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Numerical Algorithms: Methods for Computer Vision, Machine Learning, and Graphics

Amazon.com Price: $77.15 (as of 25/04/2019 23:10 PST- Details)

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Numerical Algorithms: Methods for Computer Vision, Machine Learning, and Graphics presents a new approach to numerical analysis for brand new computer scientists. The use of examples from a broad base of computational tasks, including data processing, computational photography, and animation, the textbook introduces numerical modeling and algorithmic design from a practical point of view and provides insight into the theoretical tools needed to make stronger these skills.

The book covers a variety of topics―from numerical linear algebra to optimization and differential equations―that specialize in real-world motivation and unifying themes. It comprises cases from computer science research and practice, accompanied by highlights from in-depth literature on each and every subtopic. Comprehensive end-of-chapter exercises encourage crucial thinking and build students’ intuition even as introducing extensions of the basic material.

The text is designed for advanced undergraduate and beginning graduate students in computer science and related fields with experience in calculus and linear algebra. For students with a background in discrete mathematics, the book includes some reminders of relevant continuous mathematical background.

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Numerical Algorithms: Methods for Computer Vision, Machine Learning, and Graphics

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