My Projects

A collection of my technical and design work

Product & Design

TD Nexus VR Platform

TD Nexus

VR Gamification FinTech

Led product strategy for TD Nexus, a VR-based financial education platform. Conducted user research, defined product requirements, developed user personas, journey maps, and feature prioritization framework. Finalist at UWaterloo ProdCon 2024.

ReadyTeddy Physical-Digital Product

ReadyTeddy

UX Research Prototyping Physical-Digital

Designed and prototyped a physical-digital product to support young children in building independent, consistent morning routines. Through user research, task analysis, and iterative design, backed by heuristic evaluation and medium-fidelity prototyping.

FlourishHub Supply Chain Solution

FlourishHub

Supply Chain Product Marketing IISE

Applied Industrial Engineering principles to optimize supply chain and product marketing strategies for a supplement brand. Won 1st place in IISE Case Study Competition.

Unify Social Impact Platform

Unify

UX Research Prototyping Social Impact

Researched and prototyped an innovative solution to address loneliness among university students through user-centered design.

Social Currant Nonprofit Platform

Social Currant

Product Strategy UX Design Nonprofit

Improved product features and user experience of the Social Currant platform, an organization that matches nonprofits with social media creators to amplify their impact and reach.

Software Development

Advanced Search Engine

Python Information Retrieval NLP

Built an advanced document retrieval system implementing BM25 ranking, metadata extraction, and inverted indexing pipeline. Features structured query parsing and query-biased summarization across a 131K-document dataset.

Uber Fare Forecasting

Machine Learning Python Data Science

Developed predictive pricing ML models to forecast Uber rideshare fares, aiming to optimize and enhance existing dynamic pricing strategies. Implemented comprehensive feature engineering and model evaluation pipeline.

Movie Review App

Express.js Node.js MongoDB

Developed RESTful APIs and implemented a sophisticated recommendation engine algorithm. Expanded the IMDB database schema for enhanced movie recommendations.

IntelliMed QueryBot

LangChain OpenAI SQL

Built an AI-powered query system that converts natural language to SQL queries for Electronic Health Record databases. Finalist project at PointClickCare AI Hackathon.

Song Lyric Sentiment Analysis

Python NLP Data Analysis

Created an ETL pipeline to analyze sentiment patterns in Gracie Abrams' song lyrics using natural language processing techniques.

chargedUp

Flask JavaScript Hackathon

Developed a web application that helps electric vehicle owners find the three closest charging stations to their current location. Created during Hack the North 2022.

xpire

Flask Python Web App

Built a web application that helps users track and manage product expiry dates, sending timely notifications to prevent waste and ensure product freshness.