Sunny Liu
Credit Risk Specialist at Fidelity Canada
Toronto, Ontario, Canada
Summary
👤
Senior🎓
Top SchoolSunny Liu is a credit risk specialist and data-savvy finance professional with a decade of experience blending credit analysis, financial modeling, and product-focused analytics. With a Master of Information in Data Science and top-10% CFA Level I performance, he combines rigorous valuation and forecasting skills with hands-on technical tooling across Python, R, Power BI, BigQuery and Excel. At Fidelity Canada and prior roles at Tangerine and Loblaw he built end-to-end dashboards, time-series forecasts, and fraud detection workflows that translated into operational improvements. Equally comfortable presenting to executives and engineering in SQL/feature-engineering contexts, Sunny brings an uncommon mix of equity research DNA and machine-learning curiosity—evident in his public ML-focused GitHub interests—to credit risk and investment decisioning.
10 years of coding experience
3 years of employment as a software developer
Bachelor of Commerce - BCom, Finance and Economics, Bachelor of Commerce - BCom, Finance and Economics at University of Toronto - Rotman School of ManagementMaster of Information, Data Science, GPA 3.98/4.0, Master of Information, Data Science, GPA 3.98/4.0 at University of Toronto
Stackoverflow
93reputation
25kreached
1answer
7questions
Github Skills (68)
adaboost10
elasticsearch10
csc10
error-detection10
kenlm10
rest10
search-engine10
java10
error-correction10
multi-task-learning10
bert10
squad9
e-mail9
naive-bayes9
restful9
Programming languages (7)
Github contributions (5)
SunnyMarkLiu/paper-notes-monthly
Oct 2018 - Nov 2018
Contributions:21 commits, 19 pushes, 3 issues in 1 month
SunnyMarkLiu/ml-dl-notes
Aug 2018 - Sep 2018
Contributions:13 commits, 48 pushes, 1 branch in 15 days
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