There is also a paper from same authors with about the same content:

Efficient Processing of Deep Neural Networks: A Tutorial and Survey Vivienne Sze, Yu-Hsin Chen, Tien-Ju Yang, Joel Emer

https://arxiv.org/abs/1703.09039