Data-Centric Artificial Intelligence for Multidisciplinary Applications (eBook, ePUB)

Redaktion: N Mahalle, Parikshit; R. Shinde, Gitanjali; Wasatkar, Namrata Nishant

• Format: ePub

Produktbeschreibung

This book explores the need for a data-centric AI approach and its application in the multidisciplinary domain, compared to a model-centric approach.

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Produktdetails

• Verlag: Taylor & Francis
• Seitenzahl: 320
• Erscheinungstermin: 6. Juni 2024
• Englisch
• ISBN-13: 9781040031179
• Artikelnr.: 70403190

Autorenporträt

Dr. Parikshit N. Mahalle is a senior member of the IEEE and is Professor and Head of Department of Artificial Intelligence and Data Science at Vishwakarma Institute of Information Technology, Pune, India. He completed his Ph.D. from Aalborg University, Denmark and continued as Post Doc Researcher at CMI, Copenhagen, Denmark. He has 23+ years of teaching and research experience. He is a member of the Board of Studies in Computer Engineering, Ex¿Chairman Information Technology, SPPU and various Universities and autonomous colleges across India. He has 9 patents, 200+ research publications (Google Scholar citations¿2250 plus, H index¿22 and Scopus Citations are 1190 plus with H index ¿16), and authored/edited 42+ books with Springer, CRC Press, Cambridge University Press, etc. He is editor¿in¿chief for IGI Global - International Journal of Rough Sets and Data Analysis, Associate Editor for IGI Global - International Journal of Synthetic Emotions, Inter¿science International Journal of Grid and Utility Computing, member of Editorial Review Board for IGI Global - International Journal of Ambient Computing and Intelligence. His research interests are machine learning, data science, algorithms, internet of things, identity management and security. He is a recognized Ph.D. guide of SSPU, Pune, guiding seven Ph.D. students in the area of IoT and machine learning. Recently, five students have successfully defended their Ph.D. He is also the recipient of the "Best Faculty Award" by Sinhgad Institutes and Cognizant Technologies Solutions. He has delivered 200 plus lectures at national and international levels. He is also the recipient of the best faculty award by Cognizant Technology Solutions. Dr. Gitanjali R. Shinde is Head and Associate Professor in the Department of Computer Science & Engineering (AI &ML), Vishwakarma Institute of Information Technology, Pune, India. She completed her Ph.D. in Wireless Communication from CMI, Aalborg University, Copenhagen, Denmark on the Research Problem Statement "Cluster Framework for Internet of People, Things and Services" - Ph.D. awarded on 8 May 2018. She earned her M.E. in Computer Engineering from the University of Pune, Pune, in 2012 and B.E. in Computer Engineering degree from the University of Pune, Pune, in 2006. She received research funding for the project "Lightweight group authentication for IoT" by SPPU, Pune. She presented a research article in the World Wireless Research Forum (WWRF) meeting, Beijing, China. She received the best paper award at an international conference. She is also reviewer of various international journals Springer, IGI Global, IEEE Transaction and various conferences. She has published 50+ papers in National and International conferences and journals (Google Scholar citations¿700 plus, H index¿11). She is author of 10+ books with publishers Springer and CRC Press Taylor & Francis Group, and she is also editor of several books. Her book Data Analytics for Pandemics A COVID 19 Case Study was awarded outstanding Book of the year 2020. Dr. Namrata N. Wasatkar is an Assistant Professor in the Department of Computer Engineering, Vishwakarma Institute of Information Technology, Pune, India. She did her Ph.D. in Computer Engineering from Savitribai Phule Pune University, Pune, India on the research problem statement "Rule based Machine translation of simple Marathi sentences to English sentences" - Ph.D. awarded on 17 November 2022. She earned an M.E. in Computer Engineering from the University of Pune, Pune, in 2014 and B.E. in Computer Engineering from the University of Pune, Pune, in 2012. She has received research funding for the project "SPPU online chatbot" by SPPU, Pune. She is also reviewer for various journals and conferences. She has published 15+ papers in National and International conferences and journals. She has authored a book titled Data Centric Artificial Intelligence: A Beginner's Guide.

Inhaltsangabe

I) Section I Recent developments in data-centric AI: 1. Advancements in
Data-Centric AI Foundations, Ethics, and Emerging Technology 2. Emerging
Development and Challenges in Data-Centric AI 3. Unleashing the Power of
Industry 4.0: A Harmonious Blend of Data-Centric and Model- Centric AI 4.
Data centric AI approaches for machine translation II) Section II Data
Centric AI in Healthcare and Agriculture: 5. Case Study Medical Images
Analysis and Classification with Data Centric Approach 6. Comparative
Analysis of Machine Learning Classification Techniques for Kidney Disease
Prediction 7. Fusion of Multi Modal Lumber Spine Scans Using Convolutional
Neural Networks 8. Medical Image Analysis and Classification for Varicose
Veins 9. Brain Tumor Detection using CNN 10. Explainable Artificial
Intelligence in the Healthcare: An Era of Commercialization for AI
Solutions 11. Role of Data centric artificial intelligence in agriculture
12. Detection and Classification of Mango Fruit based on Feature extraction
applying optimized hybrid LA-FF algorithms III) Section III Building AI
with quality Data for multidisciplinary domains: 13 Guiding Your Way:
Solving Student Admission Woes 14. Melodic pattern recognition for
ornamentation features in music computing 15. Content Analysis Framework
for Skill Assessment 16. Machine learning techniques for effective text
mining 17. Emails Classification and Anomaly Detection using Natural
Language Processing