diff --git a/docs/BuildingBlocks/1_VAEs.ipynb b/docs/BuildingBlocks/1_VAEs.ipynb
index 27d5e62..3c29cc6 100644
--- a/docs/BuildingBlocks/1_VAEs.ipynb
+++ b/docs/BuildingBlocks/1_VAEs.ipynb
@@ -761,7 +761,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "venv",
    "language": "python",
    "name": "python3"
   },
@@ -775,7 +775,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.11.8"
   }
  },
  "nbformat": 4,
diff --git a/docs/imgs/diffusion.webp b/docs/imgs/diffusion.webp
new file mode 100644
index 0000000..0b1b46a
Binary files /dev/null and b/docs/imgs/diffusion.webp differ
diff --git a/docs/index.md b/docs/index.md
index d176e27..9e1dfa7 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,7 +1,19 @@
+<a href="https://acceleratescience.github.io/">
+    <img src="./imgs/full_acc.png" alt="Logo" width=500>
+</a>
+
 # Introduction to Diffusion Models
 
+<img src="./imgs/diffusion.webp" alt="Who doesn't love a cat picture" style="width:800px;"/>
+
 Welcome to the Introduction to Diffusion Models workshop offered by the Accelerate Programme for Scientific Discovery. Here you will find the slides for our in-person workshop, along with some material to get started.
 
+This workshop was originally delivered in-person at the University of Cambridge, but we have made the slides and some of the material available here for you to work through at your own pace.
+
+In the main GitHub repository, there is a `notebooks` folder that contains the Jupyter notebooks that we used in the workshop. These notebooks are designed to be run on a local machine, and we recommend that you use a machine with a GPU to run them. If you don't have a GPU, you can use Google Colab to run the notebooks. Contained within the main repository is also a folder `diffusion_models` that contains the code for the Diffusion Models that we build in the workshop.
+
+[:fontawesome-solid-book:  Notebooks ](mailto:accelerate-mle@cst.cam.ac.uk){ .md-button }
+
 This workshop is roughly divided into the following sections:
 
 ## Introduction