diff --git a/doc/pub/week48/html/._week48-bs045.html b/doc/pub/week48/html/._week48-bs045.html
index e1b736997..ca9ab008b 100644
--- a/doc/pub/week48/html/._week48-bs045.html
+++ b/doc/pub/week48/html/._week48-bs045.html
@@ -257,6 +257,9 @@ confidently learn our model.
 <p>
 <a href="https://www.youtube.com/watch?v=E1qhGw8QxqY&ab_channel=AndrewGordonWilson" target="_self">Video on Bayesian deep learning</a>
 
+<p>
+See also the <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Articles/lec03.pdf" target="_self">slides here</a>.
+
 <p>
 <p>
 <!-- navigation buttons at the bottom of the page -->
diff --git a/doc/pub/week48/html/week48-reveal.html b/doc/pub/week48/html/week48-reveal.html
index 8e36d2eae..14eb25a0d 100644
--- a/doc/pub/week48/html/week48-reveal.html
+++ b/doc/pub/week48/html/week48-reveal.html
@@ -1449,6 +1449,9 @@ confidently learn our model.
 
 <p>
 <a href="https://www.youtube.com/watch?v=E1qhGw8QxqY&ab_channel=AndrewGordonWilson" target="_blank">Video on Bayesian deep learning</a>
+
+<p>
+See also the <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Articles/lec03.pdf" target="_blank">slides here</a>.
 </section>
 
 
diff --git a/doc/pub/week48/html/week48-solarized.html b/doc/pub/week48/html/week48-solarized.html
index 3d0cc52df..98b603a21 100644
--- a/doc/pub/week48/html/week48-solarized.html
+++ b/doc/pub/week48/html/week48-solarized.html
@@ -1421,6 +1421,9 @@ confidently learn our model.
 <p>
 <a href="https://www.youtube.com/watch?v=E1qhGw8QxqY&ab_channel=AndrewGordonWilson" target="_blank">Video on Bayesian deep learning</a>
 
+<p>
+See also the <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Articles/lec03.pdf" target="_blank">slides here</a>.
+
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
 
diff --git a/doc/pub/week48/html/week48.html b/doc/pub/week48/html/week48.html
index 1e419dbe1..d1ffb4778 100644
--- a/doc/pub/week48/html/week48.html
+++ b/doc/pub/week48/html/week48.html
@@ -1426,6 +1426,9 @@ confidently learn our model.
 <p>
 <a href="https://www.youtube.com/watch?v=E1qhGw8QxqY&ab_channel=AndrewGordonWilson" target="_blank">Video on Bayesian deep learning</a>
 
+<p>
+See also the <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/Articles/lec03.pdf" target="_blank">slides here</a>.
+
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
 
diff --git a/doc/pub/week48/ipynb/ipynb-week48-src.tar.gz b/doc/pub/week48/ipynb/ipynb-week48-src.tar.gz
index 02ccec945..0a5b7cf54 100644
Binary files a/doc/pub/week48/ipynb/ipynb-week48-src.tar.gz and b/doc/pub/week48/ipynb/ipynb-week48-src.tar.gz differ
diff --git a/doc/pub/week48/ipynb/week48.ipynb b/doc/pub/week48/ipynb/week48.ipynb
index 2364e20ca..63833dde3 100644
--- a/doc/pub/week48/ipynb/week48.ipynb
+++ b/doc/pub/week48/ipynb/week48.ipynb
@@ -1375,6 +1375,7 @@
     "\n",
     "[Video on Bayesian deep learning](https://www.youtube.com/watch?v=E1qhGw8QxqY&ab_channel=AndrewGordonWilson)\n",
     "\n",
+    "See also the [slides here](https://github.com/CompPhysics/MachineLearning/blob/master/doc/Articles/lec03.pdf).\n",
     "\n",
     "## Reinforcement Learning\n",
     "\n",
diff --git a/doc/src/week48/week48.do.txt b/doc/src/week48/week48.do.txt
index 2be6d3937..241c53058 100644
--- a/doc/src/week48/week48.do.txt
+++ b/doc/src/week48/week48.do.txt
@@ -1015,6 +1015,7 @@ confidently learn our model.
 
 "Video on Bayesian deep learning":"https://www.youtube.com/watch?v=E1qhGw8QxqY&ab_channel=AndrewGordonWilson"
 
+See also the "slides here":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/Articles/lec03.pdf".
 
 !split
 ===== Reinforcement Learning =====