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Focusing on the core aspects of artificial intelligence, this textbook provides a thorough introduction to machine learning. It is structured into three parts: the first covers fundamental concepts and linear models; the second explores widely used methods such as decision trees and neural networks; and the third delves into advanced topics like feature selection and reinforcement learning. Each chapter features exercises and additional reading suggestions, encouraging readers to deepen their understanding of the subject.
Nákup knihy
Machine Learning, Zhi-Hua Zhou
- Jazyk
- Rok vydania
- 2022
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- Titul
- Machine Learning
- Jazyk
- anglicky
- Autori
- Zhi-Hua Zhou
- Vydavateľ
- Springer Nature Singapore
- Rok vydania
- 2022
- Väzba
- mäkká
- Počet strán
- 472
- ISBN13
- 9789811519697
- Série
- Hodnotenie
- 4 z 5
- Anotácia
- Focusing on the core aspects of artificial intelligence, this textbook provides a thorough introduction to machine learning. It is structured into three parts: the first covers fundamental concepts and linear models; the second explores widely used methods such as decision trees and neural networks; and the third delves into advanced topics like feature selection and reinforcement learning. Each chapter features exercises and additional reading suggestions, encouraging readers to deepen their understanding of the subject.