diff --git a/docs/src/index.md b/docs/src/index.md
index e18ed52..85a4d41 100644
--- a/docs/src/index.md
+++ b/docs/src/index.md
@@ -18,7 +18,8 @@ Also hosted here is a [Lightning Tour of MLJ](@ref).
 
 ## [*Using MLJ* (video series)](@id video)
 
-Tutorials for use with the *Using MLJ* series of instructional videos. 
+Tutorials for use with the [*Using
+MLJ*](https://www.youtube.com/playlist?list=PLHwT4lR4GIv8) series of instructional videos.
 
 - [Lesson 1. Basics](@ref)
 - [Lesson 2. Model Composition](@ref)
diff --git a/docs/src/notebooks/UsingMLJ/01_basics/notebook.jl b/docs/src/notebooks/UsingMLJ/01_basics/notebook.jl
index 5ba927f..146060f 100644
--- a/docs/src/notebooks/UsingMLJ/01_basics/notebook.jl
+++ b/docs/src/notebooks/UsingMLJ/01_basics/notebook.jl
@@ -2,6 +2,7 @@
 
 # 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.
 
 # To run the code in this tutorial in a live Julia session, first follow the instructions
diff --git a/docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl b/docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl
index 5149ed3..9f9da1d 100644
--- a/docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl
+++ b/docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl
@@ -2,6 +2,7 @@
 
 # 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.
 
 # To run the code in this tutorial in a live Julia session, first follow the instructions
diff --git a/docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl b/docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl
index dc220f3..dfad586 100644
--- a/docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl
+++ b/docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl
@@ -2,6 +2,7 @@
 
 # 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.
 
 # To run the code in this tutorial in a live Julia session, first follow the instructions