Gradient Descent, Data Science, Data Visualization, Deep Learning, Machine Learning.
convergence and stability. Time Comparison between SGD and BGD If we compare SGD and BGD with the same number of epochs, and assuming we are using the same hardware and the same learning rate, it is true that SGD (with a mini-batch size of 1) will perform more calculations than BGD for each epoch.