This inventor holds 5 USPTO granted patents and 6 published patent applications. Top assignee: Microsoft Technology Licensing, LLC. Active years: 2011-2026.
Location History:
- Bengaluru, IN (2011)
- New Delhi, IN (2021)
Company Filing History:
Years Active: 2011-2026
Title: Manik Varma: Innovator in Extreme Classification and Search Ranking Technologies
Introduction
Manik Varma is a prominent inventor based in New Delhi, India. He has made significant contributions to the fields of machine learning and artificial intelligence. With a total of 5 patents, his work focuses on enhancing classification processes and search ranking systems.
Latest Patents
One of Manik Varma's latest patents is titled "Extreme classification processing using graphs and neural networks." This invention provides systems and methods for learning classifiers that annotate documents with predicted labels, even when faced with over a million labels. The process involves receiving a joint graph that includes documents and labels as nodes. Multi-dimensional vector representations of documents are generated through graph convolution, allowing for context-aware document representations. These representations are then transformed using a residual layer, leading to the generation of per-label document representations based on neighboring label attention. The trained classifier demonstrates high efficiency compared to other classifiers that utilize disjoint graphs.
Another notable patent is the "Search ranker with cross attention encoder to jointly compute relevance scores of keywords to a query." This computing system includes processing circuitry that implements a ranker module. The module computes relevance scores for a set of candidate keywords in relation to a query, generating a ranked list based on these scores. The ranker utilizes a cross attention encoder to obtain contextual embeddings for both query tokens and keyword tokens, ultimately outputting a ranked list of candidate keywords.
Career Highlights
Manik Varma is currently employed at Microsoft Technology Licensing, LLC, where he continues to innovate in the field of technology. His work has garnered attention for its practical applications and efficiency in processing large datasets.
Collaborations
Throughout his career, Manik has collaborated with talented individuals such as Deepak Saini and Bhawna Paliwal. These collaborations have contributed to the advancement of his projects and the successful development of his patents.
Conclusion
Manik Varma stands out as an influential inventor in the realm of machine learning and search technologies. His innovative patents reflect his commitment to advancing the field and improving classification and ranking systems.