diff --git a/doc/pub/week36/html/week36-reveal.html b/doc/pub/week36/html/week36-reveal.html
index a242e608c..343fc90ab 100644
--- a/doc/pub/week36/html/week36-reveal.html
+++ b/doc/pub/week36/html/week36-reveal.html
@@ -1269,7 +1269,7 @@ p(X\vert Y)= \frac{p(X,Y)}{p(Y)},
 $$
 <p>&nbsp;<br>
 
-we can rewrite this as
+which we can rewrite as
 
 <p>&nbsp;<br>
 $$
@@ -1277,7 +1277,7 @@ p(X\vert Y)= \frac{p(X,Y)}{\sum_{i=0}^{n-1}p(Y\vert X=x_i)p(x_i)}=\frac{p(Y\vert
 $$
 <p>&nbsp;<br>
 
-Which is Bayes' theorem. More text to be added here by Friday September 10.
+which is Bayes' theorem. More text to be added here by Friday September 10.
 </section>
 
 
diff --git a/doc/pub/week36/html/week36-solarized.html b/doc/pub/week36/html/week36-solarized.html
index 3d592906c..f7eca64eb 100644
--- a/doc/pub/week36/html/week36-solarized.html
+++ b/doc/pub/week36/html/week36-solarized.html
@@ -1247,13 +1247,13 @@ $$
 p(X\vert Y)= \frac{p(X,Y)}{p(Y)},
 $$
 
-we can rewrite this as
+which we can rewrite as
 
 $$
 p(X\vert Y)= \frac{p(X,Y)}{\sum_{i=0}^{n-1}p(Y\vert X=x_i)p(x_i)}=\frac{p(Y\vert X)p(X)}{\sum_{i=0}^{n-1}p(Y\vert X=x_i)p(x_i)},
 $$
 
-Which is Bayes' theorem. More text to be added here by Friday September 10.
+which is Bayes' theorem. More text to be added here by Friday September 10.
 
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
diff --git a/doc/pub/week36/html/week36.html b/doc/pub/week36/html/week36.html
index 18219fc4a..0b3d76a4b 100644
--- a/doc/pub/week36/html/week36.html
+++ b/doc/pub/week36/html/week36.html
@@ -1252,13 +1252,13 @@ $$
 p(X\vert Y)= \frac{p(X,Y)}{p(Y)},
 $$
 
-we can rewrite this as
+which we can rewrite as
 
 $$
 p(X\vert Y)= \frac{p(X,Y)}{\sum_{i=0}^{n-1}p(Y\vert X=x_i)p(x_i)}=\frac{p(Y\vert X)p(X)}{\sum_{i=0}^{n-1}p(Y\vert X=x_i)p(x_i)},
 $$
 
-Which is Bayes' theorem. More text to be added here by Friday September 10.
+which is Bayes' theorem. More text to be added here by Friday September 10.
 
 <p>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
diff --git a/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz b/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz
index d05ae0b2c..264bd23e0 100644
Binary files a/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz and b/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz differ
diff --git a/doc/pub/week36/ipynb/week36.ipynb b/doc/pub/week36/ipynb/week36.ipynb
index 41f8d94e4..e5e167cdd 100644
--- a/doc/pub/week36/ipynb/week36.ipynb
+++ b/doc/pub/week36/ipynb/week36.ipynb
@@ -1625,7 +1625,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "we can rewrite this as"
+    "which we can rewrite as"
    ]
   },
   {
@@ -1641,7 +1641,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Which is Bayes' theorem. More text to be added here by Friday September 10.\n",
+    "which is Bayes' theorem. More text to be added here by Friday September 10.\n",
     "\n",
     "\n",
     "## Frliday September 10\n",
diff --git a/doc/src/week36/week36.do.txt b/doc/src/week36/week36.do.txt
index a3e874169..8316ee482 100644
--- a/doc/src/week36/week36.do.txt
+++ b/doc/src/week36/week36.do.txt
@@ -930,14 +930,14 @@ If we combine the conditional probability with the marginal probability and the
 p(X\vert Y)= \frac{p(X,Y)}{p(Y)},
 \]
 !et
-we can rewrite this as
+which we can rewrite as
 
 !bt
 \[
 p(X\vert Y)= \frac{p(X,Y)}{\sum_{i=0}^{n-1}p(Y\vert X=x_i)p(x_i)}=\frac{p(Y\vert X)p(X)}{\sum_{i=0}^{n-1}p(Y\vert X=x_i)p(x_i)},
 \]
 !et
-Which is Bayes' theorem. More text to be added here by Friday September 10.
+which is Bayes' theorem. More text to be added here by Friday September 10.
 
 
 !split