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9: AutoML, Literate Programming, and Data Tooling Cargo Cults

Vanishing Gradients

CHAPTER

Automated Feature Engineering

i'm a contrarian in some of the best and some of the worst ways, yes. But something of my spity sense tingles when i hear automated feature engineering. Is there a concern? Shouldn't we be injecting very serious domain experts hefeature engineering process among other parts of the pipe line? Yes. And let's actually not talk about data robatin in particular. Like, your ideal autoomill system does a lot of feature enginering, but you prepare it with all your domain experts beforehand to to the system. I will say this, yw, people get the wrong idea about auto and mill. They think, ok, like this going to automate my

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