Numerical Algorithms
eBook - PDF

Numerical Algorithms

Methods for Computer Vision, Machine Learning, and Graphics

  1. 400 pages
  2. English
  3. PDF
  4. Available on iOS & Android
eBook - PDF

Numerical Algorithms

Methods for Computer Vision, Machine Learning, and Graphics

About this book

Numerical Algorithms: Methods for Computer Vision, Machine Learning, and Graphics presents a new approach to numerical analysis for modern computer scientists. Using examples from a broad base of computational tasks, including data processing, computational photography, and animation, the textbook introduces numerical modeling and algorithmic desig

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Yes, you can access Numerical Algorithms by Justin Solomon in PDF and/or ePUB format, as well as other popular books in Computer Science & Computer Graphics. We have over one million books available in our catalogue for you to explore.

Information

Table of contents

  1. Cover
  2. Accessing the E-book edition
  3. Dedication
  4. Contents
  5. Preface
  6. Acknowledgments
  7. Section I: Preliminaries
  8. Chapter 1: Mathematics Review
  9. Chapter 2: Numerics and Error Analysis
  10. Section II: Linear Algebra
  11. Chapter 3: Linear Systems and the LU Decomposition
  12. Chapter 4: Designing and Analyzing Linear Systems
  13. Chapter 5: Column Spaces and QR
  14. Chapter 6: Eigenvectors
  15. Chapter 7: Singular Value Decomposition
  16. Section III: Nonlinear Techniques
  17. Chapter 8: Nonlinear Systems
  18. Chapter 9: Unconstrained Optimization
  19. Chapter 10: Constrained Optimization
  20. Chapter 11: Iterative Linear Solvers
  21. Chapter 12: Specialized Optimization Methods
  22. Section IV: Functions, Derivatives, and Integrals
  23. Chapter 13: Interpolation
  24. Chapter 14: Integration and Differentiation
  25. Chapter 15: Ordinary Differential Equations
  26. Chapter 16: Partial Differential Equations
  27. Bibliography
  28. Back Cover