Company Filing History:
Years Active: 2023-2025
Title: Deepa Mohan: Innovator in Natural Language Understanding
Introduction
Deepa Mohan is a prominent inventor based in San Jose, CA (US). She has made significant contributions to the field of natural language processing, particularly in conversational systems. With a total of 8 patents to her name, her work focuses on enhancing machine learning processes for better understanding of human language.
Latest Patents
One of her latest patents is titled "Methods and apparatus for natural language understanding in conversational systems using machine learning processes." This application relates to innovative apparatus and methods that improve natural language understanding in conversational systems. In this invention, a computing device receives a request that identifies textual data. The device applies a natural language model to the textual data to generate first embeddings, which are crucial for understanding context. Additionally, the natural language model is trained on retail data, including item descriptions and chat session data. The computing device also utilizes a dependency-based model to generate second embeddings from the textual data. By concatenating the first and second embeddings, the device applies an intent and entity classifier to determine the entities and intent for the request. Ultimately, the computing device generates a response based on the identified intent and entities.
Career Highlights
Deepa Mohan has established herself as a key player in the field of machine learning and natural language processing. Her work at Walmart Apollo, LLC has allowed her to explore innovative solutions that enhance user interaction with technology.
Collaborations
Throughout her career, Deepa has collaborated with talented individuals such as Haoxuan Chen and Snehasish Mukherjee. These collaborations have contributed to the advancement of her research and the successful development of her patents.
Conclusion
Deepa Mohan's contributions to natural language understanding through her innovative patents highlight her expertise and dedication to advancing technology. Her work continues to influence the field and improve conversational systems for users worldwide.
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