Company Filing History:
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2 out of 832,880 Years Active: 2021-2025
Title: Ramasubramanian Sundaram: Innovator in Natural Language Processing
Introduction
Ramasubramanian Sundaram is a prominent inventor based in Hyderabad, Telangana, India. He has made significant contributions to the field of natural language processing, holding a total of 7 patents. His innovative work focuses on developing systems and methods that enhance the efficiency and effectiveness of machine learning models.
Latest Patents
One of his latest patents is titled "Systems and methods relating to knowledge distillation in natural language processing models." This method involves creating a student model from a teacher model for knowledge distillation. The process includes providing the teacher model trained on a first training dataset, generating candidate student models by randomly selecting layers from the teacher model, and evaluating their performance based on a predetermined model evaluation criterion.
Another notable patent is the "Global confidence classifier for information retrieval in contact centers." This method leverages a global confidence classifier to improve information retrieval in contact centers. It involves receiving a user query, performing feature extraction, identifying a subset of documents likely to respond to the query, and re-ranking these documents based on a global confidence classifier model.
Career Highlights
Ramasubramanian has worked with Genesys Cloud Services, Inc., where he applied his expertise in natural language processing. His work has significantly impacted the development of intelligent systems that enhance user interactions in contact centers.
Collaborations
Throughout his career, Ramasubramanian has collaborated with talented individuals such as Pavan Buduguppa and Basil George. These collaborations have fostered innovation and contributed to the advancement of technology in their respective fields.
Conclusion
Ramasubramanian Sundaram is a distinguished inventor whose work in natural language processing has led to several impactful patents. His contributions continue to shape the future of intelligent systems and enhance user experiences in various applications.