Unlike past neural networks, these new ones can have many layers and thus are called ???deep neural networks???; and because they are a machine learning technique, the technology is also known as ???deep learning.??? In this talk I???ll describe this new formulation and its signal-processing application in such fields as speech recognition and image recognition.