Democratization of artificial intelligence for the future of humanity. (2021)
- Record Type:
- Book
- Title:
- Democratization of artificial intelligence for the future of humanity. (2021)
- Main Title:
- Democratization of artificial intelligence for the future of humanity
- Further Information:
- Note: Chandrasekar Vuppalapati.
- Authors:
- Vuppalapati, Chandrasekar, 1972-
- Contents:
- 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 TechnologySECTION 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 … (more)
- Edition:
- 1st
- Publisher Details:
- Boca Raton : CRC Press
- Publication Date:
- 2021
- Extent:
- 1 online resource, illustrations (black and white)
- Subjects:
- 006.3
Artificial intelligence -- Social aspects
Artificial intelligence -- Industrial applications
Artificial intelligence -- Government policy - Languages:
- English
- ISBNs:
- 9781000220063
9781000219944
9781000220001
9781003057789 - Related ISBNs:
- 9780367524098
9780367524128 - Notes:
- Note: Description based on CIP data; resource not viewed.
- Access Rights:
- Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
- Access Usage:
- Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD.DS.571399
- Ingest File:
- 03_207.xml