A computer-implemented method of performing machine vision prediction of digital images using synthetically generated training assets comprises digitally capturing a plurality of assets; configuring each of the assets in the plurality of assets with a plurality of asset attributes; under computer program control, selecting a plurality of different combinations of parameters from among the plurality of asset attributes, and creating a plurality of sets of different synthetic dataset parameters; using computer graphics software, and example parameter values from among the synthetic dataset parameters, creating a synthetic dataset by compiling from a plurality of example images and metadata; configuring a plurality of machine learning trials and executing the trials to train a machine vision model, resulting in creating and storing a trained machine vision model; executing a validation of the trained machine vision model; and inferring a prediction using the trained machine vision model. Trained models are scored against success criteria and re-trained using pseudo-random sampling of different parameters clustered around failure points. As a result, machine vision models may be trained with high accuracy using large datasets of synthesized digital images that are richly parameterized, rather than human captured digital images.
Isbn (Books And Publications)
Conditional Monte Carlo: Gradient Estimation and Optimization Applications
D'Ambrosio Eye Care IncDambrosio Eye Care Inc 479 Old Un Tpke, Lancaster, MA 01523 9785373900 (phone), 9785376030 (fax)
Dambrosio Eye Care 100 Powdermill Rd, Acton, MA 01720 9788977212 (phone), 9784610345 (fax)
Dambrosio Eye Care Inc 74 Main St, Gardner, MA 01440 9786323930 (phone), 9785376030 (fax)
Procedures:
Ophthalmological Exam
Languages:
English
Description:
Dr. Fu works in Acton, MA and 2 other locations and specializes in Optometry. Dr. Fu is affiliated with Emerson Hospital, HealthAlliance Hospital Leominster, Henry Heywood Memorial Hospital and St Vincent Hospital.
Dec 2011 to May 2013 Senior Director, Investor Relations and Corporate DevelopmentMarcus Food & Beverage Mgmt Co
Mar 2010 to Nov 2011 Vice President, Finance and Real EstateThe Bear Stearns Companies, Inc New York, NY Jun 2006 to Aug 2008 Senior Associate, Real Estate and Lodging GroupBank of America Corporation San Francisco, CA Jul 2005 to May 2006 Associate, Real Estate and Lodging GroupSignal Hill Capital Group LLC Baltimore, MD Jul 2002 to May 2004 Associate, Mergers and AcquisitionsDeutsche Bank AG Baltimore, MD Jul 2000 to Jun 2002 Analyst, Media and Telecommunications Group
Education:
Northwestern University - Kellogg School of Management Evanston, IL Jun 2004 to Jun 2005 MBA in Finance and EntrepreneurshipUniversity of Michigan - Ross School of Business Ann Arbor, MI Sep 1996 to Jun 2000 Bachelor of Business Administration in Finance and Accounting
Jul 2013 to 2000 Curriculum Writer/DeveloperGoogle Inc Mountain View, CA Oct 2012 to Oct 2013 Enterprise Product Fulfillment SpecialistWestlake Middle School Oakland, CA Aug 2011 to Jun 2012 Middle School Science InstructorMaking Waves Academy Richmond, CA Jul 2010 to Jun 2011 Middle School Math Instructor
Education:
UNIVERSITY OF CALIFORNIA, BERKELEY Berkeley, CA May 2009 M.A. in Science and Math Education
2011 to 2012 Director of Program ManagementAsteelFlash Group Fremont, CA 2007 to 2011 Program Management ManagerFlash Electronics Fremont, CA 2006 to 2007 Manager of Program Management (Business Unit Manager)Flash Electronics
2004 to 2006 Global Program ManagerFlash Electronics
2000 to 2004 Program ManagerFlash Electronics
1999 to 2000 Quotations Manager
Education:
University of California at Davis Davis, CA 1992 to 1996 BA in Economics
Skills:
Administration and Office Skills- ERP - SAP Product Management - Agile Office - Microsoft Office (Excel, Project, PowerPoint)