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Mathematical Pictures At A Data Science Exhibition Simon Foucart

  • SKU: BELL-42828462
Mathematical Pictures At A Data Science Exhibition Simon Foucart
$ 31.00 $ 45.00 (-31%)

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Mathematical Pictures At A Data Science Exhibition Simon Foucart instant download after payment.

Publisher: Cambridge University Press
File Extension: PDF
File size: 3.47 MB
Pages: 339
Author: Simon Foucart
ISBN: 9781316518885, 1316518884
Language: English
Year: 2022

Product desciption

Mathematical Pictures At A Data Science Exhibition Simon Foucart by Simon Foucart 9781316518885, 1316518884 instant download after payment.

This text provides deep and comprehensive coverage of the mathematical background for data science, including machine learning, optimal recovery, compressed sensing, optimization, and neural networks. In the past few decades, heuristic methods adopted by big tech companies have complemented existing scientific disciplines to form the new field of Data Science. This text embarks the readers on an engaging itinerary through the theory supporting the field. Altogether, twenty-seven lecture-length chapters with exercises provide all the details necessary for a solid understanding of key topics in data science. While the book covers standard material on machine learning and optimization, it also includes distinctive presentations of topics such as reproducing kernel Hilbert spaces, spectral clustering, optimal recovery, compressed sensing, group testing, and applications of semidefinite programming. Students and data scientists with less mathematical background will appreciate the appendices that provide more background on some of the more abstract concepts.

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