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 with Model Compression

Neural Networks with Model Compression

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9789819950683
Condition
New
Product Description

Deep learning has achieved impressive results in image classification, computer vision and natural language processing. To achieve better performance, deeper and wider networks have been designed, which increase the demand for computational resources. The number of floating-point operations (FLOPs) has increased dramatically with larger networks, and this has become an obstacle for convolutional neural networks (CNNs) being developed for mobile and embedded devices. In this context, our book will focus on CNN compression and acceleration, which are important for the research community. We will describe numerous methods, including parameter quantization, network pruning, low-rank decomposition and knowledge distillation. More recently, to reduce the burden of handcrafted architecture design, neural architecture search (NAS) has been used to automatically build neural networks by searching over a vast architecture space. Our book will also introduce NAS due to its superiority and state-of-the-art performance in various applications, such as image classification and object detection. We also describe extensive applications of compressed deep models on image classification, speech recognition, object detection and tracking. These topics can help researchers better understand the usefulness and the potential of network compression on practical applications. Moreover, interested readers should have basic knowledge about machine learning and deep learning to better understand the methods described in this book.

Available Colors
Available Sizes
1 Offer Price Range: $139.00 - $139.00
BEST PRICE

Single Product Purchase

$139.00
@ 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
$139.00 $139.00

$139.00
See Site In stock Visit Store

Similar Products

Technosex

$99.99

Finanzierung und Organisation des Sozialstaates

$37.99

Metabolic Disorders and Critically Ill Patients

$199.99

Canonical Equational Proofs

$54.99

Trends in Functional Programming

$39.99

The European Union at the United Nations

$54.99

Marvell and Liberty

$39.99

Judicial Independence in Transition

$189.00

The Future of Logistics

$39.99

Knowledge Engineering and Management

$219.99

Beginning Progressive Web App Development

$69.99

Structural Chemistry of Layer-Type Phases

$219.99

The Truth about Fania Fnelon and the Womens Orchestra of Auschwitz-Birkenau

$79.99

Diversity & Inclusion in Strategie und Kommunikation

$59.99

Public Key Cryptography

$39.99

Phonics Chapter Book - Level 2: What Talent!

$6.74

Business Process Model and Notation

$72.00

Data Governance Success

$89.99

A First Course in Discrete Mathematics

$37.99

The Archive of Ammon Scholasticus of Panopolis

$54.99

Metadata Management in Statistical Information Processing

$54.99

Lexical Semantics and Knowledge Representation in Multilingual Text Generation

$169.99

Approximation with Positive Linear Operators and Linear Combinations

$109.99

Reachability Problems

$54.99

Basiswissen Investition und Finanzierung

$59.99

Business Process Oriented Implementation of Standard Software

$54.99

Ideale Biegedrillknickmomente / Lateral-Torsional Buckling Coefficients

$69.99

Advances in Energy Research, Vol. 1

$129.00

Elements of Applied Bifurcation Theory

$149.00

Substance Use Disorders

$169.99

Principles of Surgical Oncology

$39.99

Approximation auf dem Kubischen Gitter

$59.99

Der Einflu des Wrmeberganges auf die Durchfluzahlen der Steuerorgane von Verbrennungsmotoren

$54.99

Computer Vision - ECCV 2004

$109.99

Famous Composers Diseases Reloaded

$44.99

Activity in Marxs Philosophy

$54.99

The National Innovation System of Belgium

$39.99

A History of Thought on Economic Integration

$39.99

Proceedings of the 10th International Conference on Rotor Dynamics IFToMM

$219.99

Voter Behavior in Economics Perspective

$109.99