Web-based start-up that scrapes storage unit rental listings from various websites and presents them on one platform.
• Verified 1500+ data chunks from various rental websites, ensuring high-quality training data for the ML model.
• Utilized AirTable to efficiently manage and organize large datasets, enhancing data accessibility internally.
• Leveraged GPT API to pre-verify data chunks, resulting in 60% less time spent manually labelling data.
• Redesigned data labeling UI for internal users, making it easier for labellers to correctly label data chunks.

Start-up specializing in robotic solutions for costly municipal processes including sidewalk inspection.
• Organized redesign of sidewalk inspection robot by integrating a second depth camera, increasing field of view by 40%.
• Eliminated time spent rescanning sidewalks by 50% through increasing field of view to two meters wide.
• Decreased robot's physical footprint by reducing height by 35% through shortening the camera arm, thus minimizing
obstruction in public spaces.
• Rebuilt the CAD prototype using Fusion360, ensuring accurate integration of correct materials and chassis specifications.
• Led discussion between prototype manufacturers and engineering team, ensuring the prototype also aligned with the budget.

• Led a team of like-minded students to improve financial literacy within Canadian youth by organizing events and inviting speakers and judges to case competitions, stock pitch competitions and multiple workshops.
• Developed strong project management skills by organizing the “Let’s Talk Finance!” conference with two webinars related to careers in finance and financial literacy.
• Formulated marketing strategies to produce the highest turnout of over 115 high school students across Canada.
• Conducted cold outreach to increase Target Alpha presence in Alberta and British Columbia by 15% and 20% respectively.
• Spearheaded the annual flagship Stock Pitch Competition and tripled the number of judges while decreasing no-shows by 48% and having over 200 online competitors.
• Utilized experience with case competitions to create the Financial Planners’ Case Competition by writing the case outline and rubric.

• Pitched and founded a business that sells apparel designed by Indigenous artists and coloured by Indigenous youth to shed light on the opportunity inequality experienced by remote Indigenous youth.
• Partnered with The Ballantyne Project, a charity connection made through running my school’s Indigenous awareness club where we collected over 32 boxes of toys and 7000 menstrual care products for First Nations in P.E.I. and Manitoba.
• Achieved $1700 of revenue and donated over $350 to The Ballantyne Project.
• Created 21 shareholder contracts and redistributed $756 of share returns at the end of the term marking a 44% share increase within 4 weeks of operation.
• Featured on Breakfast Television and The Toronto Star as an acknowledgment of our charitable actions.

- Medication Reminder System for Nursing Home Administrators
- Online database allowing administrators to automate SMS messages to patients reminding them to take medication on time.
• Connected to Twilio’s notification system using a REST API, sending scheduled messages to nurses and patients.

Enabled seamless conversion and customization of songs from YouTube, SoundCloud, or TikTok to Spotify.
• Deployed the application on a public domain and created a YouTube tutorial ensuring a user-friendly experience.
• Improved efficiency by reducing song conversion time by 70% compared to conventional conversion methods.

Led the development of a comprehensive student hub application for Western students leveraging MERN stack, resulting in
an immersive and user-friendly platform.
• Implemented a syllabus scraper page, resulting in 80% accuracy in extracting due dates from syllabus using REGEX.
• Utilized Postman API to troubleshoot and debug API calls, ensuring seamless information upload to the front-end.
• Strengthened Git and collaborative coding skills by learning and using core concepts such as Pull Requests.