In this course, you’ll learn theoretical foundations of optimization methods used for training deep machine learning models. Why does gradient descent work? Specifically, what can we guarantee about ...

allowing for the successful application of the gradient descent method. The findings indicate that this method can converge globally, providing accurate solutions without requiring a good initial ...