Company Filing History:
Years Active: 2016-2021
Title: Rajendra Prasad Singh: Innovator in Machine Learning Visualization
Introduction
Rajendra Prasad Singh is a notable inventor based in Durham, NC (US). He has made significant contributions to the field of machine learning and data visualization, holding a total of 3 patents. His work focuses on enhancing the understanding and usability of machine learning models through innovative visualization techniques.
Latest Patents
One of Rajendra's latest patents is the "Hyperparameter tuning system results viewer." This invention presents a visualization while tuning a machine learning model. The model tuning process involves repeatedly training and scoring a model type with different sets of hyperparameter values. An objective function value is computed for each set of hyperparameters, and data stored in a history table is accessed to identify these hyperparameters. The process includes selecting a page template, updating it with accessed data, and refreshing the display with new data at specified intervals.
Another significant patent is focused on "Techniques for visualizing clustered datasets." This invention utilizes multiple colors and color gradients to represent data from different clustered datasets. It allows for the visualization of dominant clusters in heat maps and enables the identification of useful patterns and relationships among clustered datasets. The techniques can generate heat maps and matrices presented via a user interface, enhancing the interpretability of complex data.
Career Highlights
Rajendra Prasad Singh is currently employed at SAS Institute Inc., a leading analytics software company. His work at SAS has allowed him to apply his innovative ideas in practical applications, contributing to advancements in data science and machine learning.
Collaborations
Rajendra has collaborated with notable colleagues, including Xiangxiang Meng and Oleg Borisovich Golovidov. These collaborations have fostered a creative environment that encourages the exchange of ideas and the development of cutting-edge technologies.
Conclusion
Rajendra Prasad Singh is a distinguished inventor whose work in machine learning visualization has made a significant impact in the field. His innovative patents reflect his commitment to enhancing data interpretation and usability.