This inventor holds 1 USPTO granted patent and 3 published patent applications. Top assignee: Microsoft Technology Licensing, LLC. Active years: 2026.
Company Filing History:
Years Active: 2026
Title: Innovations of Amit Kumar Rambachan Singh
Introduction
Amit Kumar Rambachan Singh is a notable inventor based in Bengaluru, India. He has made significant contributions to the field of extreme classification processing, particularly through his innovative patent. His work focuses on utilizing advanced techniques such as graphs and neural networks to enhance document classification.
Latest Patents
Amit Kumar Rambachan Singh holds a patent titled "Extreme classification processing using graphs and neural networks." This patent describes systems and methods for learning classifiers that annotate documents with predicted labels in scenarios involving over a million labels. The process includes receiving a joint graph that consists of documents and labels as nodes. Multi-dimensional vector representations of documents are generated through graph convolution of the joint graph. Each document representation adjusts its reliance on neighboring nodes to better accommodate context. The document representations undergo feature transformation using a residual layer. Per-label document representations are then created based on neighboring label attention. A classifier is trained for each of the over a million labels through joint learning using training data and the per-label document representation. The trained classifier demonstrates high efficiency compared to other classifiers that utilize disjoint graphs of documents and labels.
Career Highlights
Amit Kumar Rambachan Singh is currently associated with Microsoft Technology Licensing, LLC, where he applies his expertise in machine learning and classification systems. His innovative approach has positioned him as a key contributor in the field of extreme classification.
Collaborations
Amit has collaborated with talented individuals such as Arnav Kumar Jain and Manik Varma, enhancing the scope and impact of his work through teamwork and shared expertise.
Conclusion
Amit Kumar Rambachan Singh's contributions to extreme classification processing highlight his innovative spirit and technical prowess. His patent reflects a significant advancement in the field, showcasing the potential of combining graphs and neural networks for efficient document classification.