AINeutralarXiv – CS AI · 6h ago6/10
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dashi: A Python library for Dataset Shift Characterization to Support Trustworthy AI Development and Deployment
Researchers introduce dashi, an open-source Python library that detects and analyzes dataset shifts—changes between training and test data distributions—which can degrade AI model performance. The tool combines unsupervised statistical methods with supervised performance analysis to help developers identify data quality issues across temporal and multi-source environments, particularly relevant for high-stakes applications like healthcare AI.