diff --git a/docs/src/notebooks/UsingMLJ/01_basics/notebook.jl b/docs/src/notebooks/UsingMLJ/01_basics/notebook.jl
index 2fa0c59..5ba927f 100644
--- a/docs/src/notebooks/UsingMLJ/01_basics/notebook.jl
+++ b/docs/src/notebooks/UsingMLJ/01_basics/notebook.jl
@@ -10,14 +10,13 @@
 # ### Video Timings
 
 # - 00:00 Introduction
-# - 01:05 Goals
-# - 01:48 Prerequisites and Getting Help
-# - 02:21 Supervised Learning Recap
-# - 05:31 Models and Machines
-# - 09:28 **Live Coding:** Regression
-# - 28:55 Scientific Types
-# - 32:29 **Live Coding:** Scitypes and Classification
-# - 55:45 End
+# - 01:10 Goals
+# - 01:57 Prerequisites and Getting Help
+# - 02:33 Supervised Learning Recap
+# - 05:48 Models and Machines
+# - 09:49 **Live Coding:** Regression
+# - 29:20 Scientific Types
+# - 32:52 **Live Coding:** Scitypes and Classification
 
 # We start by inspecting the packages, and their exact versions, in the currently active
 # package environment:
diff --git a/docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl b/docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl
index ee83162..5149ed3 100644
--- a/docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl
+++ b/docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl
@@ -10,16 +10,15 @@
 # ### Video Timings
 
 # - 00:00 Introduction
-# - 00:08 Goals
-# - 01:19 Prerequisites and Getting Help
-# - 02:00 Composite Models Defined
-# - 04:13 Model Pipelines
-# - 05:59 Data Leakage
-# - 08:37 Target Transformations
-# - 12:43 Live Coding: Pipelines
-# - 18:42 Live Coding: Target Transformations
-# - 20:35 Other Model Wrappers
-# - 25:02 End
+# - 00:13 Goals
+# - 01:28 Prerequisites and Getting Help
+# - 02:12 Composite Models Defined
+# - 04:28 Model Pipelines
+# - 06:07 Data Leakage
+# - 09:00 Target Transformations
+# - 13:10 **Live Coding:** Pipelines
+# - 19:11 **Live Coding:** Target Transformations
+# - 21:01 Other Model Wrappers
 
 using MLJ
 
diff --git a/docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl b/docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl
index 62efc8d..dc220f3 100644
--- a/docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl
+++ b/docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl
@@ -10,16 +10,14 @@
 # ### Video Timings
 
 # - 00:00 Introduction
-# - 00:06 Goals
-# - 01:12 Prerequisites and Getting Help
-# - 01:27 Live Coding: Learning Curves
-# - 13:27 Tuning as Model Wrapper
-# - 18:45 Live Coding: Grid Search
-# - 26:17 Live Coding: Random Search
-# - 30:48 Nested Resampling
-# - 33:11 Final Observations
-# - 36:59 End
-
+# - 00:11 Goals
+# - 01:21 Prerequisites and Getting Help
+# - 01:42 **Live Coding:** Learning Curves
+# - 13:57 Tuning as Model Wrapper
+# - 18:53 **Live Coding:** Grid Search
+# - 26:32 **Live Coding:** Random Search
+# - 31:07 Nested Resampling
+# - 33:31 Final Observations
 
 # ## Part I. Learning Curves