Convergence Analysis of Stochastic Gradient Descent with MCMC Estimators

Tianyou Li, Fan Chen, Huajie Chen +1

Understanding stochastic gradient descent (SGD) and its variants is essential for machine learning. However, most of the preceding analyses are conducted under amenable conditions…