From 423b352fa6c8751b1563f4038e20ab75a92e56da Mon Sep 17 00:00:00 2001
From: sergiopaniego <sergiopaniegoblanco@gmail.com>
Date: Fri, 31 Oct 2025 10:13:07 +0100
Subject: [PATCH 1/2] Added Talks subsection

---
 docs/source/index.md | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/docs/source/index.md b/docs/source/index.md
index 0bdc0d76040..11efbc405be 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -136,3 +136,15 @@ The documentation is organized into the following sections:
     </a>
   </div>
 </div>
+
+## Talks
+
+<div class="mt-10">
+  <div class="w-full flex flex-col space-y-4 md:space-y-0 md:grid md:grid-cols-2 md:gap-y-4 md:gap-x-5">
+    <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="https://github.com/sergiopaniego/talks/blob/main/fine_tuning_with_trl/Fine%20tuning%20with%20TRL%20(Oct%2025).pdf">
+      <img src="https://github.com/sergiopaniego/talks/blob/main/fine_tuning_with_trl/Fine_tuning_with_TRL_(Oct_25).png?raw=true" alt="thumbnail" class="mt-0">
+      <p class="text-gray-500 text-sm">Talk given on October 30, 2025</p>
+      <p class="text-gray-700">Fine tuning with TRL</p>
+    </a>
+  </div>
+</div>

From b7b79d60eae3709f8b193f75f83878047386824d Mon Sep 17 00:00:00 2001
From: sergiopaniego <sergiopaniegoblanco@gmail.com>
Date: Mon, 3 Nov 2025 10:31:51 +0100
Subject: [PATCH 2/2] Added talk resources

---
 docs/source/index.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/source/index.md b/docs/source/index.md
index 11efbc405be..9d6584cc2b8 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -141,8 +141,8 @@ The documentation is organized into the following sections:
 
 <div class="mt-10">
   <div class="w-full flex flex-col space-y-4 md:space-y-0 md:grid md:grid-cols-2 md:gap-y-4 md:gap-x-5">
-    <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="https://github.com/sergiopaniego/talks/blob/main/fine_tuning_with_trl/Fine%20tuning%20with%20TRL%20(Oct%2025).pdf">
-      <img src="https://github.com/sergiopaniego/talks/blob/main/fine_tuning_with_trl/Fine_tuning_with_TRL_(Oct_25).png?raw=true" alt="thumbnail" class="mt-0">
+    <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="https://huggingface.co/datasets/trl-lib/documentation-images/resolve/main/Fine%20tuning%20with%20TRL%20(Oct%2025).pdf">
+      <img src="https://huggingface.co/datasets/trl-lib/documentation-images/resolve/main/Fine%20tuning%20with%20TRL%20(Oct%2025).png" alt="thumbnail" class="mt-0">
       <p class="text-gray-500 text-sm">Talk given on October 30, 2025</p>
       <p class="text-gray-700">Fine tuning with TRL</p>
     </a>