Uploaded February 2021 | Updated September 2026, 2 weeks ago

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Sebastian's books: sebastianraschka.com/books

Linear regression is one of the methods that can be trained via gradient descent. In fact, we can also draw parallels between the perceptron and linear regression and view linear regression as a linear neuron. In this video, we will do exactly that, since it helps us with introducing gradient descent "gradually" (pun intended) one step at a time.

Slides: sebastianraschka.com/pdf/lecture-notes/stat453ss21/L05_gradient-descent_slides.pdf

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This video is part of my Introduction of Deep Learning course.

Next video: youtu.be/1QH2bVuV98A

The complete playlist: youtube.com/playlist?list=PLTKMiZHVd_2KJtIXOW0zFhFfBaJJilH51

A handy overview page with links to the materials: sebastianraschka.com/blog/2021/dl-course.html

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