<b>Book Review:</b> Algorithmic Mathematics in Machine Learning

The 2024 Nobel Prize in Physics was awarded to John Hopfield and Geoffrey Hinton for their work on artificial intelligence and machine learning. The award has been somewhat controversial in the physics community and prompted some heated debates, since the only apparent use of physics is the Boltzmann distribution in the sampling function of the Boltzmann machine [D. H. Ackley, G. E. Hinton, and T. J. Sejnowski, Cog. Sci., 9 (1985), pp. 147–169]. If we leave aside this debate for the time being, it is undeniable that artificial intelligence and machine learning have had a transformative effect on various areas of science and technology.

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Publication Details

Journal
SIAM Review
Published
2025-05-08
DOI
https://doi.org/10.1137/24m1702611
Primary Topic
Computational Physics and Python Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Book Review: Algorithmic Mathematics in Machine Learning

Azza M. Algatheem, Hollis Williams
SIAM Review
Computational Physics and Python Applications
article

Book Review: Algorithmic Mathematics in Machine Learning

Azza M. Algatheem, Hollis Williams
article en

Abstract

The 2024 Nobel Prize in Physics was awarded to John Hopfield and Geoffrey Hinton for their work on artificial intelligence and machine learning. The award has been somewhat controversial in the physics community and prompted some heated debates, since the only apparent use of physics is the Boltzmann distribution in the sampling function of the Boltzmann machine [D. H. Ackley, G. E. Hinton, and T. J. Sejnowski, Cog. Sci., 9 (1985), pp. 147–169]. If we leave aside this debate for the time being, it is undeniable that artificial intelligence and machine learning have had a transformative effect on various areas of science and technology.

SIAM ReviewVol. 67(2)
University of Warwick (GB), University of Bisha (SA)
Openalex Percentile: Top 96%
Computational Physics and Python Applications
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