Collaborating with Professor Sedoc to evaluate conversational agents using crowdsourcing on Amazon MTurk. Conducting quantitative analysis of LLM performance in decision-making and analytical tasks. Annotating conversations from various chatbots and participated in literature reviews on LLMs. Developing NLP models to research automatic evaluation methods for Conversational AI.

Led hands-on training in C++ programming, Computer Vision Object Detection, and 3D CAD Modelling. Invested over 20 hours per week mentoring and managing partnerships with industry sponsors. Guided the team to win 1st place in Canada and secure qualification for the international championship.

Consulted alongside Lyft Canada’s Country Manager to assess expansion opportunities in Canadian cities. Conducted in-depth research on market share, technology trends, and partnership strategies. Analyzed data and presented findings to a panel of Lyft revenue operations managers. Delivered actionable insights that informed Lyft’s Canadian expansion into major cities.