Matthew Trentacoste

[my-intials]@matttrent.com
+1.415.326.3226

End-to-end data scientist, Ph.D., and production engineer, focused on transforming research and ideas into usable products for 14 years. Broad experience in domains including machine learning, analysis, web backend, GPU programming, mobile development, and hardware prototypes. I thrive on the challenges of messy, real-word problems (in both the sense of widely-applicable and not-just-software).

Education

2012
PhD in Computer Science, University of British Columbia
2006
MSc in Computer Science, University of British Columbia
2003
BSc in Computer Science, Carnegie Mellon University

Professional experience

2017
Consulting Data Scientist, Figma, San Francisco, CA.
Establishing the analytics foundation. Logging, infrastructure, and analysis assisting both growth and product decisions.
2015-2017
Data Science Community Founding Member, Greylock Partners, Menlo Park, CA.
Helping curate the excellent Greylock data science community.
2014-2016
Data Scientist, Sprig, San Francisco, CA.
Involved in all data aspects of a complex logistics and culinary business. Researched and implemented real-time system for accepting orders, intelligently throttling order-rate based on system load to maximize delivery efficiency while preserving SLA. Designed demand forecasting tools for planning and procurement of future menus. Provided deep analysis to product and business teams.
2013-2014
Computer Scientist, Adobe, San Francisco, CA.
Handled majority of product management responsibilities for mobile photography project. Designed and implemented photo editting UI + underlying GPU image processing algorithms. Developing data pipelines for creative products. Conducting research identifying and classifying visual style of images, as well as recommending content-specific edits.
2009-2013
Scientist, Empty Research, Vancouver, BC.
Multiple projects including computer vision and artificial intelligence algorithms for computational aesthetics, automatically generated websites for mobile devices, and GPU-accelerated mobile photography and vision applications.
2011-2012
Researcher / Developer, Pocket Pixels, Vancouver, BC.
Top-selling selective desaturation photography for iPhone and iPad. Completely rebuilt the app’s graphics framework, included interactive image adjustments and faster performance. After release, the app rose to #6 in the US store.
2013-2014
Research Engineer, Dolby, Vancouver, BC.
Supported the development of Dolby technology licensed to manufacturers, including the SIM2 Grand Cinema SOLAR. Developed calibration methods for accurate display of content on HDR displays, and environment sensing setups for adjusting display color to the viewing environment. Reduced visible artifacts from LED variation by 90%.
2004-2007
Principal Software Developer / Researcher, BrightSide Technologies, Vancouver, BC.
Responsible for the complete design, development, and implementation of a the video processing pipeline for LED-backlight display prototype, the BrightSide DR37-P. Developed the GPU-accelerated software used for all demos, securing 2 years worth of investment capital. Created third-party API for display hardware. Expanded IP portfolio.

Journal articles & papers

2014
Recognizing Image Style, S. Karayev, M. Trentacoste, H. Han, A. Agarwala, T. Darrell, A. Hertzmann, H. Winnemoeller. British Machine Vision Conf.
2012
Scale-Dependent Perception of Countershading: Enhancement or Artifact?, M. Trentacoste, R. Mantiuk, W. Heidrich, F. Dufrot. Eurographics
2011
Glare Encoding of High Dynamic Range Images, M. Rouf, R. Mantiuk, W. Heidrich, M. Trentacoste, C. Lau. CVPR
Blur-Aware Image Downsizing, M. Trentacoste, R. Mantiuk, W. Heidrich. Eurographics
2010
Defocus Techniques for Camera Dynamic Range Expansion, M. Trentacoste, C. Lau, M. Rouf, R. Mantiuk, W. Heidrich. Proceedings of Human Vision and Electronic Imaging XXI
2007
Photometric Image Processing for High Dynamic Range Displays, M. Trentacoste, W. Heidrich, L. Whitehead, H. Seetzen, G. Ward. Journal of Visual Communication and Image Representation, Special Issue on High Dynamic Range Imaging
Ldr2Hdr: On-the-fly Reverse Tone Mapping of Legacy Video and Photographs, A. G. Rempel, M. Trentacoste, H. Seetzen, D. Young, W. Heidrich, L. Whitehead, G. Ward. Transactions on Graphics, SIGGRAPH
2005
Real Illumination from Virtual Environments, A. Ghosh, M. Trentacoste, H. Seetzen, and W. Heidrich. Eurographics Symposium on Rendering
Volume Rendering for High Dynamic Range Displays, A. Ghosh, M. Trentacoste and W. Heidrich. International Workshop on Volume Graphics
2004
High Dynamic Range Display Systems, H. Seetzen, W. Heidrich, W. Stuerzlinger, G. Ward, L. Whitehead, M. Trentacoste, A. Ghosh, A. Vorozcovs. Transactions on Graphics, SIGGRAPH

Patents

2009
Mitigation of LCD Flare, G. Ward, J. Harrison, H. Seetzen, M. Trentacoste, US 2010/0277515 A1
2007
Multiple Modulator Displays and Related Methods, W. Heidrich, M. Trentacoste, G. Ward, H. Seetzen, US 2010/0091045 A1

Talks & other

2015
Adobe Photoshop Fix
2013
Image Features in Python (talk) (slides)
2011
Color Splash
2009
Dolby Vision display
2005
High Dynamic Range Techniques in Graphics: from Acquisition to Display, M. Goesele, W. Heidrich, B. Hoefflinger, G. Krawczyk, K. Myszkowski, M. Trentacoste, Eurographics

References

Ask and ye shall receive.