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CRC Press

Data-Centric Artificial Intelligence for Multidisciplinary Applications

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Product Code: 9781032610061
ISBN13: 9781032610061
Condition: New
$157.94

Data-Centric Artificial Intelligence for Multidisciplinary Applications

$157.94
 
This book explores the need for a data-centric AI approach and its application in the multidisciplinary domain, compared to a model-centric approach. It examines the methodologies for data-centric approaches, the use of data-centric approaches in different domains, the need for edge AI and how it differs from cloud-based AI. It discusses the new category of AI technology, "data-centric AI" (DCAI), which focuses on comprehending, utilizing, and reaching conclusions from data. By adding machine learning and big data analytics tools, data-centric AI modifies this by enabling it to learn from data rather than depending on algorithms. It can therefore make wiser choices and deliver more precise outcomes. Additionally, it has the potential to be significantly more scalable than conventional AI methods. * Includes a collection of case studies with experimentation results to adhere to the practical approaches * Examines challenges in dataset generation, synthetic datasets, analysis, and prediction algorithms in stochastic ways * Discusses methodologies to achieve accurate results by improving the quality of data * Comprises cases in healthcare and agriculture with implementation and impact of quality data in building AI applications


Author: Parikshit N Mahalle, Namrata Nishant Wasatkar, Gitanjali R. Shinde
Publisher: CRC Press
Publication Date: Jun 06, 2024
Number of Pages: NA pages
Language: English
Binding: Hardcover
ISBN-10: 1032610069
ISBN-13: 9781032610061
 

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