the.com/overfitting

memorizing the answer key instead of learning the subject.

means a model that fits its training data so closely it captures noise instead of signal, then fails on anything new.

from from statistics, where fitting a curve to data becomes overfitting once you add so many parameters the curve chases every random wiggle instead of the trend.

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