Company Filing History:
Years Active: 2024-2025
Title: Innovations by Suman Mallapura Somasundar: Advancements in Chatbot Technologies
Introduction
Suman Mallapura Somasundar is an emerging inventor based in Sunnyvale, CA. With a remarkable portfolio of two patents, Suman is making significant contributions to the field of artificial intelligence, particularly in the development of scalable chatbot systems. His pioneering work continues to influence the way chatbots operate and interact with users.
Latest Patents
Suman’s latest inventions include two impactful patents:
1. **Fast and Scalable Multi-Tenant Serve Pool for Chatbots**: This patent discloses techniques for providing a scalable multi-tenant serve pool for chatbot systems. It involves a query serving system (QSS) that receives requests for skillbot queries. The QSS consists of multiple deployments in both serving and free pools. When the system determines that the first deployment is unable to serve a query, it seamlessly selects a second deployment from the free pool. This second deployment is then loaded with a machine-learning model specific to the skillbot, effectively ensuring that the query is served with optimized efficiency.
2. **Usage-Based Resource Utilization of Training Pool for Chatbots**: This patent addresses training requests for machine learning models. The system maintains a pool of workers and a queue of training jobs, with each worker configured to train specific types of ML models. Upon receiving a training request, the system validates it and creates a corresponding training job. The process includes the computation of target metrics to dynamically adjust the number of workers in the training pool based on the needs of the training jobs, thus optimizing resource utilization during the training phase.
Career Highlights
Suman Mallapura Somasundar currently works at Oracle International Corporation, a leading tech firm recognized for its innovations in software and hardware systems. His role involves leveraging his expertise in artificial intelligence to enhance the company's offerings in chatbot technologies. Suman's innovative spirit has allowed him to pioneer solutions that make chatbots more effective and responsive.
Collaborations
Throughout his career, Suman has collaborated with numerous talented professionals, including his coworkers Xin Xu and Vishal Vishnoi. These collaborations highlight the importance of teamwork in driving innovation and developing cutting-edge technologies.
Conclusion
Suman Mallapura Somasundar is undoubtedly an influential inventor, whose patents contribute significantly to the field of chatbot systems and machine learning. As the demand for intelligent, responsive chatbots continues to grow, Suman’s innovations will play a crucial role in shaping the future of this technology. His work exemplifies the vital intersection of innovation and practicality in the ever-evolving tech landscape.