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How I (almost) replaced two machine learning models with an if-statement
- frangolino 3y agoYou'd have made the PM look like an utter fool, so he shut you down. Classic office politics. What's good for (i) the company, (ii) you, (iii) your boss... often are not the same things... sometimes in direct contradiction. The interests of the involved parties must always be taken into account.
- countWSS 3y agoSunk cost fallacy: they invested time, effort and their reputation on the "smart solution", its going against the consensus. There is no point optimizing overengineered stuff, it will be simplified to that closed-form equation on its own, and the company will gain some technical know-how managing that system to implement advanced ML analytics.
- icosian 3y agoPerhaps it could have been offered as a "naive" interim solution to be replaced by machine learning, with the benefit that the ML team would have a benchmark to show how good their model was by comparison.