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One example. Your boss says "we need to detect when someone is cooking in the kitchen" A bad dev would buy a camera, spend $10,000 on data collection, and spend weeks building a custom CNN-LSTM architecture using a low-level library where they manage their own training loop.
A good dev would buy a few $5 temperature sensors, spend a couple hours on data collection, train a simple logistic regression with sklearn, and be done in an afternoon. This dev also ends up with a far more reliable and maintainable system, with far less privacy implications.
(A *really* bad dev would also spend an extra 2 weeks trying out their idea about using GANs for data augmentation in their activity classification CNN-LSTM, needlessly burning several MWh in the process.)
Good dev should ask What do you want it for?
In general, you’re saying a good dev would try to solve the problem at hand and a bad dev would try to solve the problem they want to solve. Right?
News to me that we need machine learning & some 3rd party library at all to check the state of a sensor.
Probably wouldn't work in hot tropical climes, and if that's where most users live, lead to a worse state for many than just a dev or two.
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