Company Filing History:
Years Active: 2025
Title: Innovations by Ting-Hsuan Lin in Machine Learning and Healthcare
Introduction
Ting-Hsuan Lin is an innovative inventor based in San Francisco, CA. She has made significant contributions to the field of machine learning, particularly in applications that intersect with healthcare. Her work focuses on developing systems that enhance the understanding of user behavior in a unique context.
Latest Patents
Ting-Hsuan Lin holds a patent for a "System, method and apparatus for forming machine learning sessions." This invention relates to a system that enables an AI to identify, track, and diagnose users during their bathroom sessions. The technology captures images of excreta and utilizes machine learning algorithms to classify these sessions using Digital Biomarkers (DBMs). This capability allows for the creation of an excreta log, which can provide detailed information to healthcare providers, potentially revolutionizing healthcare by indicating when further screening is necessary.
Career Highlights
Ting-Hsuan Lin is currently employed at Toi Labs, Inc., where she continues to develop innovative solutions that bridge technology and healthcare. Her work is pivotal in creating systems that require no change in user behavior while linking medical records to specific excreta patterns.
Collaborations
Ting-Hsuan collaborates with notable colleagues, including Vikram Kashyap and Dan Cheung. Their combined expertise contributes to the advancement of their projects and the overall mission of Toi Labs, Inc.
Conclusion
Ting-Hsuan Lin's contributions to machine learning and healthcare exemplify the potential of technology to improve medical diagnostics and patient care. Her innovative approach to understanding user behavior in a sensitive context is paving the way for future advancements in the field.