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Machine Learning with Neural Networks

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kr 48

Machine Learning with Neural Networks

This modern and self-contained book offers a clear and accessible introduction to the important topic of machine learning with neural networks. In addition to describing the mathematical principles of the topic, and its historical evolution, strong connections are drawn with underlying methods from statistical physics and current applications within science and engineering. Closely based around a well-established undergraduate course, this pedagogical text provides a solid understanding of the key aspects of modern machine learning with artificial neural networks, for students in physics, mathematics, and engineering. Numerous exercises expand and reinforce key concepts within the book and allow students to hone their programming skills. Frequent references to current research develop a detailed perspective on the state-of-the-art in machine learning research.
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This modern and self-contained book offers a clear and accessible introduction to the important topic of machine learning with neural networks. In addition to describing the mathematical principles of the topic, and its historical evolution, strong connections are drawn with underlying methods from statistical physics and current applications within science and engineering. Closely based around a well-established undergraduate course, this pedagogical text provides a solid understanding of the key aspects of modern machine learning with artificial neural networks, for students in physics, mathematics, and engineering. Numerous exercises expand and reinforce key concepts within the book and allow students to hone their programming skills. Frequent references to current research develop a detailed perspective on the state-of-the-art in machine learning research.
Produktdetaljer
Sprog: Engelsk
Sider: 260
ISBN-13: 9781108494939
Indbinding: Hardback
Udgave:
ISBN-10: 1108494935
Kategori: Machine learning
Udg. Dato: 28 okt 2021
Længde: 18mm
Bredde: 180mm
Højde: 251mm
Forlag: Cambridge University Press
Oplagsdato: 28 okt 2021
Forfatter(e) Bernhard (Goeteborgs Universitet Mehlig, Bernhard Mehlig


Kategori Machine learning


Sprog Engelsk


Indbinding Hardback


Sider 260


Udgave


Længde 18mm


Bredde 180mm


Højde 251mm


Udg. Dato 28 okt 2021


Oplagsdato 28 okt 2021

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