Utkarsh Tekriwal

Title: Utkarsh Tekriwal: Inventor in Machine Learning Model Analysis.

Introduction

Utkarsh Tekriwal is an inventor based in Bengaluru, India. His patent work includes a method for analyzing machine learning models and assessing the importance of their features. He is associated with American Express Travel Related Services Company, Inc.

Latest Patents

Tekriwal is named on 1 patent, titled “Machine learning model analysis.” The disclosed approach selects two tuples, each containing a feature vector and a result generated by a machine learning model. It then generates emulated feature vectors, results, and decision instances, and builds a decision tree using the selected tuples and emulated instances. The method computes the importance of each feature in the resulting tree.

Career Highlights

The patent reflects work on interpreting machine learning models through emulated data and decision-tree analysis. This approach is designed to help evaluate how individual features contribute to model decisions.

Collaborations

Tekriwal’s listed coworkers include Lalitha K S and Narayanan Unny Edakunni. His company affiliation connects his patent work with American Express Travel Related Services Company, Inc.

Conclusion

Utkarsh Tekriwal’s patent focuses on analyzing machine learning models and measuring feature importance, highlighting his contribution to methods for understanding model decisions.