Normalizing Flows Explained | Flow Matching Part-1 | Generative AI

In this tutorial video, we dive deep into Normalizing Flows - both explanation and implementation. We’ll begin with why normalizing flows are important when we already have VAEs and GANs in generative modeling. Once we have understood the motivation, we will get into what normalizing flows are, starting with the foundation behind flow-based models which is - Change of Variables Theorem for probability densities. As part of understanding change of variables theorem for multi dimensional cases, we’ll explore the role of the Jacobian in normalizing flows. At this point we would have the understa…