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Advanced Topics in Machine Learning - Caltech

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Classifica8on error ! Azer obta<strong>in</strong><strong>in</strong>g n labels, D n = {(x 1 ,y 1 ),…,(x n ,y n )} learner outputs hypothesis consistent with labels D n -­‐ -­‐ -­‐ -­‐ + + + + 0 Threshold t 1 ! Classifica8on error: R(h) = E x~P [h(x) ≠ c(x)] 32

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