James Ballard

Title: James Ballard: Inventor in Machine Learning Security

Introduction

James Ballard is an inventor based in Ottawa, Canada, associated with Hiddenlayer, Inc. His patent work focuses on monitoring machine-learning models for potential adversarial attacks.

Latest Patents

Ballard is named on 1 patent: “Machine learning model adversarial attack monitoring.” The invention detects potential attacks by analyzing vectorized data submitted to a machine-learning model alongside the model’s corresponding outputs. It determines a confidence level indicating whether the data may be part of a malicious act by the requesting user, and can provide that assessment to a consuming application or process. The patent also describes centrally monitoring multiple models associated with different customers in a multi-tenant architecture.

Career Highlights

Ballard’s listed patent reflects work addressing the security and monitoring of machine-learning systems. His affiliation with Hiddenlayer, Inc. connects his inventor profile with a company focused on this area.

Collaborations

The provided information identifies Tanner Burns and Chris Sestito as Ballard’s coworkers. It does not specify their roles in the patent or the nature of their collaboration.

Conclusion

James Ballard’s patent contribution centers on identifying and assessing potential adversarial activity against machine-learning models, including in multi-tenant environments.