Workflow Examples#

Scaling up Hyperparameter Optimization with Kubernetes and XGBoost GPU Algorithm

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

Scaling up Hyperparameter Optimization with Kubernetes and XGBoost GPU Algorithm

Scaling up Hyperparameter Optimization with Multi-GPU Workload on Kubernetes

library/xgboost library/optuna library/dask library/dask-kubernetes library/scikit-learn workflow/hpo dataset/nyc-taxi data-storage/gcs data-format/csv platforms/kubeflow platforms/kubernetes

Scaling up Hyperparameter Optimization with Multi-GPU Workload on Kubernetes

Getting Started with Optuna and RAPIDS for HPO

library/optuna library/dask workflow/hpo library/cuml library/numpy dataset/bnp-claims

Getting Started with Optuna and RAPIDS for HPO

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

Running RAPIDS Hyperparameter Experiments at Scale on Amazon SageMaker

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

Deep Dive into Running Hyper Parameter Optimization on AWS SageMaker

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

Multi-node Multi-GPU Example on AWS using dask-cloudprovider

Autoscaling Multi-Tenant Kubernetes Deep-Dive

cloud/gcp/gke tools/dask-operator library/cuspatial library/dask library/cudf data-format/parquet data-storage/gcs platforms/kubernetes

Autoscaling Multi-Tenant Kubernetes Deep-Dive

HPO with dask-ml and cuml

dataset/airline library/numpy library/pandas library/xgboost library/dask library/dask-cuda library/dask-ml library/cuml cloud/aws/ec2 cloud/azure/azure-vm cloud/gcp/compute-engine cloud/ibm/virtual-server library/sklearn data-storage/s3 workflow/hpo

HPO with dask-ml and cuml

Train and Hyperparameter-Tune with RAPIDS on AzureML

cloud/azure/ml library/cudf library/cuml library/randomforest workflow/hpo

Train and Hyperparameter-Tune with RAPIDS on AzureML

Perform Time Series Forecasting on Google Kubernetes Engine with NVIDIA GPUs

cloud/gcp/gke tools/dask-operator workflow/hpo workflow/xgboost library/dask library/dask-cuda library/xgboost library/optuna data-storage/gcs platforms/kubernetes

Perform Time Series Forecasting on Google Kubernetes Engine with NVIDIA GPUs

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

HPO Benchmarking with RAPIDS and Dask

Training XGBoost with Dask RAPIDS in Databricks

library/dask library/dask-cudf library/xgboost library/dask-deltatable library/dask-databricks library/dask-ml workflow/xgboost dataset/higgs data-format/csv data-storage/databricks-delta-lake platforms/databricks

Training XGBoost with Dask RAPIDS in Databricks

Multi-Node Multi-GPU XGBoost Example on Azure using dask-cloudprovider

cloud/azure/azure-vm-multi tools/dask-cloudprovider library/cudf library/cuml library/xgboost library/dask library/fil data-storage/azure-data-lake dataset/nyc-taxi workflow/xgboost

Multi-Node Multi-GPU XGBoost Example on Azure using dask-cloudprovider

Measuring Performance with the One Billion Row Challenge

tools/dask-cuda data-format/csv library/cudf library/cupy library/dask library/pandas cloud/aws/ec2 cloud/aws/sagemaker cloud/azure/azure-vm cloud/azure/ml cloud/gcp/compute-engine cloud/gcp/vertex-ai

Measuring Performance with the One Billion Row Challenge

Getting Started with cudf.pandas and Snowflake

library/cudf platforms/snowflake

Getting Started with cudf.pandas and Snowflake