Principal Data Scientist/Machine Learning Researcher - Invincea, Inc.
December 2016 - Present
Led research into applications of Deep Learning to malware detection, analysis, and attribution. Developed metrics and analysis tools to enable rapid processing of terabytes of data with minimal impact to performance.
Reseacher and Team Lead - U.S. Army Research Laboratory
Researcher at Army Research Laboratory, June 2013 - November 2016
Leading reseach efforts at the intersection of machine learning and network security within ARL's Network Security Branch.
Research Fellow - ICF International
Researcher at Army Research Laboratory, August 2011 - June 2013
Participating in ongoing fundamental 6.1 research into a variety of topics related to network security at Army Research Laboratory.
Postdoctoral Researcher - UCSB Department of Computer Science
Postdoctoral researcher - Research faculty - July 2010 to August 2011 Contributing to ongoing research in the UCSB CSE group, including work on synchronization properties of large networks of stochastic oscillators, synchronization and entrainment of oscillators under noisy conditions, and computational modeling and simulation of gene/protein regulatory networks.
Research Associate - UCSB Department of Statistics and Applied Probability
Graduate research associate - June 2006 to June 2010
Under the supervision of department faculty, participated in ongoing research within the systems biology program in developing a stochastic model for the behavior of the suprachiasmatic nucleus in maintaining circadian rhythms in both rat and fruit fly model organisms. Regular presenter at group meetings.
Consultant - Amgen Inc. - January 2006 to January 2007
Part-time consultant to Drug Product Process Development
Provided techincal evaluation of reports and submissions. Worked with DPPD personnel to resolve technical questions related to shearing effects and details of previous FDA commitments and communications. Provided advice on harmonizing current technical work with previous filings.
Drug Product Process Development Engineer - Amgen Inc. - June 2000 to August 2005
Responsible for providing technical support for clinical and commercial products, including Aranesp, Enbrel, Epogen, Infergen, and multiple preclinical programs. Support included non-conformance resolution, process transfers, filing support, process optimizations, and yield improvements.
Applied DOE and statistical methods to improve processing, ensure operational success, and lower costs of commercial production and commercial product transfers.
Supported transfer of Enbrel Formulation/Fill/Finish operations to contract manufacturer, resulting in annual benefit of up to $33M and zero process-related FDA comments on filing.
Improved processing for Aranesp Multi-dose formulation, resulting in $10M cost avoidance.
Provided DOE and control chart interpretation for 6-sigma project that increased Enbrel yields an average of 6%, resulting in additional 200,000 units or ~$26M revenue/year.
Provided equipment and process analysis for project to expand Amgen Manufacturing Limited syringe filling capabilities, leading to approximate doubling of syringe filling capacity.
Under aggressive timelines, transferred Formulation/Fill/Finish processes for two major commercial products (Aranesp and Enbrel) to commercial dosage form manufacturing.
Transferred 15 clinical products/formulations to clinical manufacturing with 100% success rate.
Education and Awards
- PhD in Statistics and Applied Probability, University of California, Santa Barbara, June 2010
- Winner of UCSB Affiliates Graduate Dissertation Fellowship, Fall 2009
- MA in Mathematical Statistics, University of California, Santa Barbara, December 2007
- BS in Biochemistry, Worcester Polytechnic Institute, 2000
- Winner of WPI's "Class of 1879 Prize," 2000
- Tau Beta Pi, Massachusetts Alpha Chapter, Inducted winter 1999
Available upon request.