Ritwik Mitra

Title: Ritwik Mitra: Innovator in Machine Learning Bias Scoring

Introduction

Ritwik Mitra is an accomplished inventor based in Trenton, NJ (US). He has made significant contributions to the field of machine learning, particularly in the area of bias scoring for project data. With a total of 3 patents to his name, Ritwik is recognized for his innovative approaches to enhancing the reliability and fairness of machine learning projects.

Latest Patents

One of Ritwik's latest patents focuses on the bias scoring of machine learning project data. This invention includes a system and apparatus that enable operations such as receiving project data that defines a proposed machine learning (ML) project. The project data is stored in a project database alongside other projects. The system extracts features from the proposed project and determines a clustering assignment based on these features. This involves comparing the proposed project with other projects to assign it to a cluster with similar bias characteristics. Additionally, the system assesses the risk of potential bias for the proposed project and recommends corrective actions to mitigate this risk. Machine learning models are utilized for project clustering and bias score determination, allowing for updates as new ML projects are evaluated.

Career Highlights

Ritwik currently works at AT&T Intellectual Property I, L.P., where he applies his expertise in machine learning and bias assessment. His work is pivotal in ensuring that machine learning projects are not only effective but also equitable.

Collaborations

Ritwik collaborates with talented individuals such as Emily Dodwell and Balachander Krishnamurthy, contributing to a dynamic and innovative work environment.

Conclusion

Ritwik Mitra is a notable inventor whose work in machine learning bias scoring is shaping the future of technology. His contributions are essential for developing fair and reliable machine learning systems.