Doctoral Research
Quantum AI & Optimization
Where quantum computing, machine learning, and optimization meet — the focus of ongoing PhD research.
Quantum computingCombinatorial optimizationVariational methodsML training dynamics
Early-stage doctoral work exploring how quantum and quantum-inspired methods can improve optimization problems inside ML systems — from training dynamics to the combinatorial problems that show up underneath production AI architecture.