Madhur Panwar

Title: Innovations of Madhur Panwar

Introduction

Madhur Panwar is an accomplished inventor based in Uttar Pradesh, India. He has made significant contributions to the field of technology, particularly in the area of neural topic modeling. His innovative work has garnered attention and recognition in the industry.

Latest Patents

Madhur Panwar holds a patent for a groundbreaking invention titled "System and methods for neural topic modeling using topic attention networks." This patent describes systems and methods for topic modeling that include encoding words of a document using an embedding matrix to obtain word embeddings. The words in the document represent a subset of a vocabulary, and the embedding matrix is trained as part of a topic attention network based on multiple topics. The invention further includes encoding a topic-word distribution matrix using the embedding matrix to obtain a topic embedding matrix, which represents relationships between various topics and vocabulary words. Additionally, it computes a topic context matrix based on the topic embedding matrix and word embeddings, ultimately identifying a topic for the document based on this context matrix.

Career Highlights

Madhur Panwar is currently employed at Adobe Inc., where he continues to push the boundaries of innovation. His work at Adobe allows him to collaborate with other talented professionals in the field, contributing to the development of advanced technologies.

Collaborations

Madhur has worked alongside notable colleagues such as Shashank Shailabh and Milan Aggarwal, who have also made significant contributions to their respective fields. Their collaborative efforts enhance the innovative environment at Adobe.

Conclusion

Madhur Panwar's contributions to neural topic modeling and his patent demonstrate his commitment to advancing technology. His work at Adobe Inc. and collaborations with talented colleagues further solidify his position as a leading inventor in the industry.