Shivangi Dhakad

Title: Innovations by Shivangi Dhakad

Introduction

Shivangi Dhakad is an accomplished inventor based in Redmond, WA (US). She has made significant contributions to the field of technology, particularly in the area of recommendation systems. With a total of two patents to her name, her work showcases her innovative approach to complex data modeling.

Latest Patents

Shivangi's latest patents include a "Multiple-entity-based recommendation system" and a "Message recommendation system." Both patents focus on systems and methods for entity recommendation that utilize rich data. These systems allow items to be recommended and recipients of the recommendation to be modeled as 'complex entities.' This modeling involves static sub-entities and dynamic components, utilizing information about multiple relationships between sub-entities as reflected in bipartite graphs. Generating recommendations from such information involves creating vector representations of the sub-entities based on these bipartite graphs, using graph-based convolutional networks, and combining these representations into items and users to be fed into a classifier model.

Career Highlights

Shivangi works at Microsoft Technology Licensing, LLC, where she continues to develop her innovative ideas. Her work has been instrumental in advancing the capabilities of recommendation systems, making them more effective and user-friendly.

Collaborations

Shivangi collaborates with talented coworkers, including Lekshmi Menon and Amar Budhiraja. Their combined expertise contributes to the success of their projects and enhances the innovative environment at Microsoft.

Conclusion

Shivangi Dhakad is a notable inventor whose work in recommendation systems demonstrates her commitment to innovation and technology. Her patents reflect her ability to tackle complex problems and provide effective solutions.