Turning data into intelligent solutions
I'm a Data Scientist and AI Engineer passionate about building systems that learn and adapt. My work spans the full spectrum from research to production, with a focus on creating practical AI solutions that deliver measurable impact.
With expertise in LLM agents, machine learning, and quantitative research, I specialize in developing intelligent systems that can reason, analyze, and act on complex data. My background in market data infrastructure ensures these solutions are built for scale and reliability.
I believe in the power of combining rigorous statistical methods with modern AI techniques to solve challenging problems in finance, technology, and beyond.
LLM Agents
Designing and deploying autonomous AI agents using large language models for complex reasoning and task automation.
Machine Learning
Building and optimizing ML pipelines, from feature engineering to model deployment at scale.
Quantitative Research
Developing statistical models and trading strategies with rigorous backtesting frameworks.
Market Data Infrastructure
Architecting high-performance data pipelines for high-frequency tick data, reference data, and corporate actions across global equities and futures markets.
Where I've worked
Senior Data Scientist
Quantitative Research FirmLead research on various data (high-frequency data, corp actions, reference data, supply chain, short interests, stock options, etc.), supporting ML-driven alpha discovery. Architected and deployed agentic LLM workflows to automate data preprocessing.
Senior Data Scientist
BlockDeveloped ML models for payment risk detection. Built pipelines (training ML, fine-tuning LLM) to evaluate value of 3rd party data such as D&B data and Google/Yelp reviews data.
Senior Data Scientist
Ontario Teachers' Pension Plan (Canada TOP3 Fund)Collaborated with traders to develop ML driven pre-trade strategy and post trade analytics. Alt data research (weather, fundamental, esg, etc.). Infrastructure development such as various investment data pipellines and backtesting system.
Manager, Decision Sciences
ScotiabankLeveraged big data analytics/models to create value/insights for customer strategy, product/marketing and risk management.
Data Scientist, Business Advisory
Moneris SolutionsProvided analytics consulting service for sales improvement, marketing retention/growth, and risk management.
Featured work
LLM Agents
Multiple LLM Agents for market data quality and market data research.
Market Data Pipeline
High-performance market data processing system handling millions of events per second. Delivered high-frequency data and reference/corp-actions data with extreme high quality.
Background & credentials
Education
Master of Applied Science
University of Toronto
2014 • Engineering
Bachelor of Science
Huazhong Univ. of Sci. & Tech.
2012 • Engineering
Certifications
CFA Charter Holder
Deep Learning Specialization (Coursera)
Publications
Get in touch
I'm always interested in discussing new opportunities, collaborations, or just having a conversation about AI and data science.