Preparing model for deployment

Các khái niệm về MLOps

Folkert Stijnman

ML Engineer

Runtime environment

Phases overview runtime

Các khái niệm về MLOps

Development to deployment

Development ML model

Các khái niệm về MLOps

Development to deployment

Deployment to production

Các khái niệm về MLOps

Development to deployment

Different environments

Các khái niệm về MLOps

Runtime environments

Kitchen chefs

kitchen chefs 2

Các khái niệm về MLOps

Runtime environments

Different environments libraries

Các khái niệm về MLOps

Container

an image with a kitchen inside a cube representing a container

Các khái niệm về MLOps

Benefits containers

 

  • Easier to maintain
  • Portable
  • Fast to start up

photo depicting transportation containers

Các khái niệm về MLOps

Let's practice!

Các khái niệm về MLOps

Preparing Video For Download...