MUMBAI, India, Nov. 2 -- Intellectual Property India has published a patent application (202521039722 A) filed by Lti Mindtree Ltd. on April 25, 2025, for Method And System For Automatically Integrating An External Machine Learning Model Into A Target Computing Environment.

Inventor includes Kakumanu Sudhir Kumar.

The application for the patent was published on October 30, 2026, under issue no. 44/2026.

Abstract: A method and system (106) for automatically integrating an external machine learning (ML) model into a target computing environment (108) is disclosed. The system (106) verifies the integrity of the external ML model based on model documentation (102) using a dual-layer security verification including cryptographic validation and documentation compliance analysis. Feature requirements are extracted from the model documentation (102) using NLP and features required by the external ML model are mapped to available data in the target computing environment (108) using a multi-tiered mapping strategy. The system (106) identifies missing features through comparison of model requirements and available data and generates executable code to create the identified missing features. The external ML model is then executed using the mapped and created features, and outputs from the external ML model are processed using a multi-layer approach.

Disclaimer: Curated by HT Syndication.