CI/CD for LLM Application Deployment
Set up Continuous Integration and Continuous Deployment pipelines to automate testing and release cycles for your LLM apps.
Automating LLM Releases with CI/CD
Welcome! In this lesson, we'll explore Continuous Integration (CI) and Continuous Deployment (CD) pipelines for your LLM applications.
CI/CD is a set of practices that automates the building, testing, and deployment of software. For LLM apps, this means faster updates and more reliable releases.
What is Continuous Integration (CI)?
Continuous Integration (CI) is about frequently merging code changes into a central repository and then automatically building and testing those changes.
Frequent Merges: Developers integrate code often (multiple times a day).
Automated Builds: The CI system compiles or packages the application.
Automated Tests: Unit tests, integration tests, and even basic LLM-specific tests run automatically.
For LLM apps, CI helps catch issues early, like broken RAG components or incorrect prompt templates.
All lessons in this course
- Containerizing LLM Applications with Docker
- Orchestration with Kubernetes for Scalability
- CI/CD for LLM Application Deployment
- Managing Configuration and Secrets in Deployment