Prerna Khurana

Title: Prerna Khurana: An Innovator in Conversational Systems

Introduction

Prerna Khurana is a remarkable inventor based in Noida, India, known for her groundbreaking work in the field of conversational systems. With three patents to her name, she has established herself as a leading figure in the research and development of technologies that enhance automated assistance in organizations.

Latest Patents

Prerna’s latest patents showcase her innovative approach to solving complex problems in user interaction. One of her key inventions is the "BiLSTM-siamese network based classifier for identifying target class of queries and providing responses thereof." This invention addresses the challenges faced by organizations inundated with various queries, providing an automated solution that alleviates the burden of answering recurring questions effectively. By utilizing a Siamese Model, her classifier learns to determine the semantic similarity of sentences, enhancing its accuracy in predicting the target class of user queries.

Another significant contribution is her patent entitled "Method and system for resolving abstract anaphora using hierarchically-stacked recurrent neural network (RNN)." This innovative system is designed to improve conversational systems by enabling them to handle more sophisticated interactions beyond mere factual responses. By leveraging a deep hierarchical maxpool network, Prerna’s model effectively identifies contextual dependencies, allowing for improved handling of abstract anaphoric references in conversations.

Career Highlights

Prerna Khurana currently works at Tata Consultancy Services Limited, where she applies her expertise in developing advanced conversational systems. Her background in research and her dedication to innovation have made significant contributions to her organization's capabilities in automated solutions.

Collaborations

Throughout her career, Prerna has collaborated with noteworthy colleagues, including Puneet Kumar Agarwal and Gautam Shroff. Their combined efforts in research and development have contributed to the advancement of technologies in the field, strengthening the impact of their work in the tech community.

Conclusion

Prerna Khurana embodies the spirit of innovation and determination in the tech industry. Her contributions to conversational systems not only enhance user interactions but also pave the way for future advancements in automated assistance. As she continues to develop transformative solutions, Prerna remains a vital figure in the exploration of artificial intelligence and machine learning technologies.