Yup. There's a huge amount of work that you need to do to do the whole ML lifecycle, and FastAPI doesn't support that out of the box like a full fledged ML Platform.

But you probably don't actually want a full ML Platform because they're all opinionated and if you try and fight them it's often worse than just serving it as an API via FastAPI...