Model build pipelines in CI/CD

MLOps Deployment and Life Cycling

Nemanja Radojkovic

Senior Machine Learning Engineer

Two build pipelines in ML

Two build pipelines

One that builds the app that serves our model.
- Standard software build pipeline
One that builds (trains) the model itself
- Central to the MLOps framework

not all pipelines are the same

model pipe 1

model pipe 2

model pipe 3

model pipe 4

ml build pipe 1

ml build pipe 2

Seal of approval

full package

deployment artifacts

deployment artifacts 2

reproducibility 1

code versioning

data versioning

monitoring 1

monitoring 2

CICD integration

Let's practice!

MLOps Deployment and Life Cycling

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