On machine learning:
Shai Shalev-Shwartz, Shai Ben-David, Understanding machine learning: from theory to algorithms, Cambridge University Press 2014 doi
Shai Shalev-Shwartz, Online learning and online convex optimization, Foundations and trends in machine learning, 4:2, 107-194 (2011) doi pdf
A. Brutzkus, A. Globerson, E. Malach, S. Shalev-Shwartz, SGD learns over-parameterized networks that provably generalize on linearly separable data, in Proc. Int. Conf. Learn. Represent., 2018, 1–17 arXiv:1710.10174 openreview Globerson’s slides (presentation)
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