Pingyang He

Title: Innovations by Pingyang He

Introduction

Pingyang He is a notable inventor based in Palo Alto, California. He has made significant contributions to the field of machine learning and visual inspection through his innovative patents. With a total of three patents to his name, He continues to push the boundaries of technology.

Latest Patents

One of his latest patents is a model management system for improving training data through machine learning deployment. This system adaptively refines a training dataset for more effective visual inspection. It trains a machine learning model using the initial training dataset and sends the trained model to a client for deployment. The deployment process generates outputs that are sent back to the system. The system determines that the performance of predictions for noisy data points is inadequate and identifies the cause of failure based on a mapping of the noisy data point to a distribution generated for the training dataset across multiple dimensions. It then retrains the machine learning model with the refined training dataset and sends the retrained model back to the client for re-deployment.

Another significant patent is a user-generated visual guide for the classification of images. This process and system create a visual guide for developing training data for image classification. A processor prompts a user to define a framework for the classification. Qualified human classifiers are then prompted to locate the images within the framework and tag them with labels. The processor ensures that the tagged images have consistent labels and adds images to the training data accordingly.

Career Highlights

Pingyang He is currently employed at Landing AI, where he applies his expertise in machine learning and visual inspection. His work has been instrumental in advancing the capabilities of AI technologies.

Collaborations

He collaborates with notable figures in the industry, including Andrew Yan-Tak Ng and Yu Qing Zhou. Their combined efforts contribute to the development of innovative solutions in the field.

Conclusion

Pingyang He is a prominent inventor whose work in machine learning and visual inspection has led to significant advancements in technology. His innovative patents reflect his commitment to improving AI systems and their applications.