Mathematical Reinforcement to the Minibatch of Deep Learning
Kazuyuki Fujii · Advances in Pure Mathematics · 2018
We elucidate a practical method in Deep Learning called the minibatch which is very useful to avoid local minima.The mathematical structure of this method is, however, a bit obscure.We emphasize that a certain condition, which is not explicitly stated in ordinary expositions, is essential for the minibatch method.We present a comprehensive description Deep Learning for non-experts with the mathematical reinforcement.