Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Neural Networks and Deep Learning

Neural Networks and Deep Learning

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031296413
Condition
New
Product Description

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. Deep learning methods for various data domains, such as text, images, and graphs are presented in detail. The chapters of this book span three categories: The basics of neural networks: The backpropagation algorithm is discussed in Chapter 2. Many traditional machine learning models can be understood as special cases of neural networks. Chapter 3 explores the connections 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. Fundamentals of neural networks: A detailed discussion of training and regularization is provided in Chapters 4 and 5. Chapters 6 and 7 present radial-basis function (RBF) networks and restricted Boltzmann machines. Advanced topics in neural networks: Chapters 8, 9, and 10 discuss recurrent neural networks, convolutional neural networks, and graph neural networks. Several advanced topics like deep reinforcement learning, attention mechanisms, transformer networks, Kohonen self-organizing maps, and generative adversarial networks are introduced in Chapters 11 and 12. The textbook is written for graduate students and upper under graduate level students. Researchers and practitioners working within this related field will want to purchase this as well. Where possible, an application-centric view is highlighted in order to provide an understanding of the practical uses of each class of techniques. The second edition is substantially reorganized and expanded with separate chapters on backpropagation and graph neural networks. Many chapters have been significantly revised over the first edition. Greater focus is placed on modern deep learning ideas such as attention mechanisms, transformers, and pre-trained language models.

Available Colors
Available Sizes
1 Offer Price Range: $54.99 - $54.99
BEST PRICE

Single Product Purchase

$54.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$54.99 $54.99

$54.99
See Site In stock Visit Store

Similar Products

Technical Artefacts: Creations of Mind and Matter

$109.99

Vernderungstendenzen unternehmerischer Denk- und Entscheidungslogiken

$74.99

Dynamic Analysis of Switching-Mode DC/DC Converters

$39.99

Regenerated Cellulose and Composites

$249.99

Advanced Planning in Supply Chains

$69.99

Mass Supply and Flows in the Solar Corona

$39.99

Rubbery Materials and their Compounds

$329.99

Kompakter Leitfaden fr Energiemanager

$17.99

Regionalismus im sdlichen Afrika

$69.99

Neurosurgery

$159.99

Advances in Food Processing Technology

$119.00

Decision and Game Theory for Security

$54.99

Practical WPF Charts and Graphics

$79.99

Regional Culture and Social Change

$139.99

Situational Method Engineering

$54.99

Poisson Hyperplane Tessellations

$79.99

Algorithms and Architectures for Parallel Processing

$79.99

Sequences and their Applications

$109.99

Computer Vision Approaches to Medical Image Analysis

$54.99

Developments in Language Theory

$54.99

The Millionaire Real Estate Agent by Gary Keller

$27.00

Mental and Behavioral Dysfunction in Movement Disorders

$169.99

Advances in Computer Graphics

$54.99

Modes in Focus: Grade 5

$131.00

Erfolgreiche Organisationsentwicklung im Krankenhaus

$39.99

Zur Sedimentation und Epirogenese im Ruhrkarbon

$49.99

Determinants and Controls of Scientific Development

$219.99

Plant Invaders

$54.99

The Southern African Development Community (SADC) and the European Union (EU)

$139.00

Ergebnisse des IBP-Projekts Zwergstrauchheide Patscherkofel

$49.99

Abschied von der Reparaturkultur

$44.99

The History of Catholic Intellectual Life in Scotland, 19181965

$54.99

Out-of-Equilibrium Physics of Correlated Electron Systems

$119.99

Water-in-Plants Bibliography

$54.99

Development of New Catalytic Performance of Nanoporous Metals for Organic Reactions

$84.99

Methods of Microarray Data Analysis

$109.99

Fractured Vuggy Carbonate Reservoir Simulation

$99.00

An Easy Path to Convex Analysis and Applications

$39.99

In the Margins of Deconstruction

$129.00

Market Risk and Financial Markets Modeling

$119.00