From 097e0a2803a7e19b71d8f3f9999c134813f2b1d4 Mon Sep 17 00:00:00 2001
From: Nathan Killoran <co9olguy@users.noreply.github.com>
Date: Mon, 7 Jun 2021 09:12:03 -0400
Subject: [PATCH] Update videos.rst

---
 videos.rst | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/videos.rst b/videos.rst
index 817a1cc594..c9a1bab93d 100644
--- a/videos.rst
+++ b/videos.rst
@@ -21,6 +21,15 @@ Sit back and explore quantum machine learning and quantum programming with our c
 
     <br><div class="video-gallery gallery-grid row">
 
+.. youtube:: o377m0doD6M
+    :title: What are quantum computers, and how can we train them in Python?
+    :author: Josh Izaac (Xanadu)
+
+    Using a mixture of real Python examples and illustrated diagrams, we show how to not only evaluate, 
+    but also differentiate small quantum programs directly on quantum hardware. By extracting the gradients, 
+    we can integrate these quantum programs directly into larger differentiable programs in Python, and 
+    train/optimize the full (hybrid quantum-classical!) program. 
+
 .. youtube:: EwGaU-qOPUQ
     :title: Using Multiple QPUs
     :author: Nathan Killoran (Xanadu)