Machine Learning, Data Science, Optimization, Gradient Descent, Convexity.
differentiable twice). This means there is no local minimum, but only the global minimum. Thus gradient descent would converge to the global minimum. MSE equation. Image by the author. Now let us consider a non-convex cost function. In this case, take an arbitrary non-convex function as plotted