CI/CD and deployment strategy

Concetti di MLOps

Folkert Stijnman

ML Engineer

CI/CD pipeline

CI/CD pipeline

Continuous Integration

Continuous Deployment

Deployment strategies

 

• Basic deployment
• Shadow deployment
• Canary deployment

Deployment strategies

Deployment strategies

Deployment strategies

Deployment strategies

Strategy	Pros	Cons
Basic deployment	Straightforward, easy to implement, low resources	High risk if the model does not work as expected.
Shadow deployment	Easy to implement, no risk if model does not work as expected	Double resources.
Canary deployment	Small risk if model does not work as expected.	Slightly harder to implement, medium amount of resources.

Let's practice!

Concetti di MLOps