Sherman Siu

Student

Old Toronto, Ontario, Canada
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Summary

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Sherman Siu is an MMath (CS) student at the University of Waterloo with a decade of hands-on experience building and shipping deep learning systems across industry leaders including Apple, Huawei, and Abnormal Security. He focuses on transformer-based LLMs, computer vision, NLP, and reinforcement learning, with practical achievements ranging from improving speech recognition WER via novel relative position embeddings to boosting text-model accuracy and robustness in production settings. Sherman pairs strong research instincts with production engineering—designing deployment pipelines, automated retraining DAGs, and explainability tools (SHAP/LIME)—and has led end-to-end projects from data prep to executive demos. A Waterloo BMath graduate with minors in statistics and combinatorics & optimization (graduated with distinction), he brings both mathematical rigor and product-minded delivery to applied ML problems. An unspoken strength is his fluency across the stack—cloud orchestration, APIs, and front-end demos—enabling research prototypes to reach users.
code11 years of coding experience
job2 years of employment as a software developer
bookMarc Garneau Collegiate Institute
bookMaster's of Mathematics in Computer Science, Deep Learning, Master's of Mathematics in Computer Science, Deep Learning at University of Waterloo
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Github Skills (200)

transformers10
python10
deep-learning10
gpu10
meter10
lora10
gemma10
cpp10
glm10
c5110
conda-forge10
uci10
multimodal10
audio10
progress-bar10

Programming languages (17)

PowerShellC#JavaC++CSSCRustScala

Github contributions (5)

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shermansiu/staged-recipes

Apr 2025 - Nov 2025

A place to submit conda recipes before they become fully fledged conda-forge feedstocks
Contributions:80 pushes, 13 branches in 7 months
shermansiu/.vim

Feb 2017 - Jan 2023

.vim Backup
Contributions:2 PRs, 3 pushes, 1 branch in 5 years 11 months
neovimbackupvim
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