2024
Led the design of a software framework enabling autonomous peer-to-peer virtual net metering for solar photovoltaic distributed generation. The system leverages distributed ledger technology to facilitate secure, automated energy transactions between participants.
2024
Contributed to modeling and validation of residential solar photovoltaic and heat pump system sizing strategies to achieve net-zero thermal building energy performance.
2024
Contributed to research evaluating the feasibility of solar photovoltaic–driven heat pump systems for greenhouse operations in northern environments.
2024
ML system predicting residential radon risk using Canadian environmental datasets, deployed on AWS Lambda. Evaluated regression models across four datasets, engineered features, containerized the model with Docker, and designed integration path for smart thermostat automation.
2023
LLM-powered plant care assistant with hardware integration. Uses Arduino sensors for real-time soil moisture and light monitoring, with NLP classification via BentoML and Cohere for natural conversation.
2022
ML model predicting home prices from 50+ features. Emphasis on practical modeling work: preparing messy tabular data, selecting meaningful features, and comparing model performance using consistent evaluation.
2021
Donation tracking prototype using Hedera Hashgraph for transparency. Models the flow of contributions by recording transfers on Hedera testnet, creating a traceable transaction history between donors and organizations.
2021
Vaccine credential verification using DIDs on IOTA ledger. Creates DID-based records and publishes verifiable identifiers to the IOTA ledger, enabling authenticity checks while keeping personal data minimal.
2020
Web app generating custom walking paths using local open data and Google Maps. Built during COVID-19 to help London locals discover new areas via randomly generated paths based on distance preference and attraction types.