Course curriculum

  • 1
    Overview of LLMOps
    • Course Handouts
    • Introduction to LLMOPs
    • Important: Course Estimation and Resource Management
    • CICD Pipelines
    • Introduction to AWS Services
    • Quiz
    • Module Recap
  • 2
    AWS SageMaker for Data Scientists
    • Introduction to SageMaker
    • Setup SageMaker on AWS
    • SageMaker Studio Walkthrough
    • Quiz
    • Module Recap
  • 3
    LangChain for Continuous Integration
    • Introduction to LangChain
    • LangChain for Continuous Integration
    • Hand-on Session on LangChain (Part 1)
    • Hand-on Session on LangChain (Part 2)
    • Hand-on Session on LangChain (Part 3)
    • Hand-on Session on LangChain (Part 4)
    • Hand-on Session on LangChain (Part 5)
    • Quiz
    • Module recap
  • 4
    Langfuse for CICD
    • Introduction to Langfuse
    • Using Langfuse for Monitoring
    • Hands-on Session on Langfuse (Part-1)
    • Hands-on Session on Langfuse (Part-2)
    • Hands-on Session on Langfuse (Part-3)
    • Hands-on Session on Langfuse (Part-4)
    • Quiz
    • Module Recap
  • 5
    SageMaker Pipelines
    • SageMaker Deep Dive
    • SageMaker for Model Training
    • Project Introduction
    • Hands-on SageMaker Studio Dataset Creation
    • Hands-on SageMaker Studio Training
    • Hands-on Session on SageMaker Deployment
    • SageMaker Training Pipelines
    • Hands-on Pipeline Introduction
    • Hands-on Model Training
    • Hands-on Model Evaluation
    • Hands-on Conditional Step Execution
    • Hands-on Pipeline Execution
    • Quiz
    • Module Recap
  • 6
    Continuous Deployment
    • CD for LLMs
    • LLM Optimization
    • Deployment Solutions
    • Advance Deployment Solutions
    • SageMaker End Points part-1
    • SageMaker End Points part-2
    • Project Overview
    • LoRA Serving Multiple Adapters in One Model
    • Quiz
    • Module Recap
  • 7
    Kubernetes for Continuous Deployment
    • Introduction to kubernetes
    • Kubernetes Components
    • Project Introduction
    • Hands On - Kubernetes Installation
    • Hands On - Kubernetes Setup
    • Hands On - Deploying LoRAX in Kubernetes
    • Autoscaling in Kubernetes
    • Hands-on Session Autoscaling with HPA
    • Quiz
    • Module Recap
  • 8
    Real World Testing
    • Introduction to Load Testing
    • Project Overview
    • Creating Virtual Users and Test Bench
    • Hands-on Session with Locust
    • Quiz
    • Full Course Recap