Daniel S

Research Team Lead at University of Toronto Machine Intelligence Student Team (UTMIST)

Kingston, Ontario, Canada
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Summary

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Senior
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Top School
Daniel S is a research-focused machine learning engineer and team lead with 12 years of experience, currently pursuing a Mathematics and Computer Science degree at the University of Toronto. He leads undergraduate research at UTMIST developing generative models in weight space to tackle inverse problems like binary quantization and machine unlearning, building on flow matching, energy-based models, and equivariant architectures. His work bridges applied domains—from medical image synthesis published in IJCARs to simulation-based inference for stellar streams—and emphasizes principled theory such as optimal transport and equivariance. Daniel has a track record of turning recent ML advances into practical pipelines and publications (ICLR Workshop 2025), and he deliberately explores parameter symmetries to make models that respect network structure. Based in Kingston, Ontario, he frames his research around “AI for a better world,” combining strong theoretical curiosity with hands-on system building.
code12 years of coding experience
job2 years of employment as a software developer
bookSekolah Lentera Indonesia
bookBachelor's degree, Mathematics and Computer Science, Bachelor's degree, Mathematics and Computer Science at University of Toronto
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Github Skills (39)

spark10
python10
machine-learning-models10
r10
jdbc10
java10
scala10
scale10
sql10
cpp10
hadoop9
apache9
apache-spark9
analytics9
large-scale9

Programming languages (3)

C++ScalaPython

Github contributions (5)

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demoonism/WechatApp

Oct 2013 - Jun 2016

Contributions:3 commits, 1 push in 2 years 9 months
demoonism/Kaggle

Jun 2016 - Oct 2016

Contributions:12 commits, 10 pushes, 1 branch in 3 months
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Daniel S - Research Team Lead at University of Toronto Machine Intelligence Student Team (UTMIST)