Waterloo, ON
I'm a researcher, builder, and speaker from Waterloo, Canada. Currently a Health Sciences student @ Queen's University as a Chancellor's Scholar.
Recently, I am —
Recent writing
Essays, reflections, and notes on things I'm thinking about.
Papers, presentations, and things I've built.
Clinical Correlates of Low BMD in a Tertiary Care Diagnostic Centre
My first clinical project based out of SQUARE Hospitals, Dhaka in grade 11. Learnt a lot performing multivariable logistic regression in SPSS, R, Python and shadowing orthopaedic surgeries in-person.
Early-Stage Avascular Necrosis of the Femoral Head Treated With and Without PRP Therapy
Exposed to the fascinating world of osteonecrosis, and immediately got hooked. Worked on this project for the majority of my early high-school years. 2x conference presentation; Clinical Journal of Sports Medicine.
Comparative Analysis of BMD in relation to Age, Sex, and BMI.
My 3rd clinical study with the wonderful ortho. team at SQUARE. Eternally grateful to be invited back & and to continue working with such a supportive group🤍.
Using AI to Predict Total Knee Arthroplasty In Medicaid Patients using Social Determinants of Health
Very passionate about the applications of ML to improve orthopaedic outcomes in underserved populations. First NIH R01 proposal & first author review based out of UAlabama's Heersink School of Medicine.
fNIRS CNN-MLP Classifier for Early Onset Alzheimer’s Risk Scoring & Prevention
All credit to my amazing team-mates at Queen's who carried me to the finish line. Won 1st Place in Queen’s Healthcare and Sciences Research Workshops 2026 (QHCSRW) & Published in URNCST Journal.
ESG AI Agent (RAG Pipeline)
Building an AI-powered ESG compliance agent using RAG to push my coding skills & see how much I truly remember from taking Gr11 Intro to CS. Uses a 62-document corpus scraped with Playwright and indexed in Chroma.
TikTok Canada Pitch Presentation
Pitched to executives at Tiktok Canada on our ideas of bridging short & long educational content through improved visibility and organisation. Got to work with the best best team @ TKS Tiktokers🤝
Insightful.ly
AI-powered tool for summarizing academic research built in Cohere. My first hackathon @ Hack the North!
Snakes & Ladders (Python)
Snakes and Ladders game built in Python for fun.🐍
SVM Imaging Model to Detect Trisomy 21 in Non-Invasive Prental Testing
Built a support vector machine (SVM) classifier prototype in Grade 9 for fetal imaging. Scored with a ~96.7% accuracy, and won me a $500 accelerator scholarship. Watch the demo!
Books that have shaped how I think, operate, and view the world.
Favourites⭐
Personal Philosophy💭
Business & Productivity📍
Stories & Autobiographies⛰️
Fiction☀️
Places, moments, memories recently.
Where to find me online and things worth reading.
I'm always happy to hear from researchers, collaborators, or anyone with an interesting idea. Feel free to reach out.