Intro to Deep Learning and Generative Models Course - L8.4 Logits and Cross Entropy

Sebastian's books: https://sebastianraschka.com/books/ In the context of deep learning, you will often stumble upon terms such as "logits" and "cross entropy". As we will see in this video, these are not new concepts but are something that we can derive from our understanding of logistic regression. In fact, the logits are what we are already computing in logistic regression. And the cross entropy is essentially equivalent to the logistic regression loss function -- you can think of it as just another name. Slides: https://sebastianraschka.com/pdf/lecture-notes/stat453ss21/L08_logistic__slides.pdf ------- This video is part of my Introduction of Deep Learning course. Next video: https://youtu.be/6igMArA6k3A The complete playlist: https://www.youtube.com/playlist?list=PLTKMiZHVd_2KJtIXOW0zFhFfBaJJilH51 A handy overview page with links to the materials: https://sebastianraschka.com/blog/2021/dl-course.html ------- If you want to be notified about future videos, please consider subscribing to my channel: https://youtube.com/c/SebastianRaschka