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I’ve been doing data work for over 20 years now, and been coding for 20 more than that.

Honestly I think ML is vastly overrated. I’ve put together ML projects and watched a LOT of ML teams work on things. It always seems like the effort required is very out of balance with the results. I’m sure there’s a small percentage of ML what’s valuable. But in my experience, most of the time, ML yields very little compared to the effort involved.