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Tbh, often enough, linear regression is exactly what is needed.
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Yes, and we do it every day and call it 'linear regression' and don't need a data center full of expensive toys to do it
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Not everyone knows everything so knowledge is the new oil.

I do know about linear regression even had quite some of it at university.

But I still wouldn’t be able to just implement it on some data without good couple days to weeks of figuring things out and which tools to use so I don’t implement it from scratch.

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