How do I set up CI CD pipelines specifically for Generative AI model development

Question

With the help of code examples, can you tell me How do I set up CI/CD pipelines specifically for Generative AI model development?

Answer 1

CI/CD for Generative AI automates model training, testing, and deployment. Use tools like GitHub Actions, Docker, and Kubernetes to streamline workflows while ensuring model reliability and scalability.

Here is the code snippet you can refer to:

In the above code we are using the following key points:

• Automated Model Training & Testing: Ensures model consistency with each update.
• Docker Containerization: Packages the model for reproducibility and scalability.
• Kubernetes Deployment: Enables seamless cloud-based deployment and monitoring.
• Model Performance Validation: Evaluates accuracy before pushing to production.
• Version Control with GitHub Actions: Automates workflow integration with Git.

Hence, by referring to above, you can set up CI CD pipelines specifically for Generative AI model development.