Explore recent advancements in normalizing flows in this 50-minute conference talk by Christoph Lippert at the Computational Genomics Summer Institute (CGSI) 2023. Delve into the fundamentals of normalizing flows, their applications, and current methodologies as discussed in key papers by Kobyzev et al. and Kingma & Dhariwal. Discover cutting-edge research on training normalizing flows from dependent data, as presented in Kirchler, Lippert, & Kloft's work. Gain insights into the innovative concept of kernelised normalising flows, introduced by English, Kirchler, & Lippert. Enhance your understanding of these powerful generative models and their potential impact on computational genomics and machine learning.