2min chapter

Machine Learning Street Talk (MLST) cover image

Dr. MAXWELL RAMSTEAD - The Physics of Survival

Machine Learning Street Talk (MLST)

CHAPTER

The Implications of Maximum Entropy for Model Fairness

We want the machine to learn only what's relevant for that particular task and like nothing else. And so in a sense, what maximum entropy helps you to do is force out that stuff. If it's not useful for the actual prediction, it'll get smoothed out by the demand of maximum entropy. That's right. So there's even a kind of, it's really a kind of meta methodology, because you can even define specific situations in terms of their sparseness.

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