Location History:
- Birmingham, AL (US) (2007)
- Nashville, TN (US) (2011 - 2024)
Company Filing History:
8 out of 21 
4 out of 832,966 Years Active: 2007-2024
Title: The Innovative Mind of Timothy Wayne Estes
Introduction
Timothy Wayne Estes is a prominent inventor based in Nashville, TN (US). He has made significant contributions to the field of machine learning and knowledge representation, holding a total of 12 patents. His work focuses on developing systems and methods that enhance the efficiency and effectiveness of machine learning models.
Latest Patents
One of his latest patents is titled "Systems and methods for rapidly building, managing, and sharing machine learning models." This invention provides a comprehensive approach to managing the lifecycle of machine learning models. It includes processes such as receiving unannotated data, requesting annotations, building models based on annotated data, and deploying these models to client systems. The system also allows for the collection of production annotations to generate new models that incorporate these insights.
Another notable patent is "Systems and methods for construction, maintenance, and improvement of knowledge representations." This method involves reading text data and creating semantic annotations to generate annotated messages. It utilizes trained statistical language models to produce predictive labels that correspond to language patterns. The method also includes aggregating annotated messages and performing global analytics functions to identify and correct annotation errors.
Career Highlights
Timothy has worked with various companies throughout his career, including Digital Reasoning Systems, Inc. His innovative work has positioned him as a key figure in the development of advanced machine learning technologies.
Collaborations
He has collaborated with notable individuals in the field, including James Johnson Gardner and Matthew Russell. Their combined expertise has contributed to the success of various projects and innovations.
Conclusion
Timothy Wayne Estes exemplifies the spirit of innovation in the realm of machine learning and knowledge representation. His patents and collaborative efforts continue to influence the industry and pave the way for future advancements.