MUMBAI, India, Aug. 17 -- Intellectual Property India has published a patent application (202641095128 A) filed by Saveetha Engineering College on August 06, 2026, for Intelligent Machine Learning System For Personalized Educational Content Generation.
Inventors include Mr. P. Sankar; Ms. Hareni. N Reg. No; and Ms. Shalini. N Reg. No.
The application for the patent was published on August 14, 2026, under issue no. 33/2026.
Abstract: ABSTRACT The present invention relates to an intelligent machine learning system for personalized educational content generation. The system comprises a learner information interface, learner state modeling engine, educational knowledge representation, content requirement determination engine, machine learning content generation engine, content validation engine, adaptive assessment engine, learner feedback processor, and personalized delivery interface. The system determines an individual learner's concept-level proficiency, prerequisite knowledge, learning progression, response patterns, deficiencies, and learning requirements. Based on the determined learner state, the system dynamically generates explanations, examples, exercises, assessments, summaries, remedial activities, and advanced learning material having adaptive difficulty, content length, vocabulary, explanation depth, and instructional sequence. Generated content is validated for factual correctness, curriculum alignment, logical consistency, and learner suitability before delivery. Learner responses, interaction behavior, assessment outcomes, and performance information are continuously processed to update the learner state. The updated state controls subsequent content generation, thereby providing a continuous adaptive learning process capable of dynamically addressing individual knowledge gaps, misconceptions, learning progression, and educational objectives.
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