KubeRay Courses and Certifications

Anyscale

On-Demand Ray Clusters in ML Workflows via KubeRay and Sematic

Leverage short-lived Ray clusters in ML workflows using KubeRay and Sematic for improved reproducibility, efficiency, and observability. Learn to manage ephemeral Ray clusters on Kubernetes.

• YouTube
• 13 minutes
• On-Demand
• Free Video

Anyscale

Reddit's ML Evolution: Scaling with Ray and KubeRay

Discover how Reddit leverages Ray and KubeRay to scale ML operations, achieving 6x faster model training and enabling scalable LLM deployment for improved developer productivity.

• YouTube
• 35 minutes
• On-Demand
• Free Video

Anyscale

Building Scalable AI Infrastructure with KubeRay and Kubernetes

Master scalable AI infrastructure deployment using KubeRay and Kubernetes, covering gang scheduling, distributed checkpointing, and integration with cloud providers for efficient AI workload management.

• YouTube
• 31 minutes
• On-Demand
• Free Video

SkyRay - Extending KubeRay for Multi-Cluster Multi-Cloud Operations

Discover how SkyRay extends KubeRay's capabilities for multi-cluster cloud operations, enabling seamless Ray cluster management across different cloud environments with policy-driven scheduling and automated migration.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Anyscale

End-to-End GenAI Orchestration with KubeRay

Discover how KubeRay unifies GenAI model lifecycles—from training to deployment—eliminating complex scripts and manual setup for streamlined ML workflows on Kubernetes.

• YouTube
• 10 minutes
• On-Demand
• Free Video

Anyscale

Wisedocs' Journey - Rebuilding and Accelerating ML with KubeRay

Discover how Wisedocs rebuilt their ML serving stack with KubeRay, achieving 50% cost reduction and 10× throughput improvement while cutting deployment time from one month to two days.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Anyscale

KubeRay + vLLM at DatalogyAI - Engineering Trillion-Scale Synthetic Data Systems

Discover how DatologyAI engineers trillion-scale synthetic data systems using KubeRay and vLLM, covering GPU optimization, fault-tolerant design, and auto-scaling strategies.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Anyscale

Distributed ML Training with KubeRay at Robinhood

Discover how Robinhood scaled ML training with KubeRay, covering architectural decisions, platform abstractions, and real-world integration strategies for distributed training at scale.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Anyscale

How KubeRay Is Evolving for Massive AI Workloads

Discover KubeRay's latest enhancements for Ray on Kubernetes, including deletion policies, cron scheduling, sidecar mode, and background status checks to streamline AI workloads.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Cloud Native Taiwan User Group

KubeRay - 阿里雲和GKE都愛用的Ray on K8s部署神器

Discover KubeRay, the Kubernetes Operator for deploying Ray clusters with rich metrics, fault tolerance, and zero-downtime upgrades on distributed computing platforms.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Anyscale

Forecasting Covid Infections for the UK's NHS Using Ray and Kubernetes

Discover how Ray and Kubernetes were used to forecast COVID-19 infections for the UK's NHS, overcoming scaling challenges and creating a stable architecture for Bayesian modeling.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Data Science Conference

Rivian: Scaling Data and ML Platforms for Advanced Driver-Assistance Systems

Discover how Rivian built a scalable platform for managing complex data pipelines and ML workloads powering their advanced driver-assistance systems, featuring KubeRay, Kueue, and custom infrastructure solutions.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Anyscale

Running Ray in Production - Google's Guide to Operators and Observability

Discover how Google tackles Ray scaling challenges on Kubernetes with KubeRay GKE Addon and unified observability dashboards to eliminate operational toil and accelerate debugging.

• YouTube
• 15 minutes
• On-Demand
• Free Video

Anyscale

NVIDIA's Framework for Scalable Data Curation

Discover how NVIDIA and Roblox built a scalable ML platform using Ray, covering architecture, KubeRay integration, and migrating from MPI to Ray Train for foundation model training.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Anyscale

KubeRay: A Ray Cluster Management Solution on Kubernetes

Explore KubeRay's integration with Kubernetes, its capabilities for Ray cluster management, and performance benchmarks for simplified deployment of Ray applications.

• YouTube
• 25 minutes
• On-Demand
• Free Video