Introduction

• Tutorial: Getting started with training a machine learning model

Generative AI (GAI)

• How to serve the FLUX.1 prompt-to-image models using Lambda Cloud on-demand instances

Large language models (LLMs)

• Deploying a Llama 3 inference endpoint
• Deploying Llama 3.2 3B in a Kubernetes (K8s) cluster
• Using KubeAI to deploy Nous Research's Hermes 3 and other LLMs
• Serving Llama 3.1 405B on a Lambda 1-Click Cluster
• Serving the Llama 3.1 8B and 70B models using Lambda Cloud on-demand instances

Linux usage and system administration

• Basic Linux commands and system administration
• Configuring Software RAID
• Lambda Stack and recovery images
• Troubleshooting and debugging
• Using the Lambda bug report to troubleshoot your system
• Using the nvidia-bug-report.log file to troubleshoot your system

Programming

• Virtual environments and Docker containers
• Integrating Lambda Chat into VS Code

Scheduling and orchestration

• Deploying models with dstack
• Using SkyPilot to deploy a Kubernetes cluster