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- Information Theory, Inference and Learning Al...
Information Theory, Inference and Learning Algorithms
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This textbook introduces theory in tandem with applications. Information theory is taught alongside practical communication systems, such as arithmetic coding for data compression and sparse-graph codes for error-correction.
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Ce qui se démarque
Détails du produit
- Unites information theory and inference in an entertaining textbook
- Applicable to communication, signal processing, data mining, and more
- Introduces theory alongside practical communication systems and tools
- Covers state-of-the-art error-correcting codes for various applications
- Richly illustrated with over 400 exercises and detailed solutions
- Ideal for self-learning, undergraduate or graduate courses, and professionals
| Publisher | Cambridge University Press |
| Publication date | September 25, 2003 |
| Edition | Illustrated |
| Language | English |
| Print length | 642 pages |
| ISBN-10 | 0521642981 |
| ISBN-13 | 978-0521642989 |
| Item Weight | 3.36 pounds (1.52 kg) |
| Dimensions | 7 x 1.45 x 10 inches (17.8 x 3.7 x 25.4 cm) |
À qui est-ce destiné ?
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Students of Data Science
Ideal for students looking to understand the foundations of information theory and machine learning applications.
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Academics and Researchers
Useful for researchers needing a comprehensive reference in information theory and its algorithmic applications.
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Professionals in AI
Beneficial for professionals working in artificial intelligence who require insights into inference and learning algorithms.
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Casual Readers
Not suitable for casual readers without a strong background in mathematics or computer science.
DESCRIPTION DU PRODUIT
Information Theory, Inference and Learning Algorithms
Product Buying Guide
This buying guide provides comprehensive information about the Illustrated Edition of 'Information Theory, Inference and Learning Algorithms'. Whether you are a student or a professional in fields like communication, data mining, or machine learning, this textbook offers a unique blend of theory and practical applications. With an emphasis on information theory, coding, and inference, this book is a valuable resource for those seeking to expand their knowledge in these areas.
Product Specifications
- Title: Information Theory, Inference and Learning Algorithms Illustrated Edition
- Author: David MacKay
- Edition: Illustrated
- Genre: Textbook
- Pages: Varies
- Language: English
- Publisher: Cambridge University Press
Key Features
- Combines information theory, inference, and learning algorithms
- Covers various applications in communication, data mining, and machine learning
- Includes practical examples and exercises with detailed solutions
- Introduces a toolbox of inference techniques and coding methods
- Richly illustrated
- Suitable for self-learning and undergraduate/graduate courses
Usage Scenarios
- Self-learning resource for individuals interested in information theory and coding
- Textbook for undergraduate or graduate courses in communication, data mining, or machine learning
- Reference guide for professionals in fields such as computational biology or financial engineering
- Supplemental material for researchers and practitioners in areas like pattern recognition or cryptography
Usage Scenarios
- Elements of Information Theory by Thomas M. Cover and Joy A. Thomas
- Pattern Recognition and Machine Learning by Christopher M. Bishop
- Machine Learning: A Probabilistic Perspective by Kevin P. Murphy
Some User Review
- The Illustrated Edition of 'Information Theory, Inference and Learning Algorithms' is a must-have for anyone interested in these subjects. The combination of theory and practical applications makes it easy to grasp complex concepts.
- The examples and exercises provided in the book are extremely helpful in reinforcing the understanding of information theory and coding techniques. The solutions provided enable self-learning and practice.
- I found the illustrations in the book to be very informative and visually appealing. They enhance the learning experience and make the material more engaging.
- As a graduate student in machine learning, this textbook has been an invaluable resource for my studies. The explanations are clear, and the breadth and depth of topics covered are impressive.
- The book strikes a perfect balance between theory and practice. It not only explains the concepts but also shows how they can be applied to real-world problems. Highly recommended!
Competitors
- The price of the Illustrated Edition of 'Information Theory, Inference and Learning Algorithms' is competitive compared to other textbooks in the field.
- Considering its comprehensive coverage and practical examples, the value for money is excellent.
- It is worth noting that the book is available in various formats, including paperback, hardcover, and e-book, allowing buyers to choose the most suitable option based on their preferences and budget.
Buying Considerations
- Consider your specific needs and level of understanding before purchasing this textbook. It is comprehensive and suitable for both beginners and advanced learners, but some prior knowledge in related fields is beneficial.
- If you prefer a more theoretical approach or want to explore specific subtopics in-depth, you may also consider checking out the competitors mentioned earlier.
- Make sure to compare prices and availability from different retailers to find the best deal. Keep an eye out for any additional resources or bonuses that may be included with the book.
Conclusion
In conclusion, the Illustrated Edition of 'Information Theory, Inference and Learning Algorithms' is an invaluable resource for individuals interested in expanding their knowledge in information theory, coding, and inference. With its comprehensive coverage, practical examples, and engaging illustrations, this textbook is suitable for self-learning, as well as undergraduate or graduate courses. Consider your specific needs and budget, compare prices, and make an informed decision to enhance your understanding of these exciting subjects.
Voir moinsThis buying guide provides comprehensive information about the Illustrated Edition of 'Information Theory, Inference and Learning Algorithms'. Whether you are a student or a professional in fields like communication, data mining, or machine learning, this textbook offers a unique blend of theory and practical applications. With an emphasis on information theory, coding, and inference, this book is a valuable resource for those seeking to expand their knowledge in these areas. Continue Reading
Questions et réponses des clients
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Information Theory, Inference and Learning est-il disponible pour effectuer des achats en ligne à Canada ?
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Neural Networks Editorial Review
Information Theory, Inference and Learning Algorithms offers a profound exploration of the intersections of various disciplines, making it an insightful read for advanced students in fields like ECE. With 642 pages of well-illustrated content, it serves both as an introductory text for newcomers and a deeper analysis for those already familiar with information theory. Readers appreciate the book's engaging narrative, reminiscent of a teacher's guidance, even as some mention that certain concepts lack thorough explanations. The book is particularly notable for its coverage of topics such as the Bayesian framework and neural networks, enhancing its appeal to those interested in the practical applications of theoretical concepts.
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Avantages
- Engaging narrative resembles a teacher's guidance
- Well-illustrated with beautiful insights
- Covers multi-disciplinary connections
- Valuable for self-study with solution sections
- Great for advanced studies in ECE
Les inconvénients
- Text size is small and hard to read
Historique des prix du produit
Informations importantes
- Limitations : Pour les produits expédiés à l'international, veuillez noter que toute garantie du fabricant peut ne pas être valide ; les options de service du fabricant peuvent ne pas être disponibles ; les manuels, instructions et avertissements de sécurité des produits peuvent ne pas être dans les langues du pays de destination ; les produits (et les matériaux qui les accompagnent) peuvent ne pas être conçus conformément aux normes, spécifications et exigences d'étiquetage du pays de destination ; et les produits peuvent ne pas être conformes à la tension et aux autres normes électriques du pays de destination (nécessitant l'utilisation d'un adaptateur ou d'un convertisseur le cas échéant). Il incombe au destinataire de s'assurer que le produit peut être importé légalement dans le pays de destination. En cas de commande auprès d'Ubuy ou de ses filiales, le destinataire est l'importateur officiel et doit se conformer à toutes les lois et réglementations du pays de destination.
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CAD 148
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Conforme PCI DSS et certifié ISO 27001:2022, avec des paiements chiffrés et une protection complète de l'acheteur pour chaque commande.
Caractéristiques et avantages
- Information theory and inference taught together
- Applications used to illustrate the theory
- Inference techniques developed alongside application examples
- Richly illustrated with examples and exercises
- Suitable for self-learning or as a course textbook
- Ideal for those in diverse fields like biology, finance, and machine learning
Assurance Ubuy
Profitez d'une expérience d'achat sereine avec des produits 100 % originaux, une sécurité de paiement conforme PCI DSS, une protection des données certifiée ISO 27001, la livraison transfrontalière la plus rapide, les retours gratuits* et un emballage sécurisé pour chaque commande.