Stochastic Gradient Descent Courses
Institut des Hautes Etudes Scientifiques (IHES) via YouTube Phase Diagram of Stochastic Gradient Descent in High-Dimensional Two-Layer Neural Networks
NCCR SwissMAP via YouTube Statistical Physics of Stochastic Gradient Descent
IPhT-TV via YouTube Quantum Speedups for Nonconvex Optimization via Quantum Tunneling Walks
QuICS via YouTube Improving the Privacy-Utility Tradeoff in Differentially Private Machine Learning with Public Data
Google TechTalks via YouTube Differentially Private Diffusion Models
Google TechTalks via YouTube Private Convex Optimization via Exponential Mechanism - Differential Privacy for Machine Learning
Google TechTalks via YouTube The First Optimal Distributed SGD in the Presence of Data, Compute and Communication Heterogeneity
Erwin Schrödinger International Institute for Mathematics and Physics (ESI) via YouTube Hessian-Aware Stochastic Differential Equation Modeling of SGD
Erwin Schrödinger International Institute for Mathematics and Physics (ESI) via YouTube Stochastic Algorithms for Constrained Continuous Optimization
Erwin Schrödinger International Institute for Mathematics and Physics (ESI) via YouTube