Democratization of artificial intelligence for the future of humanity / (Record no. 71318)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 05856cam a22006011i 4500 |
| 001 - CONTROL NUMBER | |
| control field | 9781003057789 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20220711212444.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 201104s2021 flua o 000 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781000220063 |
| -- | (ePub ebook) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 1000220060 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781000219944 |
| -- | (PDF ebook) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 1000219941 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781000220001 |
| -- | (Mobipocket ebook) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 1000220001 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9781003057789 |
| -- | (ebook) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 1003057780 |
| 082 04 - CLASSIFICATION NUMBER | |
| Call Number | 006.3 |
| 100 1# - AUTHOR NAME | |
| Author | Vuppalapati, Chandrasekar, |
| 245 10 - TITLE STATEMENT | |
| Title | Democratization of artificial intelligence for the future of humanity / |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 1st. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | 1 online resource : |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Remark 2 | <P><STRONG>SECTION I -- INTRODUCTION TO ARTIFICIAL INTELLIGENCE AND FRAMEWORKS</STRONG></P><P>Introduction</P><P>What is AI? </P><P>AI Epoch's: Waves of Compute</P><P>AI Hype Cycle -- Current and Emerging Technologies</P><P>AI -- End-To-End (E2E) Process -- Turning Data into Actionable Insights</P><P>Microsoft Azure -- AI E2E Platform</P><P>AI Development Operations (DevOps) Loop for Data Science</P><P>AI -Performance and Computational Notations</P><P>AI for Greater Good -- Solving Humanity and Societal Challenges</P><P>References</P><P></P><B><P>Standard Processes and Frameworks</P></B><P>Digital Transformation</P><P>Digital Feedback Loop</P><P>Insights Value Chain</P><P>The CRISP-DM Process</P><P>Building Blocks of AI -- Major Components of AI</P><P>AI Reference Architectures</P><P>References</P><B><P>SECTION II -- DATA SOURCES AND ENGINEERING TOOLS</P><P>Data -- Call for Democratization </P></B><P>Call for Action</P><P>The Last Mile -- Constrained Compute Devices AND "AI Chasm"</P><P>References</P><B><P></P><P>Machine Learning Frameworks and Device Engineering</P></B><P>Machine Learning Device Deployments</P><P>xRC Modeling: Model Accuracy-Connectivity-Hardware (MCH) Framework</P><P>Circular Buffers</P><P>AI Democratization -- "Crossing the Chasm"</P><P>References</P><P></P><B><P>Device Software and Hardware Engineering Tools</P></B><P>Software Engineering Tools</P><P>Hardware and Engineering Tools</P><P>Libraries</P><P>References</P><P><B>SECTION III -- MODEL DEVELOPMENT AND DEPLOYMENT</P><P>Supervised Models </P></B><P>Decision Trees</P><P>XGBoost</P><P>Random Forrest</P><P>Naïve Bayesian</P><P>Linear Regression</P><P>Kalman Filter</P><P>References</P><P></P><B><P>Unsupervised Models</P></B><P>Hierarchical Clustering</P><P>K-Means Clustering</P><P>References</P><B><P>SECTION IV -- DEMOCRATIZATION AND FUTURE OF AI</P><P>National Strategies </P></B><P>National Technology Strategies for Serving People</P><P>The United Nations AI Technology Strategy </P><P>The role of the UN </P><P>AI in the Hands of People </P><P>References</P><B><P></P><P>Future </P></B><P>Democratization of Artificial Intelligence for the Future of Humanity </P><P>Dedication</P><P>Acknowledgement</P><P>Preface</P><P></P><B><P>Appendix </P><P></P><P>Index</P></B> |
| 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. |
| 650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| General subdivision | Social aspects. |
| 650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| General subdivision | Industrial applications. |
| 650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| General subdivision | Government policy. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | https://www.taylorfrancis.com/books/9781003057789 |
| 856 42 - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | http://www.oclc.org/content/dam/oclc/forms/terms/vbrl-201703.pdf |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | eBooks |
| 264 #1 - | |
| -- | Boca Raton : |
| -- | CRC Press, |
| -- | 2021. |
| 336 ## - | |
| -- | text |
| -- | rdacontent |
| 336 ## - | |
| -- | still image |
| -- | rdacontent |
| 337 ## - | |
| -- | computer |
| -- | rdamedia |
| 338 ## - | |
| -- | online resource |
| -- | rdacarrier |
| 588 ## - | |
| -- | OCLC-licensed vendor bibliographic record. |
| 650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | Artificial intelligence |
| 650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | Artificial intelligence |
| 650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | Artificial intelligence |
| 650 #7 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | COMPUTERS / Computer Graphics / General |
| 650 #7 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | COMPUTERS / Machine Theory |
| 650 #7 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | COMPUTERS / Programming / Systems Analysis & Design |
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