Convolutional Neural Networks - Deterministic Systems
Serhiy Sveleba, Volodymyr Brygilevych, Ivan Kuno, Ivan Katerynchuk, Ostap Semotyjuk, Yaroslav Shmyhelskyy · 2022
Chaotic states can occur in the convolutional neural network, which are caused by both an increase in the learning speed and an increase in the values of the filters in the convolutional layers. The appearance of local minima due to the increase in the speed of learning causes the appearance of bifurcations on the dependence of learning error on the number of epochs.