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Explorations in Numerical Analysis and Machine Learning with Julia
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Explorations in Numerical Analysis and Machine Learning with Julia Paperback - 2025

by James V. Lambers; Amber C. Mooney; Vivian Ashley Montiforte

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From the publisher

The textbook is an expansion of Explorations in Numerical Analysis that includes new chapters covering topics from machine learning. It is intended for advanced undergraduate and early graduate students, with a focus on the connections between numerical analysis and machine learning.

Topics covered include computer arithmetic, error analysis, solution of systems of linear equations by direct and iterative methods, least squares problems, eigenvalue problems, nonlinear equations, optimization, polynomial interpolation and approximation, numerical differentiation and integration, ordinary differential equations, partial differential equations, machine learning, classification, regression, and neural networks.

Each problem is presented with derivations of solution techniques, analysis of their efficiency, accuracy and robustness, and detailed implementation using the Julia programming language. This book is suitable for a year-long course in numerical analysis, or for a one-semester course in numerical linear algebra (Part II) or machine learning (Part VI).

Details

  • Title Explorations in Numerical Analysis and Machine Learning with Julia
  • Author James V. Lambers; Amber C. Mooney; Vivian Ashley Montiforte
  • Binding Paperback
  • Pages 876
  • Volumes 1
  • Language ENG
  • Publisher World Scientific Publishing Company
  • Publication date 2025-12-05
  • ISBN 9789819819485 / 9819819482
  • Weight 3.05 lbs (1.38 kg)
  • Dimensions 9.61 x 6.41 x 1.51 in (24.41 x 16.28 x 3.84 cm)
  • Category Mathematics

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Explorations In Numerical Analysis And Machine Learning With Julia

Explorations In Numerical Analysis And Machine Learning With Julia

by James V Lambers

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9789819819485 / 9819819482
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Paperback / softback. New. The textbook is an expansion of Explorations in Numerical Analysis that includes new chapters covering topics from machine learning. It is intended for advanced undergraduate and early graduate students, with a focus on the connections between numerical analysis and machine learning.Topics covered include computer arithmetic, error analysis, solution of systems of linear equations by direct and iterative methods, least squares problems, eigenvalue problems, nonlinear equations, optimization, polynomial interpolation and approximation, numerical differentiation and integration, ordinary differential equations, partial differential equations, machine learning, classification, regression, and neural networks.Each problem is presented with derivations of solution techniques, analysis of their efficiency, accuracy and robustness, and detailed implementation using the Julia programming language. This book is suitable for a year-long course in numerical analysis, or for a… Read more
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A$178.66
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Explorations in Numerical Analysis and Machine Learning with Julia
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Explorations in Numerical Analysis and Machine Learning with Julia

by James V Lambers, Amber Sumner Mooney, Vivian A Montiforte, James Quinlan

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9789819819485 / 9819819482
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World Scientific Publishing, 2025. New. Author: James V Lambers, Amber Sumner Mooney, Vivian A Montiforte, James QuinlanPublisher: World Scientific PublishingISBN: 9789819819485Release Date: 2025Languages: EnglishBinding: PaperbackNumber Of Pages: 876Details: Each problem is presented with derivations of solution techniques, analysis of their efficiency, accuracy and robustness, and detailed implementation using the Julia programming language. This book is suitable for a year-long course in numerical analysis, or for a one-semester course in numerical linear algebra (Part II) or machine learning (Part VI). Editorial Reviews About the Author James V Lambers is an Applied Mathematics Researcher working with Peraton, Inc. and the US Naval Research Laboratory, an Affiliated Professor in the School of Mathematics and Natural Sciences at The University of Southern Mississippi, and an ACUE Distinguished Teaching Scholar. His research interests… Read more
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Explorations In Numerical Analysis And Machine Learning With Julia
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Explorations In Numerical Analysis And Machine Learning With Julia

by James V Lambers

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Explorations In Numerical Analysis And Machine Learning With Julia
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Explorations In Numerical Analysis And Machine Learning With Julia

by Lambers, James V (Author)/ Mooney, Amber C Sumner (Author)/ Montiforte, Vivian Ashley (Author)/ Quinlan, James (Author)

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World Scientific Publishing Co Pte Ltd, 2025. Paperback. New. 876 pages. 6.69x0.73x9.61 inches.
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Explorations in Numerical Analysis and Machine Learning with Julia
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Explorations in Numerical Analysis and Machine Learning with Julia

by Lambers James

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Explorations in Numerical Analysis and Machine Learning with Julia
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Explorations in Numerical Analysis and Machine Learning with Julia

by Lambers, James V,Mooney, Amber Sumner,Quinlan, James,Montiforte, Vivian A

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Explorations in Numerical Analysis and Machine Learning with Julia
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Explorations in Numerical Analysis and Machine Learning with Julia

by Lambers, James V

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paperback. Good. Access codes and supplements are not guaranteed with used items. May be an ex-library book.
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