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RAPIDS Deployment Documentation
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RAPIDS Deployment Documentation
nightly
nightly
stable
Docs Home
GitHub
Table of Contents
Local
Custom RAPIDS Docker Guide
Cloud
NVIDIA Cloud Platforms
NVIDIA Brev
Amazon Web Services
Elastic Compute Cloud (EC2)
EC2 Cluster (via Dask)
AWS Elastic Kubernetes Service (EKS)
Elastic Container Service (ECS)
SageMaker
Microsoft Azure
Azure Virtual Machine
Azure Kubernetes Service
Azure VM Cluster (via Dask)
Azure Machine Learning
Google Cloud Platform
Compute Engine Instance
Vertex AI
Google Kubernetes Engine
Dataproc
IBM Cloud
Virtual Server for VPC
HPC
Platforms
NVIDIA AI Workbench
Kubernetes
Kubeflow
KServe
Coiled
Databricks
RAPIDS on Google Colab
Snowflake
Modal
Tools
dask-cuda
Dask Operator
Dask Helm Chart
Workflow Examples
Scaling up Hyperparameter Optimization with Kubernetes and XGBoost GPU Algorithm
Scaling up Hyperparameter Optimization with Multi-GPU Workload on Kubernetes
Getting Started with Optuna and RAPIDS for HPO
Running RAPIDS Hyperparameter Experiments at Scale on Amazon SageMaker
Deep Dive into Running Hyper Parameter Optimization on AWS SageMaker
Multi-node Multi-GPU Example on AWS using dask-cloudprovider
Autoscaling Multi-Tenant Kubernetes Deep-Dive
HPO with dask-ml and cuml
Train and Hyperparameter-Tune with RAPIDS on AzureML
Perform Time Series Forecasting on Google Kubernetes Engine with NVIDIA GPUs
HPO Benchmarking with RAPIDS and Dask
Training XGBoost with Dask RAPIDS in Databricks
Multi-Node Multi-GPU XGBoost Example on Azure using dask-cloudprovider
Measuring Performance with the One Billion Row Challenge
Getting Started with cudf.pandas and Snowflake
Getting Started with cuML’s accelerator mode (cuml.accel) in Snowflake Notebooks
Accelerating data analysis using cudf.pandas
Deploying End-to-End Kafka Streaming SI Detection Pipeline with cuDF, Morpheus, and Triton on EKS
Orchestrating a Fraud Detection Model Lifecycle with cuDF, Prefect, MLflow, and Triton
GPU-Accelerated Land Use Land Cover Classification
HPO for Random Forest with Ray Tune and cuML
Guides
Multi-Instance GPU (MIG)
Building RAPIDS containers from a custom base image
How to Setup InfiniBand on Azure
Does the Dask scheduler need a GPU?
GPU optimization for the Dask scheduler on Kubernetes
Colocate Dask workers on Kubernetes while using nodes with multiple GPUs
Caching Docker Images For Autoscaling Workloads
NVIDIA NIM Microservices
Developer
Continuous Integration
GitHub Actions
Index
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