KubeRay Courses and Certifications

CNCF [Cloud Native Computing Foundation]

Accelerate Your GenAI Model Inference with Ray and Kubernetes

Explore serving large GenAI models efficiently using KubeRay on Kubernetes with hardware accelerators. Learn to scale workloads, optimize performance, and reduce costs for production-ready AI inference.

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

Anyscale

Serving Large Language Models with KubeRay on TPUs

Aprenda a servir modelos de lenguaje grandes utilizando KubeRay en TPUs para mejorar el rendimiento, la escalabilidad y la eficiencia de costos en aplicaciones de IA.

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

Anyscale

Elevating DoorDash Model Training with Ray: From Good to Great

Explore DoorDash's journey in adopting Ray to enhance ML model training, addressing scalability, cost, and observability challenges while improving forecasting and training pipelines for better user experiences.

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

Anyscale

Deploying Ray Cluster on an Air-Gapped Kubernetes Cluster with Tight Security Control - Challenges and Solutions

Explore deploying Ray clusters on air-gapped Kubernetes with tight security, addressing challenges like CRDs, fault tolerance, network policies, and encrypted communications for production environments.

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

Anyscale

Ray for Large-Scale Time-Series Energy Forecasting to Plan a More Resilient Power Grid

Explora cómo Ray se utiliza para pronósticos energéticos a gran escala, permitiendo simular interacciones complejas entre tecnologías renovables y predecir condiciones futuras de la red eléctrica para una planificación más resiliente.

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

Anyscale

Building Instacart's ML Training Platform on Ray

Demonstración del sistema de entrenamiento de ML de Instacart basado en Ray, incluyendo orquestación de flujos de trabajo, capacidades distribuidas y optimización del modelo de clasificación personalizada.

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

Anyscale

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

Aprenda a utilizar clusters Ray efêmeros em fluxos de trabalho de ML para melhorar reprodutibilidade, eficiência e observabilidade, usando KubeRay e Sematic no Kubernetes.

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

Anyscale

KubeRay - A Kubernetes Ray Clustering Solution

Explore KubeRay, an open-source toolkit for managing Ray clusters on Kubernetes. Learn about its architecture, resource management, job submission, and autoscaling capabilities for efficient distributed computing.

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

Anyscale

A Serverless Resilient Graph Analysis Platform Built on Ray - ByteGAP

Serverless graph analysis platform for processing large-scale graphs, featuring flexible resource management, automatic deployment, scalability, and fault tolerance. Built on Ray for efficient data processing and analysis.

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

Anyscale

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

Integración de Ray y Kubernetes para modelado bayesiano en sistema de alerta temprana de COVID-19 del NHS. Solución a desafíos de escalabilidad y estabilidad en procesamiento paralelo masivo para predicciones hospitalarias.

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

Anyscale

KubeRay: A Ray Cluster Management Solution on Kubernetes

Explore KubeRay's integration with Kubernetes for simplified Ray cluster management, including capabilities, benchmarks, and ecosystem compatibility for efficient AI workload deployment.

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

Anyscale

The Different Shades of Using KubeRay with Kubernetes

Explore KubeRay deployment on Kubernetes, from basic setup to advanced API usage. Learn to manage ray-clusters programmatically and scale on demand using the Python-Client KubeRay library.

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

CNCF [Cloud Native Computing Foundation]

Sailing Ray Workloads with KubeRay and Kueue in Kubernetes

探索KubeRay和Kueue如何在Kubernetes中优化Ray工作负载管理，解决资源分配和作业调度挑战，提高机器学习工作流程效率。

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