Preparing model for deployment

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Folkert Stijnman

ML Engineer

Runtime environment

Phases overview runtime

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Development to deployment

Development ML model

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Development to deployment

Deployment to production

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Development to deployment

Different environments

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Runtime environments

Kitchen chefs

kitchen chefs 2

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Runtime environments

Different environments libraries

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Container

an image with a kitchen inside a cube representing a container

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Benefits containers

 

  • Easier to maintain
  • Portable
  • Fast to start up

photo depicting transportation containers

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Let's practice!

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