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