workflow/hpo workflow/xgboost library/dask library/dask-cuda library/xgboost library/optuna data-storage/gcs HPO Benchmarking with RAPIDS and Dask cloud/aws/ec2 data-storage/s3 workflow/randomforest workflow/hpo workflow/xgboost library/dask library/dask-cuda library/xgboost library/optuna library/sklearn library/dask-ml