What is Stochastic Gradient Descent?
This article aims to provide a comprehensive understanding of stochastic gradient descent (SGD) in the context of optimization algorithms for machine learning. It will explain the mechanics of SGD, discuss its advantages and disadvantages, explore variants of SGD, and provide practical considerations for applying SGD in real-world scenarios. By the end of the article, you … Read more