"Hardware Architectures for Deep Neural Networks"

This presentation from MIT provides an excellent overview of current techniques and hardware implementations for efficient deep learning computation. There is also an associated paper.

The material requires familiarity with the basics of deep learning and its terminology. Provided you are familiar, though, the presentation is very accessible and easy to follow even if you aren't a machine learning researcher.