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

Optimization Algorithms for Distributed Machine Learning

Optimization Algorithms for Distributed Machine Learning

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031190674
Condition
New
Product Description

This book discusses state-of-the-art stochastic optimization algorithms for distributed machine learning and analyzes their convergence speed. The book first introduces stochastic gradient descent (SGD) and its distributed version, synchronous SGD, where the task of computing gradients is divided across several worker nodes. The author discusses several algorithms that improve the scalability and communication efficiency of synchronous SGD, such as asynchronous SGD, local-update SGD, quantized and sparsified SGD, and decentralized SGD. For each of these algorithms, the book analyzes its error versus iterations convergence, and the runtime spent per iteration. The author shows that each of these strategies to reduce communication or synchronization delays encounters a fundamental trade-off between error and runtime.

Available Colors
Available Sizes
1 Offer Price Range: $34.99 - $34.99
BEST PRICE

Single Product Purchase

$34.99
@ 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
$34.99 $34.99

$34.99
See Site In stock Visit Store

Similar Products

Weekly Reader: Summer Express (Between Grades K & 1) Workbook

$9.74

Hydraulic Extrusion Presses

$54.99

Residual Stress, Thermomechanics & Infrared Imaging, Hybrid Techniques and Inverse Problems, Volume

$219.99

Multiple Classifier Systems

$54.99

Monitoring Environmental Materials and Specimen Banking

$39.99

Issues in Contemporary Oil Paint

$129.99

Recursive Estimation and Time-Series Analysis

$74.99

Marine Slides and Other Mass Movements

$39.99

Tactile Sensing, Information, and Feedback via Wave Propagation

$159.99

Lehrbuch der Algebra

$49.99

Hydrogen Technology

$299.00

Evaluation of Text Summaries Based on Linear Optimization of Content Metrics

$169.99

Starthilfe Graphikfhige Taschenrechner und Numerik

$39.99

Biomimetic and Biohybrid Systems

$54.99

66.-67. Jahresbericht des Sonnblick-Vereines fr die Jahre 1968/1969

$6.99

Oligosaccharides of Chitin and Chitosan

$159.99

Large-Scale Structures in the Universe Observational and Analytical Methods

$84.99

Language and Gender in the Fairy Tale Tradition

$109.99

Krass! Beauty-OPs und Soziale Medien

$17.99

Steuercontrolling und Reporting

$54.99

Materialbedarfsplanung bei variantenreicher Produktion

$59.99

Das Leben der Sterne

$17.99

Soziologische Wissenschaftsgemeinschaften

$59.99

Ecology of small mammals

$219.99

konomie der Abwasserbeseitigung

$64.99

Applications of Evolutionary Computing

$84.99

Young Sun, Early Earth and the Origins of Life

$69.99

House of Salt and Sorrows by Erin A. Craig

$14.99

Prozemanagement

$29.99

Industrie 4.0 im Mittelstand

$44.99

Free Boundary Problems

$109.99

Neurodegenerative Diseases

$199.99

Wrme- und Klteschutz

$59.99

Biomedical Applications of Natural Proteins

$54.99

Laizitt im Konflikt

$49.99

Progress in Cell Cycle Research

$129.00

Wording Robotics

$169.99

New Perspectives on Old Stones

$39.99

Einfhrung in die Theorie des Magnetismus

$59.99

Managing Transitional Justice

$139.99