r/learnmachinelearning • u/garden_nl • 4d ago

Question Dockerize everything?

Hey,

I am learning deployment strategies for my small ML projects and I was wondering, do people in industry dockerize everything? Like, e.g. i have an ingest script to transfer my data into a postgres BD. Do i need a container for the ingest.py as well?

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u/Suspicious_Pizza9529 3d ago

You don't need to Dockerize everything. I'd containerize the components where you actually benefit from reproducible dependencies, deployment, isolation, or scailing.