Machine Learning, Data Science, Optimization, Gradient Descent, Convexity.
below. Gradient descent on a non-convex function. Image by the author (made using Adobe Xd). Instead of converging to the global minimum, you can see that gradient descent would stop at the local minimum because the gradient at that point is zero (slope is 0) and minimum in the neighborhood. One