Sparse Deep Learning Models with the ${\ell }_1$ Regularization

Lixin Shen, Rui Wang, Yuesheng Xu +1

Sparse neural networks are highly desirable in deep learning in reducing its complexity. The goal of this paper is to study how choices of regularization parameters influence the s…