株式会社極東書店トップ ＞ 商品一覧 ＞ Data-Centric Artificial Intelligence for Multidisciplinary Applications.
商品詳細
Data-Centric Artificial Intelligence for Multidisciplinary Applications.
・ISBN 978-1-032-61006-1 hard GB£ 145.99
￥46,249.- (税込) ※（※）価格はご注文時の参考価格となります。
納品価格につきましては書籍の入荷時点で確定となります。
版元の原価改定、外国為替の変動等により異なる場合がございますので、予めご了承下さい。
| 著者・編者 | N Mahalle, Parikshit / Wasatkar, Namrata Nishant / R. Shinde, Gitanjali (eds.), |
|---|---|
| 出版社 | (Chapman & Hall/CRC, UK) |
| 出版年月 | 2024 |
| ページ数 | 294 pp. |
| 言語 | ENG |
| ニュース番号 | ＜A02-12427＞ |
解説
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