diff --git a/module05/usefull_ressources.tex b/module05/usefull_ressources.tex
index e1ccdd16..999318dd 100644
--- a/module05/usefull_ressources.tex
+++ b/module05/usefull_ressources.tex
@@ -16,7 +16,7 @@ \section*{Useful Ressources}
 
 You are strongly advise to use the following resource:
 \href{https://www.coursera.org/learn/machine-learning}{Machine Learning MOOC - Stanford}
-These videos are available at no cost; simply log in, select "Enroll for Free", and choose "audit the course for free" in the popup window.
+These videos are available at no cost; simply log in, select "Enroll for Free", then click "Audit" at the bottom of the pop-up window.
 The following sections of the course are pertinent to today's exercises: 
 
 \newpage
diff --git a/module06/usefull_ressources.tex b/module06/usefull_ressources.tex
index 775ee13f..45640f91 100644
--- a/module06/usefull_ressources.tex
+++ b/module06/usefull_ressources.tex
@@ -15,7 +15,7 @@ \section*{Useful Ressources}
 
 You are strongly advise to use the following resource:
 \href{https://www.coursera.org/learn/machine-learning}{Machine Learning MOOC - Stanford}
-These videos are available at no cost; simply log in, select "Enroll for Free", and choose "audit the course for free" in the popup window.
+These videos are available at no cost; simply log in, select "Enroll for Free", then click "Audit" at the bottom of the pop-up window.
 The following sections of the course are pertinent to today's exercises: 
 
 \newpage
diff --git a/module07/usefull_ressources.tex b/module07/usefull_ressources.tex
index a31adf2b..3ad92a9e 100644
--- a/module07/usefull_ressources.tex
+++ b/module07/usefull_ressources.tex
@@ -16,8 +16,8 @@ \section*{Useful Ressources}
 
 You are strongly advise to use the following resource:
 \href{https://www.coursera.org/learn/machine-learning}{Machine Learning MOOC - Stanford}
-These videos are available at no cost; simply log in, select "Enroll for Free", and choose "audit the course for free" in the popup window.
-The following sections of the course are pertinent to today's exercises:
+These videos are available at no cost; simply log in, select "Enroll for Free", then click "Audit" at the bottom of the pop-up window.
+The following sections of the course are pertinent to today's exercises: 
 
 \subsection*{Week 2: Regression with multiple input variables}
 
diff --git a/module08/usefull_ressources.tex b/module08/usefull_ressources.tex
index 73d23c70..ed86eab8 100644
--- a/module08/usefull_ressources.tex
+++ b/module08/usefull_ressources.tex
@@ -16,8 +16,8 @@ \section*{Useful Ressources}
 
 You are strongly advise to use the following resource:
 \href{https://www.coursera.org/learn/machine-learning}{Machine Learning MOOC - Stanford}
-These videos are available at no cost; simply log in, select "Enroll for Free", and choose "audit the course for free" in the popup window.
-The following sections of the course are pertinent to today's exercises:
+These videos are available at no cost; simply log in, select "Enroll for Free", then click "Audit" at the bottom of the pop-up window.
+The following sections of the course are pertinent to today's exercises: 
 
 \subsection*{Week 3: Classification}
 
diff --git a/module09/usefull_ressources.tex b/module09/usefull_ressources.tex
index 1737c5a2..0de5aae6 100644
--- a/module09/usefull_ressources.tex
+++ b/module09/usefull_ressources.tex
@@ -16,8 +16,8 @@ \section*{Useful Ressources}
 
 You are strongly advise to use the following resource:
 \href{https://www.coursera.org/learn/machine-learning}{Machine Learning MOOC - Stanford}
-These videos are available at no cost; simply log in, select "Enroll for Free", and choose "audit the course for free" in the popup window.
-The following sections of the course are pertinent to today's exercises:
+These videos are available at no cost; simply log in, select "Enroll for Free", then click "Audit" at the bottom of the pop-up window.
+The following sections of the course are pertinent to today's exercises: 
 
 \newpage