Analyzing Analytics
eBook - PDF

Analyzing Analytics

  1. English
  2. PDF
  3. Available on iOS & Android
eBook - PDF

Analyzing Analytics

Book details
Table of contents
Citations

About This Book

This book aims to achieve the following goals: (1) to provide a high-level survey of key analytics models and algorithms without going into mathematical details; (2) to analyze the usage patterns of these models; and (3) to discuss opportunities for accelerating analytics workloads using software, hardware, and system approaches. The book first describes 14 key analytics models (exemplars) that span data mining, machine learning, and data management domains. For each analytics exemplar, we summarize its computational and runtime patterns and apply the information to evaluate parallelization and acceleration alternatives for that exemplar. Using case studies from important application domains such as deep learning, text analytics, and business intelligence (BI), we demonstrate how various software and hardware acceleration strategies are implemented in practice. This book is intended for both experienced professionals and students who are interested in understanding core algorithms behind analytics workloads. It is designed to serve as a guide for addressing various open problems in accelerating analytics workloads, e.g., new architectural features for supporting analytics workloads, impact on programming models and runtime systems, and designing analytics systems.

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Yes, you can access Analyzing Analytics by Rajesh Bordawekar,Bob Blainey,Ruchir Puri in PDF and/or ePUB format, as well as other popular books in Technology & Engineering & Electrical Engineering & Telecommunications. We have over one million books available in our catalogue for you to explore.

Information

Publisher
Springer
Year
2022
ISBN
9783031017490
Topic
Technology & Engineering
Subtopic
Electrical Engineering & Telecommunications
Index
Technology & Engineering

Table of contents

  1. Cover
  2. Copyright Page
  3. Title Page
  4. Contents
  5. Introduction
  6. Overview of Analytics Exemplars
  7. Accelerating Analytics
  8. Accelerating Analytics in Practice: Case Studies
  9. Architectural Desiderata for Analytics
  10. Examples of Industrial Sectors and Associated Analytical Solutions
  11. Bibliography
  12. Authors' Biographies