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Item #:
90353559
Probabilistic Machine Learning: An Introduction (Adaptive Computation and Machine Learning)
89% of respondents would recommend this to a friend
Item #:
90353559
€ 147
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This book offers a detailed and up-to-date introduction to machine learning through the unifying lens of probabilistic modeling and Bayesian decision theory.
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What Stands Out
Comprehensive Coverage
Offers an extensive overview of probabilistic machine learning, making complex concepts accessible to both beginners and advanced practitioners, thus facilitating better understanding and application in various machine learning scenarios.
Real-World Applications
Includes practical examples and case studies, bridging theory and practice, allowing readers to apply learned concepts directly to real-world problems across diverse fields, enhancing practical learning experience.
Updated Insights
Published in 2022, it brings the latest advancements in the field, ensuring readers are equipped with current knowledge and methodologies, positioning them at the forefront of emerging trends in machine learning.
Product Details
- Comprehensive introduction to machine learning presented through the lens of probabilistic modeling and Bayesian decision theory
- Covers mathematical background, basic supervised learning, and advanced topics including transfer learning and unsupervised learning
- Includes end-of-chapter exercises for practical application
- Completely new book reflecting the latest developments in the field, particularly deep learning
- Accompanied by online Python code for reproducing figures and practical implementation
- Part of a series, with a sequel covering more advanced topics in the same probabilistic approach
| Publisher | MIT Press |
| Publication date | 1 Feb. 2022 |
| Language | English |
| Print length | 944 pages |
| ISBN-10 | 0262046822 |
| ISBN-13 | 978-0262046824 |
| Item weight | 1.5 kg |
| Dimensions | 21.3 x 3.3 x 23.5 cm |
Who Should Buy?
-
Graduate Students
Ideal for graduate students pursuing machine learning, providing foundational principles in probabilistic methods.
-
Data Scientists
Data scientists seeking to deepen their understanding of probabilistic models for better data interpretation and predictions.
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Researchers
Researchers exploring advanced machine learning techniques will find valuable insights and methodologies applicable to their studies.
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Beginners
Complete beginners may struggle with complex concepts without prior knowledge in statistics or machine learning.
Product Description
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Customer Questions & Answers
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Question:
What specific topics does the book cover?
Answer: The book covers supervised learning, linear and logistic regression, deep neural networks, transfer learning, and unsupervised learning. -
Question:
Is prior knowledge of machine learning required?
Answer: No prior knowledge is required; it's designed as an introductory text. -
Question:
Can I run the provided code on my computer?
Answer: Yes, the code can be run inside a web browser using cloud-based notebooks.
Higher Education Editorial Review
Probabilistic Machine Learning: An Introduction (Adaptive Computation And Machine Learning) by Kevin Murphy is an expansive text that delves deeply into the world of modern machine learning. With a publication length of 944 pages, it offers thorough coverage of important concepts, including autoencoders and transformer networks, making it a fantastic resource for learners at all levels. Many readers appreciate the clear organization and the explanation of notations, which facilitate an easier transition for those encountering new concepts. Overall, this book serves as an excellent complement to existing knowledge and skilfully bridges the gap between theory and practical application, although some users have noted minor wear issues with the physical copy upon receipt.
Customer Reviews & Ratings
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Pros
- Well-organized content for easy comprehension
- Covers advanced topics like VAE and attention mechanisms
- Suitable for various skill levels in machine learning
- Equipped with great diagrams and visuals
- Accessible introduction to complex subjects
Cons
- Some copies may show signs of wear upon arrival
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€ 147
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Features & Benefits
- Comprehensive introduction to machine learning and deep learning.
- Focus on probabilistic modeling and Bayesian decision theory.
- Covers essential mathematical backgrounds, including linear algebra and optimization.
- Includes practical exercises at the end of each chapter for real-world application.
- Accompanied by online Python code for nearly all figures, enhancing learning.
- Prepares students for advanced topics in machine learning with a sequel.
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