Bioinspired Programming of Memory Devices for Implementing an Inference Engine Emerging memory structures have several characteristics that are suitable for neuromorphic implementations. This paper connects the behavior of these ''new'' memory devices to achieving inference engines and provides a connection between the behavior of different devices and the learning algorithms.