Company Filing History:
Years Active: 2020-2023
Title: Surendra Ulabala: Innovator in Machine Learning and Image Recognition
Introduction
Surendra Ulabala is a prominent inventor based in Bothell, WA (US), known for his contributions to machine learning and image recognition technologies. With a total of five patents to his name, Ulabala has made significant strides in developing innovative solutions that enhance data processing and analysis.
Latest Patents
One of Ulabala's latest patents is an "Encoder using machine-trained term frequency weighting factors that produces a dense embedding vector." This computer-implemented technique generates a dense embedding vector that provides a distributed representation of input text. The process involves generating an input term-frequency (TF) vector, modifying it with machine-trained weighting factors, and projecting it into an embedding vector of reduced dimensions. This technique can perform various functions, including retrieval, recognition, recommendation, and classification based on the embedding vector.
Another notable patent is the "Ensemble model for image recognition processing." This invention relates to ensemble model processing that improves precision and recall for image recognition tasks. The exemplary ensemble model enhances image recognition through aggregate data modeling, evaluating prediction results from various analyses, including nearest neighbor visual search and categorical image classification. The model is scalable, allowing for the integration of new segments to build deeper learning models while maintaining lower implementation costs.
Career Highlights
Surendra Ulabala is currently employed at Microsoft Technology Licensing, LLC, where he continues to innovate and develop cutting-edge technologies. His work at Microsoft has positioned him as a key player in the field of machine learning and image recognition.
Collaborations
Ulabala has collaborated with notable colleagues, including Arun Sacheti and Yan Wang, contributing to the advancement of technology in their respective fields.
Conclusion
Surendra Ulabala's innovative work in machine learning and image recognition has led to significant advancements in technology. His patents reflect a commitment to enhancing data processing capabilities, making him a valuable contributor to the tech industry.