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Chapman and Hall/CRC Data-Centric Artificial Intelligence for Multidisciplinary Applications

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£128.00 £94.96 £102.17 £109.38 £116.58 £123.79 £131.00 27 July 2026 14 August 2026 01 September 2026 19 September 2026 07 October 2026
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Description
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

Product Specifications
Brand
Chapman and Hall/CRC
Format
hardcover
ASIN
1032610069
Category
Books > Subjects > Business, Finance & Law
Domain
Amazon UK
Release Date
25 July 2024
Listed Since
29 November 2023

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