Tristan Aumentado-armstrong
Researcher at Samsung Research America (SRA)
Toronto, Ontario, Canada
Summary
👤
Senior🎓
Top SchoolTristan Aumentado-armstrong is a research scientist at Samsung’s AI Centre in Toronto with a decade of experience bridging machine learning, computer vision, and generative modelling. He completed a PhD in AI focused on weakly supervised 3D representation learning and has driven research ranging from neural rendering and 3D scene editing to image enhancement and super-resolution. His background spans academia and applied research — including a postdoc at York’s CVIL and roles at McGill and The Neuro — giving him deep expertise in medical imaging, computational neuroscience, and deformable 3D shape understanding. Tristan combines strong theoretical foundations with practical systems experience, having built HPC-enabled simulation and job-launch tooling early in his career. He frequently explores cross-disciplinary problems, applying biological and biophysical perspectives to challenging inverse problems in vision.
10 years of coding experience
4 years of employment as a software developer
Doctor of Philosophy - PhD, Artificial Intelligence, Doctor of Philosophy - PhD, Artificial Intelligence at University of TorontoBachelor of Science - BS, Honours Computer Science, Bachelor of Science - BS, Honours Computer Science at McGill University
Github Skills (71)
ruby10
high-performance10
science10
large-data10
data-processing9
ruby-on-rails9
hpc9
rails9
cli8
linux8
density-estimation8
generative8
command-line8
removal8
stylegan7
Programming languages (4)
Github contributions (5)
ttaa9/cbrain
May 2016 - Feb 2017
Contributions:2 PRs, 67 pushes, 14 branches in 8 months
ruby-on-railsrails-frameworkcbrainlarge-datahigh-performance-computing
ttaa9/genren
Nov 2020 - Apr 2021
Contributions:14 commits, 15 pushes, 2 branches in 5 months
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