MUMBAI, India, Aug. 10 -- Intellectual Property India has published a patent application (202641089505 A) filed by Vellore Institute Of Technology on July 22, 2026, for System And Method For Autonomous Concept Drift-Adaptive Machine Learning Model Management.
Inventors include Suganya P; Mathiazhagan G; and Arunaya K.
The application for the patent was published on July 31, 2026, under issue no. 31/2026.
Abstract: The present invention discloses a system (100) for autonomous concept drift-adaptive machine learning model management across plurality of streaming data streams. The system (100) includes a computing device (102) having a processor (104) and memory (106) communicatively coupled with a server (108) and database (110) through a network (112). The processor (104) executes plurality of modules (114) including a data ingestion module (116), stream processing module (118), drift detection module (120), drift fusion module (122), future drift prediction module (124), reinforcement learning retraining control module (126), model adaptation module (128), cross-stream coordination module (130), knowledge distillation module (132), model safety module (134), and experiment tracking module (136). The system (100) generates calibrated drift scores, selects cost-aware retraining actions, transfers knowledge across correlated streams, restores degraded models, and records adaptive pipeline operations for auditability and traceability.
Disclaimer: Curated by HT Syndication.
