• Developed and implemented an ETL pipeline to automate the extraction of movie data from the TMDB API,
transforming and loading the information into a MySQL database, improving data accuracy and accessibility for over
25,000 titles
• Developed and deployed an ETL pipeline using Python and TMDB API to automate fetching, transforming, and loading
movie data into MySQL
• Optimized database queries for fast, reliable performance, ensuring data accuracy and scalability

• Conducted data analysis for the TRU Employee Purchasing Card database, managing over 20,000 transactions using
SQLs
• Improved audit testing efficiency by 30% by creating Python and IDEA macros to streamline workflows in CaseWare
IDEA
• Enhanced the Internal Audit website’s functionality and user experience using HTML, CSS, and JavaScript

• Automated the BC Hydro Site C Dam cable schedule updates with VBA macros, reducing manual input time by 50%
• Facilitated 3D model navigation using AutoDesk Navisworks Freedom to support engineers and foremen in project
planning
• Improved documentation accuracy by redlining electrical drawings and creating Cable Termination drawings
• Coordinated daily with engineers and foremen to streamline fieldwork, address issues, and ensure project alignment

• Developed a neural network model to classify cybersecurity threats, achieving 81.23% accuracy on a labeled dataset.
• Preprocessed large datasets using pandas and Scikit-learn to clean, normalize, and balance data for optimal model
performance.
• Designed and trained the neural network using TensorFlow, employing techniques like dropout and regularization to avoid
overfitting.
• Evaluated model performance using confusion matrices, precision-recall curves, and F1-score analysis

OnigiriVault is an anime and manga recommender app that helps users track and recommend anime based on their preferences. It uses the Jikan API to fetch anime data from MyAnimeList, and it integrates several AWS services to manage user data, store preferences, and generate recommendations.

Developed a mobile app to monitor real-time heart rate data using Google Fit API, enabling seamless integration with
fitness devices.
• Implemented Firebase for secure cloud storage and retrieval of patient health data, supporting user authentication and
scalable data access.
• Built an admin dashboard to track emergency heart rate alerts, using RecyclerView to display detailed reports.
• Enhanced user experience with intuitive UI and efficient background processes for real-time health monitoring.