James Kingsbery

Title: Innovations of James Kingsbery

Introduction

James Kingsbery is an accomplished inventor based in Westfield, NJ (US). He has made significant contributions to the field of machine learning and state space models. His innovative work has led to the development of a unique patent that addresses recalibration frequency determination.

Latest Patents

James Kingsbery holds a patent titled "Recalibration frequency determination for state space models." This patent describes devices and techniques for determining a recalibration frequency of a state space model. In various examples, a first hyperparameter for a first dataset is determined. A residual value between a first data point of the first dataset and a machine learning model fitted to the first dataset is calculated. A plurality of second datasets is generated based on the residual value. Second hyperparameters are determined for the plurality of second datasets, and the variability of these second hyperparameters is assessed. A third hyperparameter is determined for a subset of the first dataset, leading to the determination of a recalibration frequency for the machine learning model by comparing the third hyperparameter to the variability of the second hyperparameters. This innovative approach enhances the efficiency and accuracy of machine learning models.

Career Highlights

James Kingsbery is currently employed at Amazon Technologies, Inc., where he continues to push the boundaries of technology and innovation. His work at Amazon has allowed him to collaborate with some of the brightest minds in the industry.

Collaborations

Some of his notable coworkers include Ramesh Natarajan and Kamalakannan Elangovan. Their collaborative efforts contribute to the advancement of technology and innovation within their projects.

Conclusion

James Kingsbery's contributions to the field of machine learning and state space models are noteworthy. His patent on recalibration frequency determination showcases his innovative spirit and dedication to advancing technology. His work at Amazon Technologies, Inc. further emphasizes his role as a leading inventor in the industry.