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For readers who read that and think they still want to do it: > The vision of AI/ML/DS has turned into a nightmare of people shoving data they don't understand
by 6gvONxR4sf7o 6y ago
For readers who read that and think they still want to do it:
> The vision of AI/ML/DS has turned into a nightmare of people shoving data they don't understand into models they don't understand...
Don't be this ^. Please.
If you do want to come into the field, please first take the time to understand the tools. Learn enough to re-derive and re-implement the tools you're using. Learn the assumptions that need to hold. Don't just learn to point the tools at data and hit go. It's not like a lot of programming where it either succeeds or fails. Failures are often silent in this field. If you can't reason through how and when a given tool will succeed and, probably more importantly, reason through how and when a given tool will fail, you haven't learned enough to know what to use and when.
- cambalache 6y agoI totally agree with you, but let's be honest, in this publish-or-perish world in academy, and the cut-throat environment of VC-funded start-ups, people will, if not outright lie, exaggerate the nature and importance of what they are doing. Too much money and "prestige" is at stake. The "right" way is slow, lonely and unglamorous. And most importantly without that fast money, acquisitions and promotions.