From chatbots to image generators, Generative AI (GenAI) is reshaping the world. What algorithms and probabilistic principles power this revolution? This course introduces the theoretical and algorithmic foundations of GenAI, covering large language models (LLMs) and diffusion models, among more mature methods. We will also explore applications in AI for Science, such as drug discovery and weather forecasting.