Federico Villa
Education
MSc ETH Zurich – EPFL
Master of Science in Computer Science Major in Cyber Security
ETH Zurich – EPFL
Sep 2024 - Present
BSc Engineering of Computing Systems
Bachelor of Science degree in Information Technology
Politecnico di Milano
Sep 2021 - Jul 2024
Research
Asynchronous SGD Generalization Analysis
A study on how Asynchronous Stochastic Gradient Descent impacts generalization, providing better model stability and tighter generalization error bounds through ASGD stale updates.Project Website: https://federicovilla55.github.io/asgd_staleness/
Topics: Optimization for Machine Learning, Stochastic Optimization, Asynchronous Learning, Distributed Training