Systematic review of data-centric approaches in artificial intelligence and machine learning

• Published in: Data science and management Vol. 6; no. 3; pp. 144 - 157
• Main Author: Singh, Prerna
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.09.2023; KeAi Communications Co. Ltd
• Subjects: Data management; Data preprocessing; Data-centric; Machine learning; MLOps; Semi-supervised learning; Technical debt; MLOps; Data management; Semi-supervised learning; Data preprocessing; Machine learning; Technical debt; Data-centric

Artificial intelligence (AI) relies on data and algorithms. State-of-the-art (SOTA) AI smart algorithms have been developed to improve the performance of AI-oriented structures. However, model-centric approaches are limited by the absence of high-quality data. Data-centric AI is an emerging approach...