Experience

Work + Projects

Timeline

Work Study — University of Western Ontario

November 2025 – April 2026

Work
  • Creating a physical version of the Graduate SmartStart Brightspace page for Western Engineering.
  • Streamlining a program to create a set template for graduate course syllabus.
  • Researched and compared various universities graduate program to Western's in search of lacking areas.

Summer Student III — University of Western Ontario

June 2025 – August 2025

Work
  • Compiled and presented engagement and attendance data to the Dean's Office, converting raw platform metrics into decision-ready, executive-readable insights.
  • Led the migration of the Graduate SmartStart Brightspace site, consolidating multiple data sources into a single, consistent reporting structure.
  • Adapted quickly across smaller tasks/projects as priorities shifted.
Brightspace Reporting Content Systems

IT Support Summer Student — York Region District School Board

May 2024 – September 2024

Work
  • Worked with sensitive data to identify personal information exposed in a breach scenario.
  • Developed a Python automation script to detect and extract exposed personal information across large datasets following a breach scenario, cutting manual review time by roughly 50%.
Python Data Handling Automation Security

Freelance Website Designer

December 2023 – Present

Work
  • Built modern websites for a CREA-certified real estate agent; increased site traffic by 30% and engagement by 20%.
  • Strengthened core HTML/CSS fundamentals through real client delivery.
HTML CSS UX Client Delivery

IT Support Summer Student — York Region District School Board

May 2023 – September 2023

Work
  • Enhanced intranet UI/functionality using HTML and SharePoint.
  • Built Power BI dashboards with DAX measures to track detected data-exposure incidents, giving IT leadership ongoing visibility into compliance risk.
SharePoint HTML IT Support

Selected Projects

Facial Recognition Door Lock

April 2026

Project
  • Designed an access-control platform integrating facial recognition and RFID authentication with centralized identity/user management and database-backed audit logging for every access event.
  • Implemented multi-factor authentication logic and a distributed FastAPI/WebSocket backend for real-time verification and administrative monitoring, separating the recognition pipeline from the request-handling layer for resilience and least-privilege design.
RFID Machine Learning FastAPI Database Management

Speech Recognition API (Voice-controlled Chrome)

April 2025

Project
  • Built a computer vision workflow with OpenCV + Pytesseract + Google Speech API to control Chrome with voice commands.
  • Continuing development in beta with additional features and test cases.
OpenCV Pytesseract Speech API Accessibility

Brushless DC Motor (Axial Out-runner)

December 2024

Project
  • Designed and built an axial out-runner BLDC motor with CAD parts, magnets, and soldered windings (team of 5).
  • Achieved a working design targeted for ~3A current operation.
CAD Soldering Electromechanics

Deep Learning Prediction Model (LSTM, Time Series)

November 2024

Project
  • Built an LSTM model to predict US economic time series data (team of 4).
  • Applied preprocessing + classification techniques; reached ~83% accuracy.
PyTorch Time Series LSTM

Transfer Learning Classification (SUN397)

April 2024

Project
  • Trained/tested a transfer learning model in TensorFlow/Keras on SUN397.
  • Reached ~75% accuracy over 10 epochs (batch size 32).
TensorFlow Keras Transfer Learning

Azure Data Processing Pipeline

March 2024

Project
  • Built an ETL-style data pipeline using Azure Data Factory to automate ingestion and transformation of structured datasets for downstream analytics.
  • Configured Azure DevOps YAML CI/CD pipelines to automate testing and deployment of pipeline changes.
Azure CI/CD Pipelines

Skills Snapshot

Python, Java, MATLAB, C, HTML/CSS, cloud (Azure/GCP), ML tooling (scikit-learn, PyTorch, NumPy), SQL, SharePoint, CAD, and electronics prototyping.

Python PyTorch NumPy Java MATLAB C SQL Azure GCP CAD

Languages: English and French (fluent).