Aditya Mantha

Title: Aditya Mantha: Innovator in Real-Time Recommendation Systems

Introduction

Aditya Mantha is a prominent inventor based in Sunnyvale, CA, known for his contributions to technology and innovation. With a total of 12 patents to his name, he has made significant strides in the field of computing and machine learning. His work focuses on developing systems that enhance user experience through real-time recommendations and advanced data processing techniques.

Latest Patents

One of Aditya's latest patents is titled "Systems and methods for generating real-time recommendations." This application relates to apparatus and methods for providing recommended items to advertise. In this innovation, a computing device determines a first set of items for recommendation based on historical user data associated with a user, and a second set of items for recommendation based on real-time user session data. The computing device then determines a subset of the first set of items based on associated scores and a predetermined threshold number of first items that can be presented for optimal user interaction. Ultimately, the computing device generates a set of item recommendations by combining the subset of the first set of items and at least one of the second set of items to present to the user as advertisements.

Another notable patent is "Gender attribute assignment using a multimodal neural graph." This system includes one or more processors and non-transitory computer-readable media storing computing instructions. When executed, these instructions perform functions such as receiving item descriptions and respective attribute values for each item in a set. The system generates text embeddings and creates a graph of the set of items based on co-view data. It trains the text embedding model and a machine learning model using a neural loss function based on the graph, ultimately determining a label for each item in the set.

Career Highlights

Aditya Mantha currently works at Walmart Apollo, LLC, where he applies his expertise in technology and innovation. His role involves developing advanced systems that leverage data to improve user interactions and advertising strategies. His contributions have been instrumental in enhancing the capabilities of the company's technological offerings.

Collaborations

Aditya collaborates with talented individuals such as Stephen Dean Guo and Kannan Achan. Together, they work on innovative projects that push the boundaries of technology and improve user experiences.

Conclusion

Aditya Mantha is a distinguished inventor whose work in real-time recommendation systems and machine learning has made a significant impact in the tech industry. His innovative patents