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4 changes: 2 additions & 2 deletions lectures/autodiff.md
Original file line number Diff line number Diff line change
Expand Up @@ -19,8 +19,8 @@ kernelspec:

## Overview

This lecture gives a more thorough introduction to automatic differentiation
using Google JAX, building on {doc}`our brief preview <jax_intro>`.
This lecture gives an introduction to automatic differentiation using Google
JAX.

Automatic differentiation is one of the key elements of modern machine learning
and artificial intelligence.
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