Explorations In Numerical Analysis And Machine Learning With Julia

Language: English

Published by World Scientific Publishing Co Pte Ltd, SG, 2025

9819819482 / 9789819819485

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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).

Seller Inventory # LU-9789819819485

Title
Explorations In Numerical Analysis And Machine Learning With Julia
Author
James V Lambers, James Quinlan, Amber Sumner Mooney, Vivian A Montiforte
Publisher
World Scientific Publishing Co Pte Ltd, SG
Publication year
2025
Condition
New
Binding
Paperback
Language
English
ISBN 10
9819819482
ISBN 13
9789819819485

Rarewaves.com UK

London, United Kingdom

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