diff --git a/guides/create_your_own_friends_with_a_gan.md b/guides/create_your_own_friends_with_a_gan.md
index 1459b7e2e5..7b0c32a735 100644
--- a/guides/create_your_own_friends_with_a_gan.md
+++ b/guides/create_your_own_friends_with_a_gan.md
@@ -14,7 +14,7 @@ Generative Adversarial Networks, often known just as *GANs*, are a specific clas
Today we'll briefly look at the high-level intuition behind GANs, and then we'll build a small demo around a pre-trained GAN to see what all the fuss is about. Here's a peek at what we're going to be putting together:
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+
### Prerequisites
@@ -116,7 +116,7 @@ gr.Interface(
Launching the inferface should present you with something like this:
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+
## Step 4 — Even more punks!
@@ -166,7 +166,7 @@ You can also try adding a `title`, `description`, and `article` to the `gr.Inter
When you're all done, you may end up with something like this:
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+
For reference, here is our full code: