Company Filing History:
Years Active: 2020-2025
Title: Dayanand Narregudem: Innovator in Machine Learning and Recommendation Systems
Introduction
Dayanand Narregudem is a prominent inventor based in Ann Arbor, MI (US). He has made significant contributions to the fields of machine learning and recommendation systems, holding a total of seven patents. His innovative work focuses on enhancing customer interaction through advanced technology.
Latest Patents
One of his latest patents is a machine learning system for customer utterance intent prediction. This method involves operating a customer utterance analysis system by obtaining a subset of utterances from a larger set. The process includes encoding these utterances into multi-dimensional vectors and generating reduced-dimensionality vectors. Clustering is then performed on these vectors, allowing for the arrangement of utterances into clusters. Labels for at least two clusters are obtained, which are used to generate training data for a neural network model that predicts the intent of an utterance.
Another notable patent is a recommendation system designed to provide personalized and mixed content on a user interface based on content and user similarity. This system includes a content similarity analyzer that identifies content items similar to those viewed by users. It also features a similar user content extraction module that identifies users with similar viewing histories. The system filters content based on similarity scores and transmits the selected content for display on user devices.
Career Highlights
Dayanand has worked with notable companies such as TD Ameritrade IP Company, Inc. and Charles Schwab & Company, Inc. His experience in these organizations has allowed him to apply his innovative ideas in practical settings, contributing to advancements in technology.
Collaborations
Throughout his career, Dayanand has collaborated with talented individuals, including Logan Sommers Ahlstrom and Ravindra Reddy Tappeta Venkata. These collaborations have fostered a creative environment that has led to the development of impactful technologies.
Conclusion
Dayanand Narregudem is a distinguished inventor whose work in machine learning and recommendation systems has made a significant impact in the tech industry. His innovative patents and collaborations highlight his commitment to advancing technology and improving user experiences.