The principles of data-centric ai

MH Jarrahi, A Memariani, S Guha - Communications of the ACM, 2023 - dl.acm.org
The Principles of Data-Centric AI Page 1 THE ROLE OF data and its quality in supporting AI
systems is gaining prominence and giving rise to the concept of data-centric AI (DCAI), which …

The principles of data-centric AI (DCAI)

MH Jarrahi, A Memariani, S Guha - arXiv preprint arXiv:2211.14611, 2022 - arxiv.org
Data is a crucial infrastructure to how artificial intelligence (AI) systems learn. However,
these systems to date have been largely model-centric, putting a premium on the model at …

Anomaly detection in time series data using data-centric AI

C Hegde - 2022 IEEE International Conference on Electronics …, 2022 - ieeexplore.ieee.org
Detecting the anomalous data points in the time-series data is a crucial task in most of the
industrial applications where time is a key component. As time-series data is used for …

[HTML][HTML] The Principles of Data-Centric AI Uniting data-centric perspectives and concepts to trace the foundations of DCAI.

MH Jarrahi, A Memariani, S Guha - cacm.acm.org
The role of data and its quality in supporting AI systems is gaining prominence and giving
rise to the concept of data-centric AI (DCAI), which breaks away from widespread model …