I am a Ph.D. student in the Nuclear & Radiological Engineering and Medical Physics (NREMP) program at Georgia Tech. My research involves exploring ways to accelerate proton therapy simulations using GPU-optimized code and ML surrogate models.

Accelerated SIEMAC GPU-accelerated radiation transport using Diffusion Models. TOPAS CUDA PyTorch

nnUNet Medical Imaging Segmentation framework for clinical radiation therapy. PyTorch Medical-AI SimpleITK

Computational Origami Simulator for complex crease pattern transformations. Python Three.js Geometry

• 🚀 Accelerating Simulations: Deep dive into Diffusion models for SIEMAC.
• ⚛️ Clinical Physics: Analyzing the biological mechanisms of the FLASH effect.
• 🤖 AI in Medicine: Optimization of PINNs for real-time dose calculation.
• 🛠️ Systems: Refining my "Learn to Learn" workflow for PhD-level research.