As artificial intelligence and deep learning techniques become increasingly advanced, engineers will need to create hardware that can run their computations both reliably and efficiently. Neuromorphic computing hardware, which is inspired by the structure and biology of the human brain, could be particularly promising for supporting the operation of sophisticated deep neural networks (DNNs).
source https://www.lifetechnology.com/blogs/life-technology-technology-news/a-neuromorphic-computing-architecture-that-can-run-some-deep-neural-networks-more-efficiently