Course by Dr. Miguel Crispim Romão
01.05.2024You are invited to two lectures by Dr. Miguel Crispim Romão on "Machine Learning and Artificial Intelligence for BSM Physics".
Dr. Miguel Crispim Romão, IPPP Durham
Title: Machine Learning and Artificial Intelligence for BSM Physics
15. May 2024 - SE 22.02.008 - 10:15 a.m. and
16. May 2024 - SE 22.02.008 - 9:15 a.m.
In this short course catered to BSM phenomenologists and theorists, I will introduce the main concepts behind Machine Learning (ML) and Artificial Intelligence (AI) and apply them to BSM physics. The first lecture focuses on basics of ML, covering different types of learning, models, and introducing proper ML workflow methodologies. The second lecture introduces evolutionary computing, an area of AI often overlooked in the ML literature, and showcases the application of ML/AI to explore highly constrained multidimensional BSM parameter spaces. Both lectures will be accompanied by practical code examples/exercises.
