Neural networks under SGDExplores the optimization of neural networks using Stochastic Gradient Descent (SGD) and the concept of dual risk versus empirical risk.
Elliptic ProblemsCovers the concept of elliptic problems and their applications in various scenarios.
Introduction: Mathematical backgroundCovers basics of modeling for micro/nano devices and emphasizes the importance of computational thinking in understanding and improving device design.