A basic introduction to machine learning, which will lead into a basic coverage of deep learning, including commonly used approaches and applications. Time permitting, an introduction to automatic differentiation and computation graphs, which are used extensively in training modern architectures. An attempt to condense 12 weeks of lectures into 50 minutes; best of luck to us all.