The problem of local optima (part 1)

This video is about the properties of the functions that we try to minimize in deep learning and the challenges that we may face when trying to minimize them. The intended takeaway of this video is not that local optima do not exist, but that we are unlikely to get stuck in a bad one (which is honestly, mostly an empirical observation).