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Numéro d'article:
90371275
Deep Learning: Foundations and Concepts
87% des répondants recommanderaient ceci à un ami
Numéro d'article:
90371275
XPF 10459
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This essential book equips readers with a robust foundation for potential future specialization in deep learning.
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Ce qui se démarque
Comprehensive Coverage
This book offers an extensive overview of foundational deep learning principles, making it suitable for both beginners and experienced practitioners seeking to strengthen their understanding of the field.
Latest Research
Incorporating cutting-edge research, it provides readers with the most current advancements in deep learning, ensuring they are up-to-date with the latest methodologies and applications.
Practical Applications
With real-world examples and case studies, the book connects theory to practice, enabling readers to apply deep learning concepts effectively in various domains and industries.
Détails du produit
- This book offers a comprehensive introduction to the central ideas that underpin deep learning. It is intended both for newcomers to machine learning and for those already experienced in the field. Covering key concepts relating to contemporary architectures and techniques, this essential book equips readers with a robust foundation for potential future specialization. The field of deep learning is undergoing rapid evolution, and therefore this book focusses on ideas that are likely to endure the test of time.The book is organized into numerous bite-sized chapters, each exploring a distinct topic, and the narrative follows a linear progression, with each chapter building upon content from its predecessors. This structure is well-suited to teaching a two-semester undergraduate or postgraduate machine learning course, while remaining equally relevant to those engaged in active research or in self-study.A full understanding of machine learning requires some mathematical background and so the book includes a self-contained introduction to probability theory. However, the focus of the book is on conveying a clear understanding of ideas, with emphasis on the real-world practical value of techniques rather than on abstract theory. Complex concepts are therefore presented from multiple complementary perspectives including textual descriptions, diagrams, mathematical formulae, and pseudo-code.Chris Bishop is a Technical Fellow at Microsoft and is the Director of Microsoft Research AI4Science. He is a Fellow of Darwin College Cambridge, a Fellow of the Royal Academy of Engineering, and a Fellow of the Royal Society. Hugh Bishop is an Applied Scientist at Wayve, a deep learning autonomous driving company in London, where he designs and trains deep neural networks. He completed his MPhil in Machine Learning and Machine Intelligence at Cambridge University.“Chris Bishop wrote a terrific textbook on neural networks in 1995 and has a deep knowledge of the field and its core ideas. His many years of experience in explaining neural networks have made him extremely skillful at presenting complicated ideas in the simplest possible way and it is a delight to see these skills applied to the revolutionary new developments in the field.” -- Geoffrey HintonWith the recent explosion of deep learning and AI as a research topic, and the quickly growing importance of AI applications, a modern textbook on the topic was badly needed. The New Bishop masterfully fills the gap, covering algorithms for supervised and unsupervised learning, modern deep learning architecture families, as well as how to apply all of this to various application areas. – Yann LeCun“This excellent and very educational book will bring the reader up to date with the main concepts and advances in deep learning with a solid anchoring in probability. Theseconcepts are powering current industrial AI systems and are likely to form the basis of further advances towards artificial general intelligence.” -- Yoshua Bengio
| Publisher | Springer |
| Publication date | 2 Nov. 2023 |
| Edition | 2024th |
| Language | English |
| Print length | 669 pages |
| ISBN-10 | 3031454677 |
| ISBN-13 | 978-3031454677 |
| Item weight | 1.41 kg |
| Dimensions | 19.69 x 3.81 x 26.67 cm |
À qui est-ce destiné ?
-
Aspiring Data Scientists
Ideal for those looking to understand deep learning algorithms and their applications in data science.
-
University Students
Suitable for students enrolled in computer science or AI courses seeking comprehensive knowledge on deep learning.
-
AI Practitioners
Perfect for professionals in AI looking to deepen their understanding of foundational concepts in deep learning.
-
Casual Learners
Not ideal for those with a casual interest in AI who may prefer lighter, introductory content.
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Questions et réponses des clients
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question:
Is this book suitable for beginners?
répondre: Yes, it is designed for newcomers as well as those with experience in machine learning. -
question:
What subjects does this book cover?
répondre: It covers central ideas in deep learning and contemporary architectures and techniques. -
question:
How does the book facilitate learning?
répondre: It presents complex concepts through textual descriptions, diagrams, mathematical formulae, and pseudo-code.
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Caractéristiques et avantages
- Over 300,000 available academic books from a leading publisher.
- Comprehensive introduction to deep learning for both newcomers and experienced individuals.
- Focus on sustainable practices with print-on-demand publishing.
- Well-organized bite-sized chapters for easy understanding and teaching.
- Includes crucial mathematical foundations and practical techniques.
- Written by experts in the field for clear and effective learning.
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