Major reviews - DNN accelerators

TOP to BOTTOM

Markets and Software - what is eating the world

demand for AI Hardware
Why Technology is not a bubble

Deep Learning Networks

2015 Review - Deep learning Yann LeCun, Yoshua Bengio, Geoffrey Hinton

AI Hardware accelerators

2020 Survey of Machine Learning Accelerators Albert Reuther

Mixed-signal architectures

2017 Efficient Processing of Deep Neural Networks: A Tutorial and Survey Vivienne Sze

2019 By WILFRIED HAENSCH The Next Generation of Deep Learning Hardware: Analog Computing

2020 Xiao-Bennett Analog architectures for neural network acceleration based on non-volatile memory

memory-computing cells

Memristors for NeuroComputing - analysis/email/discussion of explicit conclusions
... instead of electron-charge transistors in digital computing

physics and constraints

2018 Beyond CMOS computing with spin and polarization Sasikanth Manipatruni, Dmitri E. Nikonov    and Ian A. Young

2017 INVITED: A Pathway to Enable Exponential Scaling for the Beyond-CMOS Era Steve Koester, ..Kaushik Roy