Computational Mathematics

An introduction to Numerical Analysis and Scientific Computing with Python

Gebonden Engels 2023 9781032262390
€ 183,80
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Samenvatting

This textbook is a comprehensive introduction to computational mathematics and scientific computing suitable for undergraduate and postgraduate courses. It presents both practical and theoretical aspects of the subject, as well as advantages and pitfalls of classical numerical methods alongside with computer code and experiments in Python. Each chapter closes with modern applications in physics, engineering, and computer science.

Features:No previous experience in Python is required.

Includes simplified computer code for fast-paced learning and transferable skills development.

Includes practical problems ideal for project assignments and distance learning.

Presents both intuitive and rigorous faces of modern scientific computing.

Provides an introduction to neural networks and machine learning.

Specificaties

ISBN13:9781032262390
Taal:Engels
Bindwijze:Gebonden
Aantal pagina's:508
Uitgever:Taylor & Francis Ltd

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Inhoudsopgave

1. Introduction to Python. 2. Matrices and Python. 3. Scientific computing. 4. Calculus facts. 5. Roots of equations. 6. Interpolation and approximation. 7. Numerical integration. 8. Numerical differentiation and applications to differential equations. 9. Numerical linear algebra. 10. Best approximations. 11. Unconstrained optimization and neural networks. 12. Eigenvalue problems.

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          Computational Mathematics