Jeremy Kubica

Title: Innovations by Jeremy Kubica

Introduction

Jeremy Kubica is an accomplished inventor based in Wexford, PA (US). He has made significant contributions to the field of predictive modeling and data analysis. With a total of 2 patents to his name, Kubica continues to push the boundaries of technology and innovation.

Latest Patents

His latest patents include "Predictive model performance - Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for analyzing outcome estimation models." This patent outlines a method that involves providing tracer data to a content performance estimation model. The tracer data specifies feature values for a reference content item that is not distributed to users, and for which a reference performance measure is pre-defined. An estimated performance measure is computed for the reference content item, and an accuracy measure is calculated for the content performance estimation model using both the estimated and reference performance measures.

Another notable patent is "Feature selection for large scale models." This patent discloses a method and system for receiving a plurality of potential features to be added to a model that already has existing features. For each potential feature, an approximate model is learned by holding the values of the existing features constant. A performance metric is computed to evaluate the performance of the approximate model, which is then used to rank the potential feature based on a predetermined criterion.

Career Highlights

Jeremy Kubica is currently employed at Google Inc., where he applies his expertise in predictive modeling and data analysis. His work has been instrumental in developing innovative solutions that enhance content performance estimation.

Collaborations

He has collaborated with notable coworkers, including Sameer Singh and Andrew W. Moore, contributing to various projects that leverage their combined expertise in technology and data science.

Conclusion

Jeremy Kubica's contributions to the field of predictive modeling and data analysis are noteworthy. His innovative patents and work at Google Inc. highlight his commitment to advancing technology.