diff --git a/docs/src/notebooks/UsingMLJ/01_basics/notebook.jl b/docs/src/notebooks/UsingMLJ/01_basics/notebook.jl
index 146060f..2102a6c 100644
--- a/docs/src/notebooks/UsingMLJ/01_basics/notebook.jl
+++ b/docs/src/notebooks/UsingMLJ/01_basics/notebook.jl
@@ -2,8 +2,8 @@
 
 # Notebook supporting the video series "Using MLJ".
 
-# [Video](https://www.youtube.com/watch?v=6ILPGhuse4o&list=PLHwT4lR4GIv8&index=1).
-# [Slides](slides.pdf) from the video.
+# - [Video](https://www.youtube.com/watch?v=6ILPGhuse4o&list=PLHwT4lR4GIv8&index=1)
+# - [Slides](slides.pdf) from the video
 
 # To run the code in this tutorial in a live Julia session, first follow the instructions
 # given [here](@ref instructions).
diff --git a/docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl b/docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl
index 9f9da1d..7e7fa72 100644
--- a/docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl
+++ b/docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl
@@ -2,8 +2,8 @@
 
 # Notebook supporting the video series "Using MLJ".
 
-# [Video](https://www.youtube.com/watch?v=ZqSqRLPyyoU&list=PLHwT4lR4GIv8&index=2).
-# [Slides](slides.pdf) from the video.
+# - [Video](https://www.youtube.com/watch?v=ZqSqRLPyyoU&list=PLHwT4lR4GIv8&index=2)
+# - [Slides](slides.pdf) from the video
 
 # To run the code in this tutorial in a live Julia session, first follow the instructions
 # given [here](@ref instructions).
diff --git a/docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl b/docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl
index dfad586..1af51f5 100644
--- a/docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl
+++ b/docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl
@@ -2,8 +2,8 @@
 
 # Notebook supporting the video series "Using MLJ".
 
-# [Video](https://www.youtube.com/watch?v=F0wEEixej3Q&list=PLHwT4lR4GIv8&index=3).
-# [Slides](slides.pdf) from the video.
+# - [Video](https://www.youtube.com/watch?v=F0wEEixej3Q&list=PLHwT4lR4GIv8&index=3)
+# - [Slides](slides.pdf) from the video
 
 # To run the code in this tutorial in a live Julia session, first follow the instructions
 # given [here](@ref instructions).