Jayakumar Subramanian

Title: Innovations by Jayakumar Subramanian

Introduction

Jayakumar Subramanian is a notable inventor based in Maharashtra, India. He has made significant contributions to the field of machine learning and e-commerce through his innovative patents. With a total of three patents to his name, Subramanian is recognized for his forward-thinking approach to technology.

Latest Patents

One of his latest patents is focused on customer journey management using machine learning. This invention enhances interactions between users and e-commerce platforms by automatically guiding them to increase conversion chances. The system collects previous sequences of interactions, allowing an artificial neural network (ANN) to learn and estimate a safety value for the current user state. The software agent then provides tailored content based on this safety value and user state.

Another significant patent is related to optimal sequential decision-making with a changing action space. This invention describes systems and methods for machine learning that utilize state information to compute an action vector from an action embedding space. The policy neural network, trained using reinforcement learning, enables the decision-making agent to perform actions that modify its state in the environment based on the computed action vector.

Career Highlights

Jayakumar Subramanian is currently employed at Adobe Inc., where he continues to innovate and contribute to the field of technology. His work at Adobe allows him to apply his expertise in machine learning and enhance user experiences in e-commerce.

Collaborations

Some of his notable coworkers include Piyush Gupta and Nikaash Puri, who collaborate with him on various projects within the company.

Conclusion

Jayakumar Subramanian's contributions to machine learning and e-commerce through his patents demonstrate his innovative spirit and commitment to advancing technology. His work continues to influence the industry and improve user interactions on digital platforms.