Workflow Examples#

Scaling up Hyperparameter Optimization with Kubernetes and XGBoost GPU Algorithm

xgboost optuna dask dask-kubernetes scikit-learn hpo kubeflow kubernetes

Scaling up Hyperparameter Optimization with Kubernetes and XGBoost GPU Algorithm

Scaling up Hyperparameter Optimization with Multi-GPU Workload on Kubernetes

xgboost optuna dask dask-kubernetes scikit-learn hpo nyc-taxi gcs csv kubeflow kubernetes

Scaling up Hyperparameter Optimization with Multi-GPU Workload on Kubernetes

Getting Started with Optuna and RAPIDS for HPO

optuna dask hpo cuml numpy bnp-claims

Getting Started with Optuna and RAPIDS for HPO

Running RAPIDS Hyperparameter Experiments at Scale on Amazon SageMaker

aws/sagemaker hpo cudf cuml scikit-learn csv s3

Running RAPIDS Hyperparameter Experiments at Scale on Amazon SageMaker

Deep Dive into Running Hyper Parameter Optimization on AWS SageMaker

aws/sagemaker hpo xgboost cuml cupy cudf dask s3 parquet

Deep Dive into Running Hyper Parameter Optimization on AWS SageMaker

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

aws/ec2-multi cuml dask numpy dask-ml cudf randomforest dask-cloudprovider csv gcs

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

Autoscaling Multi-Tenant Kubernetes Deep-Dive

gcp/gke dask-operator cuspatial dask cudf parquet gcs kubernetes

Autoscaling Multi-Tenant Kubernetes Deep-Dive

HPO with dask-ml and cuml

airline numpy pandas xgboost dask dask-cuda dask-ml cuml aws/ec2 azure/azure-vm gcp/compute-engine ibm/virtual-server sklearn s3 hpo

HPO with dask-ml and cuml

Train and Hyperparameter-Tune with RAPIDS on AzureML

azure/ml cudf cuml randomforest hpo

Train and Hyperparameter-Tune with RAPIDS on AzureML

Perform Time Series Forecasting on Google Kubernetes Engine with NVIDIA GPUs

gcp/gke dask-operator hpo xgboost dask dask-cuda xgboost optuna gcs kubernetes

Perform Time Series Forecasting on Google Kubernetes Engine with NVIDIA GPUs

HPO Benchmarking with RAPIDS and Dask

aws/ec2 s3 randomforest hpo xgboost dask dask-cuda xgboost optuna sklearn dask-ml

HPO Benchmarking with RAPIDS and Dask

Training XGBoost with Dask RAPIDS in Databricks

dask dask-cudf xgboost dask-deltatable dask-databricks dask-ml xgboost higgs csv databricks-delta-lake databricks

Training XGBoost with Dask RAPIDS in Databricks

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

azure/azure-vm-multi dask-cloudprovider cudf cuml xgboost dask fil azure-data-lake nyc-taxi xgboost

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

Measuring Performance with the One Billion Row Challenge

dask-cuda csv cudf cupy dask pandas aws/ec2 aws/sagemaker azure/azure-vm azure/ml gcp/compute-engine gcp/vertex-ai

Measuring Performance with the One Billion Row Challenge

Getting Started with cudf.pandas and Snowflake

cudf snowflake

Getting Started with cudf.pandas and Snowflake