The generalization error of random features regression: Precise asymptotics and double descent curve

14 Aug 2019Song MeiAndrea Montanari

Deep learning methods operate in regimes that defy the traditional statistical mindset. The neural network architectures often contain more parameters than training samples, and are so rich that they can interpolate the observed labels, even if the latter are replaced by pure noise... (read more)

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