Explore the fundamentals of probabilistic models in this comprehensive 2-hour and 10-minute lecture from the Nordic Probabilistic AI School (ProbAI) 2024. Delve into key concepts and techniques presented by Silja Renooij, gaining valuable insights into the world of probabilistic artificial intelligence. Access supplementary materials on GitHub to enhance your learning experience. The lecture features professional editing by David Baumgartner and includes piano sound effects for an engaging presentation. Whether you're a beginner or looking to expand your knowledge in probabilistic AI, this lecture provides a solid foundation for understanding and applying probabilistic models in various AI applications.