2min chapter

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ML Ops in Production

Data Skeptic

CHAPTER

What Are Some of the Tools a Team Needs to Make That Process Smooth?

For a lot of teams, and I think that this is where we're coming from, all of the end software developers are thinking about them as tools for packaging software. But when we think about model deployment, we have to think about the fact that the container itself now needs to contain a few more things than just compiled code right now. It might need to contain some artifacts, as you mentioned before, and maybe some configurations and maybe it relies on data. And there's a process to kind of the equivalent of compiling code, but now it's retraining on data.

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