Do biological systems compute? Can we compute with biological systems? Is computer code a meaningful metaphor for genetic code? Do neural networks in biology have much to do with neural networks in computer science? In this class we will investigate these and other questions with a view towards learning about deep connections between biology and computer science that shed light on fundamental questions in biology. May be taken pass/fail if taken in a first-year student's first year.