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Machine Learning: A Bayesian and Optimization Perspective
88% of respondents would recommend this to a friend
HKD 1045
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Machine Learning: A Bayesian and Optimization Perspective gives a unified perspective on machine learning by covering both pillars of supervised learning, namely regression and classification.
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產品詳情
- Provides a unifying perspective on machine learning covering probabilistic and deterministic approaches based on optimization techniques and Bayesian inference
- Suitable for various courses including pattern recognition, signal processing, Bayesian learning, sparse modeling, deep learning, and probabilistic graphical models
- Covers major machine learning methods developed in disciplines such as statistics, signal processing, and computer science
- Explains methods and techniques in depth, supported by examples and problems, making it valuable for students and researchers
- Includes more simple examples on basic theory, rewrites of the Neural Networks and Deep Learning chapter, and expanded treatment of Bayesian learning
| Publisher | Academic Press |
| Publication date | July 31, 2020 |
| Edition | 2nd |
| Language | English |
| Print length | 1160 pages |
| ISBN-10 | 0128188030 |
| ISBN-13 | 978-0128188033 |
| Item Weight | 5.4 pounds (2.45 kg) |
| Dimensions | 7.5 x 2.25 x 9.25 inches (19.1 x 5.7 x 23.5 cm) |
Who Should Buy?
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Beginners in ML
Ideal for users new to machine learning, providing foundational concepts and practical approaches to start their journey.
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Data Scientists
Useful for data scientists looking to enhance their understanding of advanced algorithms and practical applications in the field.
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Academics & Researchers
Beneficial for academics seeking a comprehensive resource for teaching and conducting research in machine learning topics.
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Advanced Practitioners
Not suitable for experienced professionals who already possess deep knowledge of machine learning concepts and techniques.
產品敘述
Machine Learning: A Bayesian and Optimization Perspective
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Signal Processing Editorial Review
Machine Learning: A Bayesian and Optimization Perspective is an essential resource for Machine Learning practitioners delving into the fundamentals of the field. The book offers clear diagrams and comprehensive content, spanning 1160 pages, making it suitable for graduate courses in machine learning. Readers note the effectiveness of the book, particularly appreciating its reference value alongside other texts in Bayesian machine learning. However, some critiques highlight the book's lack of colorful illustrations, which could enhance the understanding of complex mathematical concepts. Despite minor criticisms, it remains a highly recommended title for those serious about mastering machine learning concepts.
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優點
- Comprehensive coverage of machine learning basics
- Clear diagrams enhance understanding
- Suitable for graduate-level courses
- Strong reference point for Bayesian ML
- High quality printing noted by readers
缺點
- Lack of colorful illustrations in the content
Product Price History
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HKD 1045
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特色和優勢
- Covers both regression and classification in machine learning.
- Explains the physical reasoning behind mathematics, without sacrificing rigor.
- Includes case studies and computer exercises.
- Suitable for different courses: pattern recognition, statistical/adaptive signal processing, and statistical/Bayesian learning.
- New edition includes updated chapter on Neural Networks and Deep Learning.
- Expanded treatment of Bayesian learning to include nonparametric Bayesian methods.
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