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Thanks Michael! Regarding the shortage: I think so. We'll need a lot more people in ML across many different roles. I've written about the differences between ML and software engineering and created a road map for learning the ML-specific topics (https://loganthorneloe.com/ml) but I've never specifically written about swe -> ML. It's a tough transition, but that might make for a good article in the future.

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