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 Multi-GPU Workload on Kubernetes
xgboost optuna dask dask-kubernetes scikit-learn hpo nyc-taxi gcs csv kubeflow kubernetes
Deep Dive into Running Hyper Parameter Optimization on AWS SageMaker
aws/sagemaker hpo xgboost cuml cupy cudf dask s3 parquet
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
Perform Time Series Forecasting on Google Kubernetes Engine with NVIDIA GPUs
gcp/gke dask-operator hpo xgboost dask dask-cuda xgboost optuna gcs kubernetes
HPO Benchmarking with RAPIDS and Dask
aws/ec2 s3 randomforest hpo xgboost dask dask-cuda xgboost optuna sklearn dask-ml
Training XGBoost with Dask RAPIDS in Databricks
dask dask-cudf xgboost dask-deltatable dask-databricks dask-ml xgboost higgs csv databricks-delta-lake 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