Numerical Algorithms Methods for Computer Vision Machine Learning and Graphics 1st Edition Justin Solomon 1482251906 9781482251906
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Product details:
- ISBN 10: 1482251906
- ISBN 13: 9781482251906
- Author: Justin Solomon
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
Table of contents:
CHAPTER 1 Mathematics Review
CHAPTER 2 Numerics and Error Analysis
CHAPTER 3 Linear Systems and the LU Decomposition
CHAPTER 4 Designing and Analyzing Linear Systems
CHAPTER 5 Column Spaces and QR
CHAPTER 6 Eigenvectors
CHAPTER 7 Singular Value Decomposition
CHAPTER 8 Nonlinear Systems
CHAPTER 10 Constrained Optimization
CHAPTER 11 Iterative Linear Solvers
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