Quantum Computing
How quantum computing intersects with machine learning, and where quantum methods may offer real advantages.
A student research club at the University of Toronto
Machine intelligence, built rigorously
We study machine learning and quantum computing the way a lab does: reading groups, real projects, and results we publish.
About
A student research community
We give undergraduates the structured research experience usually reserved for graduate students.
Rigorous foundations
Understanding over intuition. Proof over conjecture.
Frontier research
Reading groups that track the fastest-moving areas of the field.
Collaborative culture
Senior members mentor juniors across programs and years.
Research
Two streams, one community
Quantum computing and machine learning, held together by a shared standard for careful work.
Machine Learning
The mathematical foundations of modern ML: how models learn, why they generalize, and what their limits are.
The Fly Brain Project
Whole-brain fly simulations are checked against behaviour, never against the activity inside a real brain. We are building that check.
Read the project outlineProject Alpha
Can a large model's half-finished reasoning be handed to a smaller one? We measure where that works and what it saves.
Join
Applications open every semester
Any program, any year, no GPA cutoff. We look for curiosity and follow-through.
Submit the form
About 15 minutes.
Brief interview
20 minutes with a research lead.
Decision
Within two weeks.
Onboarding
Matched to a stream and a mentor.