Conventional neural network accelerators such as graphics processing units (GPUs) from NVIDIA and Google’s tensor processing units (TPUs) are extremely powerful platforms that not only support artificial intelligence (AI), but also weather forecasting, drug discovery and computer-aided design. In contrast, TernaryNet is developing a new class of neural network accelerators that are optimised for inference tasks.