What is Deep Learning, and what can it do for neuroimaging-based diagnoses?
In our everyday lives, we all process and recognize hundreds of different objects (colors, shapes, animals, faces…), and although we may not think about it, developing this ability is actually an intricate learning process. Much like people, machines can be taught object recognition by mimicking the learning process of the human brain. This process, called Deep Learning, is an application of artificial intelligence that, although designed to learn through a specific set of data at first, can continue to learn on its own and improve from experience, without being explicitly programmed to do so.