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Neural Networks and Deep Learning: A Textbook by Charu - Paperback NEW Charu C.
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eBay item number:394717048992
Item specifics
- Condition
- Weight
- 209
- Subjects
- N/A
- Pages
- 497 Pages
- Size
- H:254mm, W:
- Topic
- Unknown
- Book Title
- Neural Networks and Deep Learning: A Textbook by Charu C. Aggarw
- ISBN
- 9783030068561
- Publication Year
- 2019
- Type
- Textbook
- Format
- Paperback
- Language
- English
- Publication Name
- Neural Networks and Deep Learning: a Textbook
- Item Height
- 254mm
- Publisher
- Springer Nature Switzerland A&G
- Item Width
- 178mm
- Subject
- Computer Science
- Item Weight
- 986g
- Number of Pages
- 497 Pages
About this product
Product Information
This book covers both classical and modern models in deep learning. The primary focus is on the theory and algorithms of deep learning. The theory and algorithms of neural networks are particularly important for understanding important concepts, so that one can understand the important design concepts of neural architectures in different applications. Why do neural networks work? When do they work better than off-the-shelf machine-learning models? When is depth useful? Why is training neural networks so hard? What are the pitfalls? The book is also rich in discussing different applications in order to give the practitioner a flavor of how neural architectures are designed for different types of problems. Applications associated with many different areas like recommender systems, machine translation, image captioning, image classification, reinforcement-learning based gaming, and text analytics are covered. The chapters of this book span three categories: The basics of neural networks: Many traditional machine learning models can be understood as special cases of neural networks. An emphasis is placed in the first two chapters on understanding the relationship between traditional machine learning and neural networks. Support vector machines, linear/logistic regression, singular value decomposition, matrix factorization, and recommender systems are shown to be special cases of neural networks. These methods are studied together with recent feature engineering methods like word2vec. Fundamentals of neural networks: A detailed discussion of training and regularization is provided in Chapters 3 and 4. Chapters 5 and 6 present radial-basis function (RBF) networks and restricted Boltzmann machines. Advanced topics in neural networks: Chapters 7 and 8 discuss recurrent neural networks and convolutional neural networks. Several advanced topics like deep reinforcement learning, neural Turing machines, Kohonen self-organizing maps, and generative adversarial networks are introduced in Chapters 9 and 10. The book is written for graduate students, researchers, and practitioners. Numerous exercises are available along with a solution manual to aid in classroom teaching. Where possible, an application-centric view is highlighted in order to provide an understanding of the practical uses of each class of techniques.
Product Identifiers
Publisher
Springer Nature Switzerland A&G
ISBN-13
9783030068561
eBay Product ID (ePID)
14046693431
Product Key Features
Publication Name
Neural Networks and Deep Learning: a Textbook
Format
Paperback
Language
English
Subject
Computer Science
Publication Year
2019
Type
Textbook
Number of Pages
497 Pages
Dimensions
Item Height
254mm
Item Width
178mm
Item Weight
986g
Additional Product Features
Country/Region of Manufacture
Switzerland
Item description from the seller
Business seller information
Charlies Chapters Ltd
Charles Sword
81 Balmoral Drive
SOUTHPORT
Merseyside
PR9 8QH
United Kingdom
krddf
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The book arrived well packed get & I pristine condition at a good price. I would have liked it by 1st class post & I contacted this Seller via EBAY 'CONTACT' but got NO RESPONSE via either my email account or on ebay and certainly not in my Spam folder...SO what can you say I was inconvenienced a bit but got a positive outcome? I think they're reliable for transactions but something is remiss with electronic communication via EBAY or perhaps not tech savvy or disinterested or unwell etc..
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As usual with this seller, the book was exactly as described and very well packed. However, delivery times can vary significantly. This was one of 4 books ordered at the same time. Two arrived in about a week, but this one took almost 3 weeks. A reliable seller who answers questions promptly, but could improve on dispatch times.
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I keep coming back to this seller to buy my books if they have what I want in stock, as they are always in beautiful mint condition, packaged well, and arrive earlier than listed. Brilliant and prompt communication too. Thanks again! ⭐️⭐️⭐️⭐️⭐️
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