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(Solved): Please can these terms be clarified with their differences as they appear to all indicate the same t ...



Please can these terms be clarified with their differences as they appear to all indicate the same thing in machine learning:

 

Overfitting vs high variance vs large estimation error vs high true risk vs low generalisation.

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Underfitting vs high bias vs large approximation error vs large empirical risk vs large test error.

 

Can all these terms effectively be used interchangeably?



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Overfitting, high variance, and large estimation error all refer to a situation in which a machine learning model fits very closely
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