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Neural Network Design (2nd Edition)
89% of respondents would recommend this to a friend
DOP 3269
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This book provides a clear and detailed coverage of fundamental neural network architectures and learning rules.
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Detalles de producto
| Publisher | Martin Hagan |
| Publication date | September 1, 2014 |
| Edition | 2nd ed. |
| Language | English |
| Print length | 800 pages |
| ISBN-10 | 0971732116 |
| ISBN-13 | 978-0971732117 |
| Item Weight | 2.98 pounds (1.35 kg) |
| Dimensions | 7.5 x 1.81 x 9.25 inches (19.1 x 4.6 x 23.5 cm) |
Who Should Buy?
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Students
Ideal for students seeking a comprehensive introduction to neural networks and their design principles in AI and machine learning.
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Professionals
Beneficial for professionals looking to enhance their understanding of neural network architectures and applications in industry contexts.
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Researchers
Suitable for researchers who need in-depth knowledge and references for advancing their work in neural network technologies.
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Beginners
Not suitable for absolute beginners with no prior experience in machine learning or neural network concepts.
DESCRIPCIÓN DEL PRODUCTO
Neural Network Design (2nd Edition)
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Neural Networks Editorial Review
**** The "Neural Network Design (2nd Edition)" book has garnered overwhelmingly positive feedback from readers, highlighting its effectiveness as a comprehensive educational resource in the realm of neural networks. Many reviewers noted that the book addresses common pitfalls encountered with other texts by providing clear explanations and a structured approach to learning. A standout feature of this textbook is its careful attention to mathematical foundations, presenting concepts in a way that is approachable even for those with minimal prior knowledge in these areas. Readers appreciate the wealth of worked examples and illustrations, which significantly aid understanding and retention of complex topics like multi-layer perceptrons and recurrent neural networks. This book appears to bridge the gap between novice and expert, making it a suitable recommendation for those new to the field. The linear progression through topics avoids the abrupt difficulty spikes often found in other literature, making learning a smoother experience. While some critics pointed out that the text does not cover convolutional neural networks, the book's authors apparently recognize this limitation as a natural stepping stone to advanced study, as learners will likely be well-prepared to tackle specialized content afterward. Reviewers also praised the book’s hands-on approach, suggesting that a hard copy of the book is preferable for note-taking and referencing, despite it being available for free online. Overall, "Neural Network Design" stands out as a meticulously crafted guide that demystifies neural networks through clear, methodical instruction, making it an invaluable addition to any aspiring data scientist's library. **
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ventajas
- Clear explanations of complex topics
- Comprehensive layout with many worked examples
- Accessible to beginners with minimal math background
- Linear progression through the material
- Strong mathematical foundation provided
Contras
- Does not cover convolutional neural networks
Product Price History
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DOP 3269
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características y beneficios
- Comprehensive exploration of neural network architectures and learning methodologies.
- In-depth training methods for feedforward and recurrent networks.
- Includes advanced techniques like Bayesian regularization and early stopping.
- Practical training tips for various applications like function approximation and pattern recognition.
- Real-world case studies included to illustrate concepts.
- Access to slides and demonstration software online for enhanced learning.
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