Terraform for LLMOps Engineers: Deploying and Managing LLMs on AWS
Master Terraform to automate, deploy, and manage Large Language Models on AWS, optimizing for cost, scalability, and operational efficiency in LLMOps.
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Foundational Terraform for LLM Infrastructure on AWS
Unit 1: Introduction to IaC and Terraform for LLMOps
IaC for LLMOps
Terraform vs. Manual AWS
Terraform Basics & Setup
Unit 2: AWS Provider and Authentication
Connecting to AWS
Secure AWS Access
Unit 3: Deploying Foundational LLM Infrastructure
Networking for LLMs
SageMaker Endpoint Deploy
EC2 for LLMs
Unit 4: Terraform Modules for Reusability
Reusable LLM Patterns
Advanced LLM Deployment and Management with Terraform on AWS
Unit 1: Managing and Updating LLM Infrastructure
Terraform State Deep Dive
Safe Infrastructure Updates
Versioning Your Infra
Unit 2: Automating LLM Deployments with CI/CD
CI/CD for LLM Infra
Terraform with GitHub Actions
Unit 3: Cost Optimization for LLM Inference
Cost-Efficient SageMaker
EC2 Spot for LLMs
Unit 4: Serverless LLM Inference Architectures
Serverless LLM Inference
Containerized Serverless LLMs