标记 received undergraduate degrees in Applied Mathematics and 电的&2005年从科罗拉多大学获得计算机工程学博士学位。他于2009年秋季回到研究生院并获得了硕士学位’威斯康星大学电气工程专业–密尔沃基（Milwaukee）在2011年研究了在低信噪比生物图像中跟踪细胞和亚细胞结构的算法。
标记 began his doctoral work at the University of Wisconsin – Milwaukee, but moved with his supervisor, Dr. Andrew Cohen, to Drexel University in 2012. He received his doctoral degree from Drexel University in December of 2016. 标记’跨学科研究的重点是使用概率模式分析和机器学习以及异构高性能计算集群，以改进生物显微镜数据集中的细胞和亚细胞结构识别。
标记’s career has been varied including some time spent in 3D game programming, medical imaging algorithms design, and high-performance computing consulting. 标记 has spent the last two years working as a Zuckerman postdoctoral researcher based in the Marine Biology department of the University of Haifa Israel. During this time, he has worked with many biologists in Haifa and elsewhere to apply statistical analysis and computational models to answer key biological questions. As part of his research 标记 is currently in the Netherlands collaborating with a group at the University of Amsterdam.
As a independent contractor, 标记 is applying his background in machine learning and high-performance computing to provide advice and context to Volpe Koenig on related patent claims and evidence searches.