1.

Record Nr.

UNINA9910751383203321

Autore

Mahalle Parikshit N

Titolo

Data Centric Artificial Intelligence: A Beginner’s Guide / / by Parikshit N. Mahalle, Gitanjali R. Shinde, Yashwant S. Ingle, Namrata N. Wasatkar

Pubbl/distr/stampa

Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2023

ISBN

9789819963539

9819963532

Edizione

[1st ed. 2023.]

Descrizione fisica

1 online resource (137 pages)

Collana

Data-Intensive Research, , 2731-5568

Altri autori (Persone)

ShindeGitanjali Rahul <1983->

IngleYashwant S

WasatkarNamrata N

Disciplina

006.3

Soggetti

Computational intelligence

Artificial intelligence

Artificial intelligence - Data processing

Computational Intelligence

Artificial Intelligence

Data Science

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Nota di contenuto

Introduction -- Model-Centric AI -- Data-Centric Principles for AI Engineering -- Mathematical Foundation for Data Centric AI -- Data-Centric AI -- Data-Centric AI in healthcare -- Data-Centric AI in Mechanical Engineering -- Data-Centric AI in Information Communication and Technology -- Conclusion.

Sommario/riassunto

This book discusses the best research roadmaps, strategies, and challenges in data-centric approach of artificial intelligence (AI) in various domains. It presents comparative studies of model-centric and data-centric AI. It also highlights different phases in data-centric approach and data-centric principles. The book presents prominent use cases of data-centric AI. It serves as a reference guide for researchers and practitioners in academia and industry.