1.5 1.5 Figure 5 : Hyper - parameter search for the pruning algorithm according to Han et al . ( 2015b ) . Each point of the grid represents a weight decay coefficient -quality factor pair . The number and the color indicate the performance in terms of accuracy ( left ) or connectivity ( right ) . The red rectangle indicates the data points that were used in Fig . 3A.