# Lecture 10 - Gradient Descent (1) | CS 189 - Introduction to Machine Learning

https://eecs189.org/fa26/lecture/lec10

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#  [](https://eecs189.org/fa26/lecture/lec10/#lecture-10---gradient-descent-1) Lecture 10 - Gradient Descent (1) 
Presented by Joseph E. Gonzalez
  * Slides ([PDF](https://drive.google.com/file/d/176AKhcp5ZsiFQQFoSQR1lZXSsuCfIfLp/view?usp=share_link), [pptx](https://docs.google.com/presentation/d/1gxD7AUfvsyfekMVW7Y2lc0-NP0SRiZWY/edit?slide=id.p1#slide=id.p1))
  * [Recording](https://www.askademia.org/compsci189/fa26/compsci189-fa26-1790726159)
  * [Gradient Descent Game](https://eecs189.org/fa26/resources/assets/lectures/lec10/loss_game/)
  * Code ([HTML](https://eecs189.org/fa26/resources/assets/lectures/lec10/lec10.html), [Colab](https://colab.research.google.com/github/BerkeleyML/fa26-student/blob/main/lecture/lec10/lec10.ipynb), [GitHub](https://github.com/BerkeleyML/fa26-student/blob/main/lecture/lec10/lec10.ipynb))
  * Chapter 7 ([Chapter 7 PDF](https://link-springer-com.libproxy.berkeley.edu/content/pdf/10.1007/978-3-031-45468-4_7), [Web Reader](https://issuu.com/cmb321/docs/deep_learning_ebook/226)) of [Deep Learning Foundations and Concepts](https://www.bishopbook.com)


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