diff --git a/tutorialposts/2020-09-15-deep-learning-flux.md b/tutorialposts/2020-09-15-deep-learning-flux.md
index a50ab2f..9e5013f 100644
--- a/tutorialposts/2020-09-15-deep-learning-flux.md
+++ b/tutorialposts/2020-09-15-deep-learning-flux.md
@@ -4,3 +4,7 @@ published = "15 November 2020"
author = "Saswat Das, Mike Innes, Andrew Dinhobl, Ygor Canalli, Sudhanshu Agrawal, João Felipe Santos"
external = "http://fluxml.ai/Flux.jl/stable/tutorials/2020-09-15-deep-learning-flux/"
+++
+
+~~~
+
+~~~
diff --git a/tutorialposts/2020-10-18-transfer-learning.md b/tutorialposts/2020-10-18-transfer-learning.md
index 5094bd8..9995389 100644
--- a/tutorialposts/2020-10-18-transfer-learning.md
+++ b/tutorialposts/2020-10-18-transfer-learning.md
@@ -4,3 +4,7 @@ published = "18 October 2020"
author = "Dhairya Gandhi"
external = "http://fluxml.ai/Flux.jl/stable/training/training/"
+++
+
+~~~
+
+~~~
diff --git a/tutorialposts/2021-01-21-data-loader.md b/tutorialposts/2021-01-21-data-loader.md
index 1cc931f..c450a47 100644
--- a/tutorialposts/2021-01-21-data-loader.md
+++ b/tutorialposts/2021-01-21-data-loader.md
@@ -4,3 +4,7 @@ published = "21 January 2021"
author = "Liliana Badillo, Dhairya Gandhi"
external = "http://fluxml.ai/Flux.jl/stable/data/mlutils/"
+++
+
+~~~
+
+~~~
diff --git a/tutorialposts/2021-01-26-mlp.md b/tutorialposts/2021-01-26-mlp.md
index 9f72427..2a3d239 100644
--- a/tutorialposts/2021-01-26-mlp.md
+++ b/tutorialposts/2021-01-26-mlp.md
@@ -4,3 +4,7 @@ published = "26 January 2021"
author = "Adarsh Kumar, Mike J Innes, Andrew Dinhobl, Jerry Ling, natema, Zhang Shitian, Liliana Badillo, Dhairya Gandhi"
external = "http://fluxml.ai/Flux.jl/stable/tutorials/2021-01-26-mlp/"
+++
+
+~~~
+
+~~~
diff --git a/tutorialposts/2021-02-07-convnet.md b/tutorialposts/2021-02-07-convnet.md
index e9f2a3a..8cb3505 100644
--- a/tutorialposts/2021-02-07-convnet.md
+++ b/tutorialposts/2021-02-07-convnet.md
@@ -4,3 +4,7 @@ published = "7 February 2021"
author = "Elliot Saba, Adarsh Kumar, Mike J Innes, Dhairya Gandhi, Sudhanshu Agrawal, Sambit Kumar Dash, fps.io, Carlo Lucibello, Andrew Dinhobl, Liliana Badillo"
external = "http://fluxml.ai/Flux.jl/stable/tutorials/2021-02-07-convnet/"
+++
+
+~~~
+
+~~~
diff --git a/tutorialposts/2021-10-08-dcgan-mnist.md b/tutorialposts/2021-10-08-dcgan-mnist.md
index 491d783..8ca7f6a 100644
--- a/tutorialposts/2021-10-08-dcgan-mnist.md
+++ b/tutorialposts/2021-10-08-dcgan-mnist.md
@@ -4,3 +4,7 @@ published = "8 October 2021"
author = "Deeptendu Santra"
external = "http://fluxml.ai/Flux.jl/stable/tutorials/2021-10-08-dcgan-mnist/"
+++
+
+~~~
+
+~~~