Josh Fleming

Title: Innovations by Josh Fleming

Introduction

Josh Fleming is an accomplished inventor based in Atlanta, GA. He has made significant contributions to the field of machine learning through his innovative patents. With a total of 2 patents, he has developed systems and methods that enhance the efficiency of machine learning models.

Latest Patents

Fleming's latest patents include "Large-scale automated hyperparameter tuning" and "Warm start generalized additive mixed-effect (GAME) framework." The first patent focuses on optimizing hyperparameter values for machine-learning models by utilizing a sample training data set. This process involves iteratively determining maximized hyperparameter values based on performance metrics. The second patent addresses the computational resource challenges associated with retraining GAME models. It introduces a warm-start training solution that significantly reduces the time and resources needed for retraining without compromising model accuracy.

Career Highlights

Josh Fleming is currently employed at Microsoft Technology Licensing, LLC, where he continues to innovate in the field of machine learning. His work has been instrumental in advancing the capabilities of machine learning models, making them more efficient and effective.

Collaborations

Some of his notable coworkers include Kinjal Basu and Chengming Jiang, who contribute to the collaborative environment that fosters innovation at Microsoft.

Conclusion

Josh Fleming's contributions to machine learning through his patents demonstrate his commitment to advancing technology. His work not only enhances model performance but also addresses critical challenges in the field.