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Linear Algebra in Data Science

SKU: 9783031549083

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Additional information

Full Title

Linear Algebra in Data Science

Author(s)

Peter Zizler, Roberta La Haye

Edition
ISBN

9783031549083, 9783031549076

Publisher

Birkhäuser

Format

PDF and EPUB

Description

This textbook explores applications of linear algebra in data science at an introductory level, showing readers how the two are deeply connected. The authors accomplish this by offering exercises that escalate in complexity, many of which incorporate MATLAB. Practice projects appear as well for students to better understand the real-world applications of the material covered in a standard linear algebra course. Some topics covered include singular value decomposition, convolution, frequency filtering, and neural networks. Linear Algebra in Data Science is suitable as a supplement to a standard linear algebra course.