Delivered by the Barcelona Supercomputing Center (BSC), core partner of CIDAI, this masterclass provides an accessible yet in-depth overview of deep learning techniques, aimed at participants with a basic understanding of artificial intelligence who wish to grasp the nature, functioning, and practical aspects of deep learning through three parts: a brief historical overview, an introduction to feedforward neural networks, and practical advice.