MUMBAI, India, Aug. 12 -- Intellectual Property India has published a patent application (202611076788 A) filed by Noida Institute Of Engineering & Technology on June 21, 2026, for An Ai Based Dataset Bias Detection And Reporting Device.
Inventors include Oshin Misra; and Dr. Raju.
The application for the patent was published on August 07, 2026, under issue no. 32/2026.
Abstract: The invention discloses an AI based dataset bias detection and reporting device configured to examine datasets before machine learning deployment. The device receives dataset records and metadata, profiles data fields, evaluates representation imbalance, identifies subgroup disparities, detects proxy associations, examines labeling consistency, ranks detected findings, and prepares structured reports with corrective recommendations. The device preserves audit information and configuration settings to support reproducible review, governance assessment, and compliance workflows across tabular, textual, annotated, and mixed datasets in enterprise artificial intelligence environments.
Disclaimer: Curated by HT Syndication.