I am a Masters Student at the University of Toronto researching in NLP and Computational Linguistics. I love mathematics and problem solving which has led me to explore projects in just about every discipline (see below).
The multicolor periodic table below is inspired by my mother, a chemical engineer, who encouraged me to pursue science.
Enterprise-level automated research system, that given a use case described with natural language, deploys an deploys parallelized asynchronous ai agents as a research team, to find structured data addressing the research use case. Unfortunately this is a private project thus the application and code is not available.
LLMs
RAG
AI Webscraping
ScrapegraphAI
Perplexity
Selenium
Our team investigated incorporating value based gradients, and multistep prediction in the dreaming process within the DreamerV2 model. DreamerV2 was previously SOTA (replaced by DreamerV3) on long-term RL planning tasks (like Minecraft). My main contribution was the value based gradients, training and evaluating the model, and helping with the paper.
ML
PyTorch
Captum
I sought to investigate the interpretability of diffusion models for image generation. I used a simple model, and trained it to generate digits. I then used various ML interpretability techniques to investigate any patterns and "interpretable" observations in the model.
ML
PyTorch
Captum
AND CONTRIBUTIONS
Enterprise-level automated research system, that given a use case described with natural language, deploys an deploys parallelized asynchronous ai agents as a research team, to find structured data addressing the research use case. Unfortunately this is a private project thus the application and code is not available.
LLMs
RAG
AI Webscraping
ScrapegraphAI
Perplexity
Selenium
2024 - 2026
University of Toronto
Summer 2024
Enginable
Spring 2024
embARC
Fall 2023
Koala Studios
Summer 2023
Steamlabs
2022 - 2023
Mathamoo
Summer 2022
Deloitte
Summer 2021
University of Toronto - Social Science Research Team
Summer 2021
University of Toronto - CS Dept.
2020 - 2024
University of Toronto