CNCF [Cloud Native Computing Foundation] Courses

Enhance Kubernetes Security with the Common Expression Language (CEL)

Discover how to strengthen Kubernetes cluster security using Common Expression Language (CEL), focusing on Admission Control implementation and practical applications through hands-on demonstrations.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Developing Kubernetes Applications Beyond Go

Discover how to build Kubernetes applications using Python, JavaScript, and Java through popular libraries and frameworks. Includes hands-on demo of Java Operator SDK for creating native applications.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Multi-Node Finetuning LLMs on Kubernetes: A Practitioner's Guide

Master practical techniques for multi-node LLM finetuning on Kubernetes, covering cluster preparation, optimization strategies, and network topology comparisons for enhanced model performance with PyTorch FSDP.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Scaling Private LLM Model Services with Kserve and Modelcar OCI - A Real-World Implementation

Discover how to efficiently deploy and scale private LLM services using Kserve and Modelcar OCI in Kubernetes, focusing on optimized GPU utilization and streamlined artifact delivery for enhanced MLOps.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

Is GitOps a Broken Experience - Where Is the Ops in GitOps? Improving Infrastructure Observability and Operational Control

Explore the operational challenges of GitOps frameworks, examining real-world insights from Walmart's experience managing large-scale Kubernetes deployments and solutions for improved infrastructure observability.

• YouTube
• 38 minutes
• Self-Paced
• Free Video

Rook and Ceph Storage - Introduction and Deep Dive

Dive into cloud-native storage operations with Rook and Ceph, exploring how to implement stable block, shared file system, and object storage solutions in Kubernetes environments.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Introduction to Distributed ML Workloads with Ray on Kubernetes

Discover how to leverage Ray and Kubernetes for distributed machine learning workloads, from basic concepts to running training jobs and managing ML model deployments at scale.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

PepsiCo's Smart Edge Computing for Anomaly Detection and Proactive Problem Solving to Boost Sales

Discover how PepsiCo leverages edge computing with lightweight Kubernetes and GPU optimization to enable real-time data processing, ML model deployment, and anomaly detection across its network.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Streamlining Machine Learning Operations with GitOps

Discover how GitOps principles can streamline ML operations, automate model deployment, and maintain consistency across environments while reducing manual intervention and improving reproducibility.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

What's New in gRPC - Building Microservices with Modern Features

Discover the latest gRPC features including OpenTelemetry, Service Mesh, K8s Gateway APIs, and GAMMA, plus essential microservices development techniques for modern cloud-native applications.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Cell-Based Kubernetes - The Secret to Scalable, Repeatable and Resilient Cloud Architecture

Discover how to implement cell-based architecture in Kubernetes clusters, focusing on secure inter-cell communication, scalability, and resilience using Istio and native features for robust cloud solutions.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Search and Vector Databases as Microservices - Pros and Cons

Explore the architectural trade-offs of deploying search engines and vector databases as microservices, focusing on modern use-cases like RAG and semantic search with practical insights from Vespa and other platforms.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Optimizing 5G Networks - Deploying AI/ML Workloads with the AIMLFW of O-RAN SC

Explore AI/ML Framework implementation in O-RAN SC for optimizing 5G networks, covering architecture, use cases, deployment strategies, and integration with tools like Kubeflow and KServe.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

An Accelerated Introduction to AI Model Deployment with Cloud Native

Discover how to effectively deploy AI models in cloud environments, exploring training methods, performance optimization, and infrastructure choices for both CPU and GPU implementations.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Guardians of the MLOps Galaxy: Simplifying Deployments with Buildpacks

Discover how Cloud Native Buildpacks streamline MLOps deployments by automating packaging, enhancing security, and eliminating complex Dockerfile management for machine learning projects.

• YouTube
• 37 minutes
• Self-Paced
• Free Video