Work#
Machine Learning Engineer
Mar 2026 – Present
Layer 6 AI · TD Bank
- Built the automated evaluation framework on the Agentic AI team, now used to evaluate agentic conversations across the entire bank.
- Cut deployment time for new automated evaluation solutions from roughly six months to a few weeks by standardizing the evaluation pipeline and making evaluators configurable.
AI / Machine Learning Engineer
Dec 2024 – Feb 2026
JSI
- Led the migration from a proprietary orchestration framework to Agno/LangChain, enabling a modular, LLM-based agentic retrieval and summarization system integrated with MCP; deployed on-premises across customer sites with 100+ GPUs.
- Built a real-time RAG pipeline to embed and retrieve billions of multimodal records (audio, text, image), significantly improving search latency and contextual relevance.
- Spearheaded the company-wide evaluation framework, using DeepEval and A/B testing to measure relevance, latency, and interaction quality.
Junior AI / Machine Learning Engineer
May 2019 – Sep 2022
JSI
- Designed and deployed a real-time threat detection system that scanned high-volume multimodal data streams (audio, text, images, video) to detect and alert on high-risk activity using anomaly detection and proprietary ML models.
- Proposed and implemented a Kafka-based event-driven architecture for time-sensitive alerting, reducing end-to-end notification latency by 33%.
Education#
Master of Computer Science (Thesis), Machine Learning
2022 – 2024
Carleton University
GPA 4.0 / 4.0. Thesis: Toward Robust Automated Cardiovascular Arrhythmia Detection using Self-supervised Learning and 1D Vision Transformers.
Courses: Advanced Machine Learning, Natural Language Processing, Deep/Reinforcement Learning.
Honours BSc Computer Science, AI Specialization
2016 – 2020
University of Ottawa
GPA 4.0 / 4.0, summa cum laude.
Skills#
Machine learning
Transformers & LLMs
RAG & vector search
Agents & MCP
Self-supervised learning
Parameter-efficient fine-tuning
Time-series
LLM evaluation
Engineering
Python
PyTorch
LangChain / Agno
DeepEval
Docker & Kubernetes
Kafka
HPC / GPU
SQL
C#
JavaScript
Languages: English (fluent), French (intermediate)
