Deep learning, a sub-field of machine learning and artificial intelligence, has promoted breakthroughs in managing and creating media content. This course provides a hands-on, project-oriented introduction to deep learning for the classification, retrieval, and creation of media content, with emphasis in audio-visual content. Students create and work with deep learning models using Python libraries, and think critically about their application for media. Students develop an understanding of how to use these tools in the context of their work.