update readme

Author: ndharasz

README.md

@@ -3,8 +3,7 @@
 A collection of scripts and notebooks to help you get started quickly. 
 
 Need help? Find us on Discord:
-
-[![](https://dcbadge.vercel.app/api/server/numerai)](https://discord.gg/numerai)
+https://discord.gg/numerai
 
 ## Using Agents
 Numerai is quickly developing open-source agent skills for you to use in the tournament. You can start architecting your very own AI scientist. For example:
@@ -15,35 +14,21 @@ cd example-scripts && curl -sL http://numer.ai/install-mcp.sh | bash
 codex exec --yolo "find the best neural network architecture to predict target ender"
 ```
 
+## Notebooks
+We highly recommend getting started with Agents using the above section. But, if you're looking to kill some time on artisan data science, you can check out our tutorial notebooks here as well: 
 
-## Notebooks 
-
-Try running these notebooks on Google Colab's free tier!
-
-### Hello Numerai
-<a target="_blank" href="https://colab.research.google.com/github/numerai/example-scripts/blob/master/numerai/hello_numerai.ipynb">
+- Hello Numerai: Start here if you are new! Explore the dataset and build your first model. <a target="_blank" href="https://colab.research.google.com/github/numerai/example-scripts/blob/master/numerai/hello_numerai.ipynb">
   <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
 </a>
 
-Start here if you are new! Explore the dataset and build your first model. 
-
-### Feature Neutralization
-<a target="_blank" href="https://colab.research.google.com/github/numerai/example-scripts/blob/master/numerai/feature_neutralization.ipynb">
+- Feature Neutralization: Learn how to measure feature risk and control it with feature neutralization. <a target="_blank" href="https://colab.research.google.com/github/numerai/example-scripts/blob/master/numerai/feature_neutralization.ipynb">
   <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
 </a>
 
-Learn how to measure feature risk and control it with feature neutralization.
-
-### Target Ensemble
-<a target="_blank" href="https://colab.research.google.com/github/numerai/example-scripts/blob/master/numerai/target_ensemble.ipynb">
+- Target Ensemble: Learn how to create an ensemble trained on different targets. <a target="_blank" href="https://colab.research.google.com/github/numerai/example-scripts/blob/master/numerai/target_ensemble.ipynb">
   <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
 </a>
 
-Learn how to create an ensemble trained on different targets.
-
-### Model Upload
-<a target="_blank" href="https://colab.research.google.com/github/numerai/example-scripts/blob/master/numerai/example_model.ipynb">
+- Model Upload: A barebones example of how to build and upload your model to Numerai. <a target="_blank" href="https://colab.research.google.com/github/numerai/example-scripts/blob/master/numerai/example_model.ipynb">
   <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
 </a>
-
-A barebones example of how to build and upload your model to Numerai.