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@@ -501,6 +501,7 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
   <li><a href="#overview" id="toc-overview" class="nav-link" data-scroll-target="#overview">✨ Overview</a></li>
   <li><a href="#quick-start" id="toc-quick-start" class="nav-link" data-scroll-target="#quick-start">🚀 Quick Start</a>
   <ul class="collapse">
+  <li><a href="#google-colab" id="toc-google-colab" class="nav-link" data-scroll-target="#google-colab">Google Colab</a></li>
   <li><a href="#installation" id="toc-installation" class="nav-link" data-scroll-target="#installation">Installation</a></li>
   <li><a href="#your-first-fine-tune" id="toc-your-first-fine-tune" class="nav-link" data-scroll-target="#your-first-fine-tune">Your First Fine-tune</a></li>
   </ul></li>
@@ -537,6 +538,7 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
 <br>
 <a href="https://discord.com/invite/HhrNrHJPRb"><img src="https://img.shields.io/badge/discord-7289da.svg?style=flat-square&amp;logo=discord" alt="discord" style="height: 20px;"></a>
 <a href="https://twitter.com/axolotl_ai"><img src="https://img.shields.io/twitter/follow/axolotl_ai?style=social" alt="twitter" style="height: 20px;"></a>
+<a href="https://colab.research.google.com/github/axolotl-ai-cloud/axolotl/blob/main/examples/colab-notebooks/colab-axolotl-example.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="google-colab" style="height: 20px;"></a>
 <br>
 <img src="https://github.com/axolotl-ai-cloud/axolotl/actions/workflows/tests-nightly.yml/badge.svg" alt="tests-nightly">
 <img src="https://github.com/axolotl-ai-cloud/axolotl/actions/workflows/multi-gpu-e2e.yml/badge.svg" alt="multigpu-semi-weekly tests">
@@ -590,6 +592,15 @@ Expand older updates
 <li>Python 3.11</li>
 <li>PyTorch ≥2.6.0</li>
 </ul>
+<section id="google-colab" class="level3">
+<h3 class="anchored" data-anchor-id="google-colab">Google Colab</h3>
+<div class="quarto-figure quarto-figure-center">
+<figure class="figure">
+<p><a href="https://colab.research.google.com/github/axolotl-ai-cloud/axolotl/blob/main/examples/colab-notebooks/colab-axolotl-example.ipynb#scrollTo=msOCO4NRmRLa"><img src="https://colab.research.google.com/assets/colab-badge.svg" class="img-fluid figure-img"></a></p>
+<figcaption>Open In Colab</figcaption>
+</figure>
+</div>
+</section>
 <section id="installation" class="level3">
 <h3 class="anchored" data-anchor-id="installation">Installation</h3>
 <section id="using-pip" class="level4">