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Focusing on linear algebra and optimization, the textbook is designed for graduate students and professors in computer science, mathematics, and data science, while also being accessible to advanced undergraduates. It includes numerous examples and exercises, with a solution manual available for instructors to aid in teaching. The structured chapters facilitate a comprehensive understanding of the material within the context of machine learning.
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Linear Algebra and Optimization for Machine Learning, Charu C. Aggarwal
- Language
- Released
- 2020
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- (Hardcover)
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- Title
- Linear Algebra and Optimization for Machine Learning
- Subtitle
- A Textbook
- Language
- English
- Authors
- Charu C. Aggarwal
- Publisher
- Springer International Publishing
- Released
- 2020
- Format
- Hardcover
- Pages
- 520
- ISBN13
- 9783030403430
- Category
- Mathematics
- Description
- Focusing on linear algebra and optimization, the textbook is designed for graduate students and professors in computer science, mathematics, and data science, while also being accessible to advanced undergraduates. It includes numerous examples and exercises, with a solution manual available for instructors to aid in teaching. The structured chapters facilitate a comprehensive understanding of the material within the context of machine learning.