Entropy is among the most important but also most perplexing concepts in physics. It is also a polymorphic concept: introduced in thermodynamics, we now find it in statistical mechanics, quantum mechanics, information theory, and black hole physics, to name just the most obvious. In this summer school, we will systematically explore the various concepts of entropy as they are used in state-of-the-art physics and evaluate their philosophical interpretations.