, the following four statements hold true: 0) the loss function is non-convex and non-concave; 0) every local minimum is a global minimum; 0) every critical point that is not a global minimum is a saddle point; and 0) bad saddle points exist. We also show that the weight values initialized by the even initialization method are contained in those initialized by both of the (often used) standard initialization and He initialization methods.