Company Filing History:
3 out of 19 
1 out of 832,880 Years Active: 2001-2014
Title: Tony Ramon Martinez: Innovator in Machine Learning
Introduction
Tony Ramon Martinez is a notable inventor based in Orem, UT (US). He has made significant contributions to the field of machine learning, holding a total of 4 patents. His innovative work focuses on developing advanced machine learning models that enhance predictive capabilities.
Latest Patents
Among his latest patents is the "Hierarchical based sequencing machine learning model." This model employs a hierarchical approach to predict multiple interdependent output components of a decision-making process. The method involves determining an order for these components and sequentially training a classifier for each component based on input and previously predicted components.
Another significant patent is the "Instance weighted learning machine learning model." This model introduces a method for training classifiers by associating quality values with each training instance in a sequence of reinforcement learning. The training process is designed to weight instances differently based on their quality values, allowing the classifier to learn more effectively from higher-quality instances.
Career Highlights
Tony has worked with various companies, including Insidesales.com, where he applied his expertise in machine learning to drive innovation. His work has been instrumental in developing solutions that leverage data for improved decision-making processes.
Collaborations
Tony has collaborated with notable professionals in his field, including Xinchuan Zeng and R Brian Moncur. These collaborations have contributed to the advancement of machine learning technologies and methodologies.
Conclusion
Tony Ramon Martinez is a distinguished inventor whose work in machine learning continues to influence the industry. His patents reflect a commitment to innovation and a deep understanding of complex predictive models.