IntroductionCurrently the problem of transferring results of algebraic topology to discrete objects and, in particular, to various categories of digraphs and graphs, is widely investigated. The main technical tools are given by the homotopy theory and various homology theories. We present the basic methods of algebraic topology in graph theory and describe relations between continious and discr...
IntroductionStochastic Gradient Descent (SGD), in one form or another, serves as the workhorse method for training modern machine learning models. Amidst its myriad variations, the SGD domain is both extensive and burgeoning, presenting a significant challenge for both practitioners and even experts to understand its landscape and inhabitants. This course offers a mathematically rigorous and co...