# DataCI: A Platform for Data-Centric AI on Streaming Data

**Authors:** Huaizheng Zhang, Yizheng Huang, Yuanming Li  
**arXiv:** [2306.15538](https://arxiv.org/abs/2306.15538)  
**Date:** 2023-06-27  
**Summary page:** https://www.summarizepaper.com/fr/paper/2306.15538v2/

## Abstract

We introduce DataCI, a comprehensive open-source platform designed specifically for data-centric AI in dynamic streaming data settings. DataCI provides 1) an infrastructure with rich APIs for seamless streaming dataset management, data-centric pipeline development and evaluation on streaming scenarios, 2) an carefully designed versioning control function to track the pipeline lineage, and 3) an intuitive graphical interface for a better interactive user experience. Preliminary studies and demonstrations attest to the easy-to-use and effectiveness of DataCI, highlighting its potential to revolutionize the practice of data-centric AI in streaming data contexts.