Washington Garcia

Systems Research Engineer at University of Dayton Research Institute

Florida, United States
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Summary

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Senior
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Washington Garcia is a Systems Research Engineer with 11 years of experience specializing in the security and interpretability of machine learning systems and reinforcement learning agents. Currently at the University of Dayton Research Institute, he has a track record of academic and applied research across AFRL, Duke, Florida Institute for Cybersecurity, and Philips Healthcare, and is pursuing a PhD in Computer Science at the University of Florida. His work spans practical attacks (query-efficient hard-label DNN attacks), emergent multi-agent communication, and formal threat modeling of ML-enabled authentication—bridging theoretical rigor with real-world system testing. Notably, as an undergraduate he co-developed a Q-Learning rover framework that significantly outperformed random baselines and won institutional recognition, reflecting a hands-on approach to research and experimentation. Based in Florida, he blends deep technical curiosity with experience in both government research labs and industry R&D.
code11 years of coding experience
job7 years of employment as a software developer
bookBachelor's degree, Computer Engineering, Bachelor's degree, Computer Engineering at Florida Atlantic University
bookDoctor of Philosophy - PhD, Computer Science, Doctor of Philosophy - PhD, Computer Science at University of Florida
languagesEnglish, Spanish, Japanese
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Github Skills (21)

data-augmentation6
data-processing6
audio-processing5
python5
image-processing5
classification5
pytorch4
machine-learning4
paddle4
gpu4
q-learning4
deep-learning3
image-augmentation3
theano3
neural-network3

Programming languages (3)

C++Jupyter NotebookPython

Github contributions (5)

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w-garcia/RALVINN3.0

Jan 2016 - Jun 2016

Contributions:2 releases, 24 commits, 4 PRs in 4 months
boxtheanophysicalproblemrover
Contributions:18 commits, 12 pushes, 1 issue in 1 year 11 months
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