Location History:
- Rohini, IN (2021)
- Delhi, IN (2022)
Company Filing History:
Years Active: 2021-2022
Title: Pratiksha Agarwal: Innovator in Machine Learning and Content Personalization
Introduction
Pratiksha Agarwal is a notable inventor based in Delhi, India. He has made significant contributions to the fields of machine learning and content personalization. With two patents to his name, Pratiksha is recognized for his innovative approaches to complex technological challenges.
Latest Patents
Pratiksha's latest patents include "Rule determination for black-box machine-learning models" and "Personalized dynamic content via content tagging and transfer learning." The first patent describes a method for determining rules that explain the operation of black-box machine-learning models. This is achieved through an interpretation system that generates a proxy model to mimic the behavior of the original model based solely on input-output data. The rules are formulated using a genetic algorithm, resulting in if-then statements that clarify the model's operations.
The second patent focuses on serving personalized content through content tagging and transfer learning. This method involves identifying content elements associated with specific attribute tags and generating user-tag affinity vectors based on user profiles. By calculating user-content affinity scores, the system selects and delivers personalized content to users, enhancing their experience.
Career Highlights
Pratiksha Agarwal is currently employed at Adobe, Inc., where he applies his expertise in machine learning and content personalization. His work at Adobe has allowed him to explore innovative solutions that improve user engagement and content delivery.
Collaborations
Pratiksha collaborates with talented individuals such as Piyush Gupta and Sukriti Verma, contributing to a dynamic work environment that fosters creativity and innovation.
Conclusion
Pratiksha Agarwal is a distinguished inventor whose work in machine learning and content personalization has the potential to transform how technology interacts with users. His patents reflect a deep understanding of complex systems and a commitment to enhancing user experiences through innovative solutions.