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Focusing on the intersection of linear algebra and optimization with machine learning, this textbook is designed for graduate students and professors in computer science, mathematics, and data science, while also being accessible to advanced undergraduates. It features numerous examples and exercises, along with a solution manual for instructors, enhancing the learning experience. The structured organization of chapters facilitates a comprehensive understanding of the subject matter.
Nákup knihy
Linear Algebra and Optimization for Machine Learning, Charu C. Aggarwal
- Jazyk
- Rok vydania
- 2021
- Väzba
- (mäkká)
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- Podtitul
- A Textbook
- Jazyk
- anglicky
- Autori
- Charu C. Aggarwal
- Vydavateľ
- Springer International Publishing
- Rok vydania
- 2021
- Väzba
- mäkká
- Počet strán
- 520
- ISBN13
- 9783030403461
- Série
- Hodnotenie
- 4,8 z 5
- Anotácia
- Focusing on the intersection of linear algebra and optimization with machine learning, this textbook is designed for graduate students and professors in computer science, mathematics, and data science, while also being accessible to advanced undergraduates. It features numerous examples and exercises, along with a solution manual for instructors, enhancing the learning experience. The structured organization of chapters facilitates a comprehensive understanding of the subject matter.