Deployment-driven development

MLOps Deployment and Life Cycling

Nemanja Radojkovic

Senior Machine Learning Engineer

ops part 2

MLOps starts here

race track empty

race car appears

race car deploy

colleague has a gift

please deploy

concerns

concern list

dploy infra unknown

deploy to smartphone

deployment infra insufficient

Transparency 1

Transparency 2

Transparency 3

Transparency 4

Transparency 5

Transparency 6

Validation 1

Validation 2

Validation 3

deterioration 1

Deterioration 2

Deterioration 3

Deterioration 4

Debugging 1

Debugging 2

Debugging 3

Debugging 4

Debugging 5

maintenance

Test types

keep calm

Let's practice!

MLOps Deployment and Life Cycling

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