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updated v0.2 starting pointers

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README.md
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@ -32,7 +32,8 @@ The resulting methods have a huge potential to improve what can be done with num
# What's new?
* For readers familiar with v0.1 of this text, the brand new chapter on improved learning methods for physics problems is highly recommended: starting with https://www.physicsbaseddeeplearning.org/physgrad.html
* For readers familiar with v0.1 of this text, the [extended section on differentiable physics training](http://physicsbaseddeeplearning.org/diffphys-examples.html) and the
brand new chapter on [improved learning methods for physics problems](http://physicsbaseddeeplearning.org/diffphys-examples.html) are highly recommended starting points.
# Teasers

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intro.md
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@ -24,7 +24,8 @@ change what computer simulations can achieve.
```{note}
_What's new in v0.2?_
For readers familiar with v0.1 of this text, the brand new chapter on improved learning methods for physics problems is highly recommended: starting with {doc}`physgrad`.
For readers familiar with v0.1 of this text, the extended section {doc}`diffphys-examples` and the
brand new chapter on improved learning methods for physics problems (starting with {doc}`physgrad`) are highly recommended starting points.
```
---