In this EMBO Practical Course, participants will learn fundamental concepts, advanced approaches and programming skills to reconstruct the demographic history of populations and infer natural selection, using both classic and machine learning-based techniques. Keynote lectures focused on major achievements and future perspectives of population genomics will complement the training. Lectures and practicals will be delivered by experienced outstanding and inspiring speakers. We expect participants to become fully confident in running analyses on their own after attending the course.