Peter Caton Anthony

Title: The Innovative Mind of Peter Caton Anthony

Introduction

Peter Caton Anthony is a prominent inventor based in Menlo Park, California. With a remarkable portfolio consisting of five patents, Anthony has made significant contributions to the field of document processing technologies. His inventive spirit and technical expertise have led to groundbreaking methods that enhance the efficiency and accuracy of machine learning models.

Latest Patents

Among Peter Caton Anthony's latest innovations is a patent focused on the "Detection of Blanks in Documents." This method involves receiving a document from a user that contains derived text. The process applies a trained blank detection model to make an initial prediction about whether any fields in the document are blank. Furthermore, it compares this prediction with a second prediction generated by an extraction model, enabling precise extraction of the relevant fields.

Another notable patent by Anthony is "Confidence Calibration Using Pseudo-Accuracy." In this system, it describes the methods for training machine learning models effectively. The method includes utilizing multiple first outputs and their ground truth values to determine accuracy metrics. By generating training data rooted in the derived pseudo-accuracies, Anthony's approach trains the machine learning model to predict pseudo-accuracies for future outputs from document extraction models.

Career Highlights

Peter Caton Anthony is currently employed at Intuit, Inc., where he applies his innovative skills to develop advanced technologies. His work focuses on enhancing the capabilities of document processing systems, contributing significantly to Intuit's success in delivering optimized financial solutions to its customers.

Collaborations

Throughout his career, Anthony has collaborated with talented individuals such as Preeti Duraipandian and Sricharan Kallur Palli Kumar. These collaborative efforts reflect the dynamic and innovative atmosphere fostered within Intuit, where teamwork drives technological advancement.

Conclusion

Peter Caton Anthony stands out as a remarkable inventor dedicated to refining machine learning and document accuracy technologies. His latest patents exemplify his commitment to innovation and his significant role in advancing the capabilities of modern document processing. Through his contributions, Anthony continues to shape the landscape of technology at Intuit, Inc.