CNCF [Cloud Native Computing Foundation] Courses

Building Cloud-to-Edge Native Applications with NATS

Discover how NATS enables powerful cloud-to-edge native applications with minimal code and complexity, eliminating the need for extensive tool stacks while expanding beyond traditional cloud-native environments.

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

Multi-Zone Clusters Inside and Out: Understanding Kubernetes Topology and Cost Management

Dive into the mechanics of multi-zone Kubernetes clusters, exploring topology-aware routing, cost management strategies, and practical implementation through live demonstrations and real-world scenarios.

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

Goodbye etcd! Running Kubernetes on Distributed PostgreSQL

Discover how to deploy fault-tolerant Kubernetes clusters using distributed PostgreSQL as an alternative to etcd, featuring Kine integration and multi-node scaling capabilities for enhanced availability.

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

Efficient LLM Deployment: A Unified Approach with Ray, VLLM, and Kubernetes

Master the deployment of Large Language Models through an integrated approach combining Ray, VLLM, and Kubernetes for efficient cloud-native orchestration and distributed computing solutions.

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

Navigating the Future: Exploring the Latest in Kubernetes Dashboard Development

Discover the latest advancements in Kubernetes Dashboard development, exploring new architecture, key enhancements, and future directions for improved cluster management and user experience.

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

Kubernetes SIG Storage: Introduction and Deep Dive

Dive into Kubernetes storage management fundamentals, covering file and block storage availability, capacity management, container scheduling, and advanced operations like snapshotting in cloud-native environments.

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

Kubernetes SIG-Node: Introduction and Deep Dive into Node Subsystem

Dive into Kubernetes Node subsystem's latest developments, including how it handles Generative AI challenges, pod lifecycle management, and interactions between containers and host resources.

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

KubeVirt Enhancements and Future Development Roadmap

Discover major KubeVirt advancements including VM rollout strategy, volume migration, and Application Aware Quota, plus upcoming features like DRA support and migration convergence improvements.

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

Divide and Conquer: Master GPU Partitioning and Visualize Savings with OpenCost

Master GPU cost optimization in Kubernetes through partitioning techniques and OpenCost monitoring, focusing on efficient resource management for AI/ML workloads using NVIDIA DCGM and Prometheus integration.

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

Managing and Distributing AI Models Using OCI Standards and Harbor

Discover how to effectively manage and distribute AI models using OCI standards and Harbor, covering model structures, security, and efficient loading techniques for large-scale deployments.

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

Making Long-context LLM Inference 10x Faster and 10x Cheaper Through Knowledge Sharing

Discover how to optimize LLM inference through knowledge-sharing systems, reducing costs and processing time by implementing efficient KV cache management in Kubernetes environments.

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

Unlocking the Potential of Large Language Models in Production - Best Practices and Solutions

Discover practical solutions for deploying and scaling LLMs in production using cloud-native technologies, with insights on benchmarking, optimization, monitoring, and efficient resource management.

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

Unlocking the Future of GPU Scheduling in Kubernetes with Reinforcement Learning

Explore innovative GPU scheduling solutions in Kubernetes using reinforcement learning, focusing on optimizing resource utilization and addressing fragmentation challenges in multi-GPU setups.

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

Efficient LLM Deployment - A Unified Approach with Ray, VLLM, and Kubernetes

Explore a comprehensive AI stack for deploying large language models efficiently, integrating Kubernetes, Ray framework, and vLLM for optimized performance and scalability across cloud environments.

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

Best of Both Worlds: Integrating Slurm with Kubernetes in a Kubernetes Native Way

Discover how K-Foundry bridges Slurm and Kubernetes, enabling seamless integration of HPC workloads through unified API management and optimized resource orchestration for AI/ML applications.

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