📍 Toronto, ON · 🎓 Sheridan College, Computer Science (Data Analytics) · 📄 IEEE published
I build data pipelines people can trust: validation rules that catch bad data early, governance that keeps models accountable, and LLM workflows that are tested like any other system.
Data Analyst, Red Pico (Mar 2026 to present)
- ✅ Built automated validation rules in Informatica across 90% of critical pipelines in one quarter
- 🧭 Governance workflows in Dataiku for model lineage, bias metrics and compliance
- ⚡ SQL tuning and transformations on 100k+ row tables for internal dashboards
- 🤖 Generative AI Associate, Innodata Canada (Aug 2025 to Mar 2026): training data and human-in-the-loop evaluation that improved LLM accuracy, fluency and coherence by 25%+
- 🚚 AI/ML Developer, Sheridan Centre for Applied AI (Sep 2024 to Aug 2025): fleet KPI extraction with a locally deployed Llama 3, 60% better extraction accuracy through prompt engineering, BERTopic taxonomy work
- 🩺 Machine Learning Data Scientist, Sheridan Centre for Applied AI (May 2024 to Aug 2024): 100,000+ patient records, 40% accuracy gain with a voting ensemble
| project | what it is | |
|---|---|---|
| 🛡️ | DQ Rules Agent | Profiles a dataset and generates explainable data quality rules from its own statistics, no LLM needed. Exports to Great Expectations, pandera and SQL. |
| 🏆 | FairLens | AI hiring platform with PII anonymization and a diversity dashboard. 2nd best capstone project award |
| 📄 | LLM-Summarize-BERTopic | Research published at ACDSA 2025 (IEEE): LLM summaries improve BERTopic topic modeling. Read the paper |
| 🧪 | Automated KPI Validation | Tests LLM extracted KPIs for faithfulness to the source document with DeepEval |
| 💬 | AWS RAG Chatbot | Document-aware chatbot on AWS Bedrock, Titan embeddings and OpenSearch |
📊 Data: SQL, Python (pandas, NumPy), Informatica, Alation, Dataiku, Power BI, Spark, Hive, MongoDB
🛡️ Data Quality & Data Governance: validation rules, data profiling, lineage, bias metrics and compliance workflows (Dataiku, Informatica, Alation, Great Expectations, pandera)
🧠 ML & AI: scikit-learn, PyTorch, TensorFlow, LLMs, RAG, BERTopic, LangGraph, DeepEval
☁️ Cloud & apps: AWS (S3, Bedrock, OpenSearch, Amplify, CloudWatch), Google Cloud, Flask, FastAPI, Dash
Honours Bachelor of Computer Science (Data Analytics), Sheridan College, 2025 · GPA 3.55/4