From 4c86c44cf4a569f6ac740831e30f3a7e43999133 Mon Sep 17 00:00:00 2001
From: Thomas Gardos <3973626+trgardos@users.noreply.github.com>
Date: Mon, 21 Apr 2025 20:55:26 -0400
Subject: [PATCH] fixed link and added citations for 1st figure

---
 static_files/discussion_slides/diffusion.ipynb | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/static_files/discussion_slides/diffusion.ipynb b/static_files/discussion_slides/diffusion.ipynb
index b895a04..3e1a2fb 100644
--- a/static_files/discussion_slides/diffusion.ipynb
+++ b/static_files/discussion_slides/diffusion.ipynb
@@ -11,7 +11,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "![title](https://lilianweng.github.io/posts/2021-07-11-diffusion-models/generative-overview.png)"
+    "![title](https://lilianweng.github.io/posts/2021-07-11-diffusion-models/generative-overview.png)\n",
+    "\n",
+    "_From https://lilianweng.github.io/posts/2021-07-11-diffusion-models/_"
    ]
   },
   {
@@ -1268,7 +1270,7 @@
     "- https://ayandas.me/blogs/2021-12-04-diffusion-prob-models.html\n",
     "- https://github.com/huggingface/diffusion-models-class/blob/main/unit2/02_class_conditioned_diffusion_model_example.ipynb\n",
     "- https://github.com/huggingface/diffusers\n",
-    "- https://towardsdatascience.com/stable-diffusion-using-hugging-face-501d8dbdd8\n"
+    "- https://medium.com/data-science/stable-diffusion-using-hugging-face-501d8dbdd8\n"
    ]
   },
   {