Democratization of artificial intelligence for the future of humanity / (Record no. 127704)

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control field 9781003057789
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control field FlBoTFG
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20220509193001.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION
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007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
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fixed length control field 201104s2021 flua o 000 0 eng d
040 ## - CATALOGING SOURCE
Original cataloging agency OCoLC-P
Language of cataloging eng
Description conventions rda
-- pn
Transcribing agency OCoLC-P
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781000220063
-- (ePub ebook)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 1000220060
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781000219944
-- (PDF ebook)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 1000219941
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781000220001
-- (Mobipocket ebook)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 1000220001
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781003057789
-- (ebook)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 1003057780
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9780367524098 (hbk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9780367524128 (pbk.)
024 8# - OTHER STANDARD IDENTIFIER
Standard number or code 10.1201/9781003057789
Source of number or code doi
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)1230556834
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC-P)1230556834
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number Q335
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM
Subject category code subdivision 012000
Source bisacsh
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM
Subject category code subdivision 037000
Source bisacsh
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM
Subject category code subdivision 051240
Source bisacsh
072 #7 - SUBJECT CATEGORY CODE
Subject category code UB
Source bicssc
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.3
Edition number 23
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Vuppalapati, Chandrasekar,
Dates associated with a name 1972-
Relator term author.
245 10 - TITLE STATEMENT
Title Democratization of artificial intelligence for the future of humanity /
Statement of responsibility, etc Chandrasekar Vuppalapati.
250 ## - EDITION STATEMENT
Edition statement 1st.
264 #1 -
-- Boca Raton :
-- CRC Press,
-- 2021.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource :
Other physical details illustrations (black and white)
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-- text
-- rdacontent
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-- still image
-- rdacontent
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-- computer
-- rdamedia
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-- online resource
-- rdacarrier
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note

SECTION I -- INTRODUCTION TO ARTIFICIAL INTELLIGENCE AND FRAMEWORKS

Introduction

What is AI?

AI Epoch's: Waves of Compute

AI Hype Cycle -- Current and Emerging Technologies

AI -- End-To-End (E2E) Process -- Turning Data into Actionable Insights

Microsoft Azure -- AI E2E Platform

AI Development Operations (DevOps) Loop for Data Science

AI -Performance and Computational Notations

AI for Greater Good -- Solving Humanity and Societal Challenges

References

Standard Processes and Frameworks

Digital Transformation

Digital Feedback Loop

Insights Value Chain

The CRISP-DM Process

Building Blocks of AI -- Major Components of AI

AI Reference Architectures

References

SECTION II -- DATA SOURCES AND ENGINEERING TOOLS

Data -- Call for Democratization

Call for Action

The Last Mile -- Constrained Compute Devices AND "AI Chasm"

References

Machine Learning Frameworks and Device Engineering

Machine Learning Device Deployments

xRC Modeling: Model Accuracy-Connectivity-Hardware (MCH) Framework

Circular Buffers

AI Democratization -- "Crossing the Chasm"

References

Device Software and Hardware Engineering Tools

Software Engineering Tools

Hardware and Engineering Tools

Libraries

References

SECTION III -- MODEL DEVELOPMENT AND DEPLOYMENT

Supervised Models

Decision Trees

XGBoost

Random Forrest

Naïve Bayesian

Linear Regression

Kalman Filter

References

Unsupervised Models

Hierarchical Clustering

K-Means Clustering

References

SECTION IV -- DEMOCRATIZATION AND FUTURE OF AI

National Strategies

National Technology Strategies for Serving People

The United Nations AI Technology Strategy

The role of the UN

AI in the Hands of People

References

Future

Democratization of Artificial Intelligence for the Future of Humanity

Dedication

Acknowledgement

Preface

Appendix

Index

520 ## - SUMMARY, ETC.
Summary, etc Artificial intelligence (AI) stands out as a transformational technology of the digital age. Its practical applications are growing very rapidly. One of the chief reasons AI applications are attaining prominence, is in its design to learn continuously, from real-world use and experience, and its capability to improve its performance. It is no wonder that the applications of AI span from complex high-technology equipment manufacturing to personalized exclusive recommendations to end-users. Many deployments of AI software, given its continuous learning need, require computation platforms that are resource intense, and have sustained connectivity and perpetual power through central electrical grid. In order to harvest the benefits of AI revolution to all of humanity, traditional AI software development paradigms must be upgraded to function effectively in environments that have resource constraints, small form factor computational devices with limited power, devices with intermittent or no connectivity and/or powered by non-perpetual source or battery power. The aim this book is to prepare current and future software engineering teams with the skills and tools to fully utilize AI capabilities in resource-constrained devices. The book introduces essential AI concepts from the perspectives of full-scale software development with emphasis on creating niche Blue Ocean small form factored computational environment products.
588 ## -
-- OCLC-licensed vendor bibliographic record.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Artificial intelligence
General subdivision Social aspects.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Artificial intelligence
General subdivision Industrial applications.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Artificial intelligence
General subdivision Government policy.
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element COMPUTERS / Computer Graphics / General
Source of heading or term bisacsh
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element COMPUTERS / Machine Theory
Source of heading or term bisacsh
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element COMPUTERS / Programming / Systems Analysis & Design
Source of heading or term bisacsh
856 40 - ELECTRONIC LOCATION AND ACCESS
Materials specified Taylor & Francis
Uniform Resource Identifier https://www.taylorfrancis.com/books/9781003057789
856 42 - ELECTRONIC LOCATION AND ACCESS
Materials specified OCLC metadata license agreement
Uniform Resource Identifier http://www.oclc.org/content/dam/oclc/forms/terms/vbrl-201703.pdf

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