diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -11,20 +11,17 @@ python. It contains the example code and solutions to the exercises in the secon
 ## Quick Start
 
 ### Want to play with these notebooks online without having to install anything?
-Use any of the following services.
+Use any of the following services (I recommended Colab or Kaggle, since they offer free GPUs and TPUs).
 
-**WARNING**: Please be aware that these services provide temporary environments: anything you do will be deleted after a while, so make sure you download any data you care about.
+**WARNING**: _Please be aware that these services provide temporary environments: anything you do will be deleted after a while, so make sure you download any data you care about._
 
-* **Recommended**: open this repository in [Colaboratory](https://colab.research.google.com/github/ageron/handson-ml2/blob/master/):
-<a href="https://colab.research.google.com/github/ageron/handson-ml2/blob/master/"><img src="https://colab.research.google.com/img/colab_favicon.ico" width="90" /></a>
+* <a href="https://colab.research.google.com/github/ageron/handson-ml2/blob/master/" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a>
 
-* Or open it in [Binder](https://mybinder.org/v2/gh/ageron/handson-ml2/master):
-<a href="https://mybinder.org/v2/gh/ageron/handson-ml2/master"><img src="https://matthiasbussonnier.com/posts/img/binder_logo_128x128.png" width="90" /></a>
+* <a href="https://homl.info/kaggle/"><img src="https://kaggle.com/static/images/open-in-kaggle.svg" alt="Open in Kaggle" /></a>
 
-  * _Note_: Most of the time, Binder starts up quickly and works great, but when handson-ml2 is updated, Binder creates a new environment from scratch, and this can take quite some time.
+* <a href="https://mybinder.org/v2/gh/ageron/handson-ml2/HEAD?filepath=%2Findex.ipynb"><img src="https://mybinder.org/badge_logo.svg" alt="Launch binder" /></a>
 
-* Or open it in [Deepnote](https://beta.deepnote.com/launch?template=data-science&url=https%3A//github.com/ageron/handson-ml2/blob/master/index.ipynb):
-<a href="https://beta.deepnote.com/launch?template=data-science&url=https%3A//github.com/ageron/handson-ml2/blob/master/index.ipynb"><img src="https://www.deepnote.com/static/illustration.png" width="150" /></a>
+* <a href="https://homl.info/deepnote/"><img src="https://deepnote.com/buttons/launch-in-deepnote-small.svg" alt="Launch in Deepnote" /></a>
 
 ### Just want to quickly look at some notebooks, without executing any code?