Preparing model for deployment

MLOps Concepts

Folkert Stijnman

ML Engineer

Runtime environment

Phases overview runtime

Development to deployment

Development ML model

Development to deployment

Deployment to production

Development to deployment

Different environments

Runtime environments

Kitchen chefs

kitchen chefs 2

Runtime environments

Different environments libraries

Container

an image with a kitchen inside a cube representing a container

Benefits containers

Easier to maintain
Portable
Fast to start up

photo depicting transportation containers

Let's practice!

MLOps Concepts

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