MUMBAI, India, Aug. 12 -- Intellectual Property India has published a patent application (202611076784 A) filed by Noida Institute Of Engineering & Technology on June 21, 2026, for A Real Time Model Drift Identification And Alert Apparatus.
Inventors include Shweta; and Neelam.
The application for the patent was published on August 07, 2026, under issue no. 32/2026.
Abstract: A real time model drift identification and alert apparatus supervises deployed machine learning models by receiving live inference data, normalizing heterogeneous records, generating current feature and output profiles, and comparing the profiles with approved baseline behavior. The apparatus applies drift metrics and severity evaluation rules to determine whether production model behavior has materially changed. Actionable alerts are routed to responsible users, while event evidence and baseline references are retained for audit. The apparatus supports timely response to model degradation across diverse operational environments.
Disclaimer: Curated by HT Syndication.
