Language
English
Fluent
Work Experience
Software Engineer
December 1, 2023 - January 1, 2026Led development of a modular LLM reliability scoring system for risk mitigation and safe deployment. Built an end-to-end real-time streaming pipeline (Speech-to-Text via WebSocket, multi-label classification) and integrated outputs with downstream LLM summarization to support compliant call logging and agent guidance. Implemented CI/CD, versioned packages, and reusable modules to reduce integration effort and improve maintainability across teams.
Graduate Student Researcher at Coca-Cola Canada Bottling Ltd. & Queen's Smith
January 1, 2023 - May 1, 2023Product Categorization & Normalization Pipeline (NLP / Data Engineering). Designed end-to-end data pipelines to ingest messy product attributes, clean fields, and generate standardized product categories and normalized names across thousands of SKUs. Trained and tuned a T5-based NLP model to support classification and normalization, enabling scalable taxonomy mapping for reporting and inventory workflows. Improved experimentation velocity by CUDA-accelerated PyTorch and modularized preprocessing/training/inference components.
Education
MMAI at Queen's University
August 1, 2022 - November 1, 2023B.S. in Information Systems at University of Minnesota
September 1, 2018 - May 1, 2022MicroMasters in Statistics and Data Science at MITx MicroMasters
January 11, 2030 - March 5, 2026Google Cloud Certified Professional Machine Learning Engineer at Google Cloud
January 11, 2030 - March 5, 2026Qualifications
Google Cloud Certified Professional Machine Learning Engineer
January 11, 2030 - March 5, 2026Industry Experience
Software & Internet
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