Mathematics of Machine Learning and Optimization

In-progress    
verifiNN Python project for verifying robustness of neural networks using optimization methods  
SPAR (Summer 2024) (Ongoing) research on applications of Singular Learning Theory (SLT) to mechanistic interpretability of neural networks for AI safety.  
Completed    
paper Reseach work characterizing the complex critical points of deep linear neural networks from an algebraic geometric viewpoint  
masters thesis Research work exploring the connections between algebraic geometry and deep learning  
homotopy_continuatioNN Julia application for generating and solving polynomial systems associated with identity activated nueral networks