arrays.md

Gradients, Chain Rule, Automatic Differentiation

Slides

• Gradients, Chain Rule, Automatic Differentiation keynote, PDF
• Jupyter notebooks
  • Automatic Differentiation in Jupyter, PDF

<iframe src="http://docs.google.com/gview?url=http://courses.d2l.ai/berkeley-stat-157/slides/1_29/3-Gradient.pdf&embedded=true" style="width:600px; height:400px;" frameborder="0"></iframe>

Homework 2

Jupyter and PDF. Note that the PDF version is just there to allow you to render it easily on a viewer. For homework submission you will need to use Jupyter.

Content

• Autograd

Videos

<iframe width="560" height="441" src="https://www.youtube.com/embed/50PMYG_l0Us" frameborder="0" allowfullscreen></iframe> <iframe width="560" height="441" src="https://www.youtube.com/embed/RP0JScZG6gA" frameborder="0" allowfullscreen></iframe>