diff --git a/source/classification1.md b/source/classification1.md
index 6727e44b..712a8cbb 100755
--- a/source/classification1.md
+++ b/source/classification1.md
@@ -1976,16 +1976,16 @@ Scatter plot of smoothness versus area where background color indicates the deci
 
 ## Exercises
 
-Practice exercises for the material covered in this chapter
-can be found in the accompanying
-[worksheets repository](https://worksheets.python.datasciencebook.ca)
-in the "Classification I: training and predicting" row.
-You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
-You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
-If you instead decide to download the worksheet and run it on your own machine,
-make sure to follow the instructions for computer setup
-found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
-and guidance that the worksheets provide will function as intended.
+Practice exercises for the material covered in this chapter can be found in the
+accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
+the "Classification I: training and predicting" row. You can preview a
+non-interactive version of the worksheet for this chapter by clicking "view
+worksheet." To work on the exercises interactively, follow the instructions in
+the worksheets repository to download all worksheets, and follow the
+instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
+that the automated feedback and guidance that the worksheets provide will
+function as intended.
+
 
 +++
 
diff --git a/source/classification2.md b/source/classification2.md
index 1b0d0fe1..c1b27a23 100755
--- a/source/classification2.md
+++ b/source/classification2.md
@@ -2174,16 +2174,15 @@ process!
 
 ## Exercises
 
-Practice exercises for the material covered in this chapter
-can be found in the accompanying
-[worksheets repository](https://worksheets.python.datasciencebook.ca)
-in the "Classification II: evaluation and tuning" row.
-You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
-You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
-If you instead decide to download the worksheet and run it on your own machine,
-make sure to follow the instructions for computer setup
-found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
-and guidance that the worksheets provide will function as intended.
+Practice exercises for the material covered in this chapter can be found in the
+accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
+the "Classification II: evaluation and tuning" row. You can preview a
+non-interactive version of the worksheet for this chapter by clicking "view
+worksheet." To work on the exercises interactively, follow the instructions in
+the worksheets repository to download all worksheets, and follow the
+instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
+that the automated feedback and guidance that the worksheets provide will
+function as intended.
 
 +++
 
diff --git a/source/clustering.md b/source/clustering.md
index c44d9e00..b0728a6b 100755
--- a/source/clustering.md
+++ b/source/clustering.md
@@ -1040,16 +1040,15 @@ but there is a trade-off that doing many clusterings could take a long time.
 
 ## Exercises
 
-Practice exercises for the material covered in this chapter
-can be found in the accompanying
-[worksheets repository](https://worksheets.python.datasciencebook.ca)
-in the "Clustering" row.
-You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
-You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
-If you instead decide to download the worksheet and run it on your own machine,
-make sure to follow the instructions for computer setup
-found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
-and guidance that the worksheets provide will function as intended.
+Practice exercises for the material covered in this chapter can be found in the
+accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
+the "Clustering" row. You can preview a
+non-interactive version of the worksheet for this chapter by clicking "view
+worksheet." To work on the exercises interactively, follow the instructions in
+the worksheets repository to download all worksheets, and follow the
+instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
+that the automated feedback and guidance that the worksheets provide will
+function as intended.
 
 ## Additional resources
 
diff --git a/source/inference.md b/source/inference.md
index ced12c67..ac2b1038 100755
--- a/source/inference.md
+++ b/source/inference.md
@@ -1370,16 +1370,16 @@ statistical techniques you may learn about in the future!
 
 ## Exercises
 
-Practice exercises for the material covered in this chapter
-can be found in the accompanying
-[worksheets repository](https://worksheets.python.datasciencebook.ca)
-in the two "Statistical inference" rows.
-You can launch an interactive version of each worksheet in your browser by clicking the "launch binder" button.
-You can also preview a non-interactive version of each worksheet by clicking "view worksheet."
-If you instead decide to download the worksheets and run them on your own machine,
-make sure to follow the instructions for computer setup
-found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
-and guidance that the worksheets provide will function as intended.
+Practice exercises for the material covered in this chapter can be found in the
+accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
+the two "Statistical inference" rows. You can preview a
+non-interactive version of each worksheet for this chapter by clicking "view
+worksheet." To work on the exercises interactively, follow the instructions in
+the worksheets repository to download all worksheets, and follow the
+instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
+that the automated feedback and guidance that the worksheets provide will
+function as intended.
+
 
 +++
 
diff --git a/source/intro.md b/source/intro.md
index 8c08ade0..b77dd786 100755
--- a/source/intro.md
+++ b/source/intro.md
@@ -1222,16 +1222,17 @@ and then selecting `Show Contextual Help`.
 
 ## Exercises
 
-Practice exercises for the material covered in this chapter
-can be found in the accompanying
-[worksheets repository](https://worksheets.python.datasciencebook.ca)
-in the "Python and Pandas" row.
-You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
-You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
-If you instead decide to download the worksheet and run it on your own machine,
-make sure to follow the instructions for computer setup
-found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
-and guidance that the worksheets provide will function as intended.
+Practice exercises for the material covered in this chapter can be found in the
+accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
+the "Python and Pandas" row.  You can preview a
+non-interactive version of the worksheet for this chapter by clicking "view
+worksheet." To work on the exercises interactively, follow the instructions in
+the worksheets repository to download all worksheets, and follow the
+instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
+that the automated feedback and guidance that the worksheets provide will
+function as intended.
+
+
 
 +++
 
diff --git a/source/preface-text.md b/source/preface-text.md
index 607076ae..690168a3 100755
--- a/source/preface-text.md
+++ b/source/preface-text.md
@@ -60,17 +60,15 @@ Where are we going?
 ```
 
 
-
 Each chapter in the book has an accompanying worksheet that provides exercises
 to help you practice the concepts you will learn. We strongly recommend that you
-work through the worksheet when you finish reading each chapter
+work through the worksheet for each chapter 
 before moving on to the next chapter. All of the worksheets
-are available at
+are available at 
 [https://worksheets.python.datasciencebook.ca](https://worksheets.python.datasciencebook.ca);
 the "Exercises" section at the end of each chapter points you to the right worksheet for that chapter.
-For each worksheet, you can either launch an interactive version of the worksheet in your browser by clicking the "launch binder" button,
-or preview a non-interactive version of the worksheet by clicking "view worksheet."
-If you instead decide to download the worksheet and run it on your own machine,
-make sure to follow the instructions for computer setup
+For each worksheet, you can preview a non-interactive version of the worksheet by clicking "view worksheet."
+To work on the exercises interactively, follow the instructions in the worksheets repository
+to download all worksheets, and follow the instructions for computer setup
 found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
 and guidance that the worksheets provide will function as intended.
diff --git a/source/reading.md b/source/reading.md
index e0d4c5f1..7fe83108 100755
--- a/source/reading.md
+++ b/source/reading.md
@@ -1619,16 +1619,17 @@ data you are requesting and how frequently you are making requests.
 
 ## Exercises
 
-Practice exercises for the material covered in this chapter
-can be found in the accompanying
-[worksheets repository](https://worksheets.python.datasciencebook.ca)
-in the "Reading in data locally and from the web" row.
-You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
-You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
-If you instead decide to download the worksheet and run it on your own machine,
-make sure to follow the instructions for computer setup
-found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
-and guidance that the worksheets provide will function as intended.
+Practice exercises for the material covered in this chapter can be found in the
+accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
+the "Reading in data locally and from the web" row. You can preview a
+non-interactive version of the worksheet for this chapter by clicking "view
+worksheet." To work on the exercises interactively, follow the instructions in
+the worksheets repository to download all worksheets, and follow the
+instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
+that the automated feedback and guidance that the worksheets provide will
+function as intended.
+
+
 
 ## Additional resources
 
diff --git a/source/regression1.md b/source/regression1.md
index a4ed7633..4e8f7ecd 100755
--- a/source/regression1.md
+++ b/source/regression1.md
@@ -1198,16 +1198,16 @@ regression has both strengths and weaknesses. Some are listed here:
 
 ## Exercises
 
-Practice exercises for the material covered in this chapter
-can be found in the accompanying
-[worksheets repository](https://worksheets.python.datasciencebook.ca)
-in the "Regression I: K-nearest neighbors" row.
-You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
-You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
-If you instead decide to download the worksheet and run it on your own machine,
-make sure to follow the instructions for computer setup
-found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
-and guidance that the worksheets provide will function as intended.
+Practice exercises for the material covered in this chapter can be found in the
+accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
+the "Regression I: K-nearest neighbors" row. You can preview a
+non-interactive version of the worksheet for this chapter by clicking "view
+worksheet." To work on the exercises interactively, follow the instructions in
+the worksheets repository to download all worksheets, and follow the
+instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
+that the automated feedback and guidance that the worksheets provide will
+function as intended.
+
 
 +++
 
diff --git a/source/regression2.md b/source/regression2.md
index 9db8e2c0..e77f493d 100755
--- a/source/regression2.md
+++ b/source/regression2.md
@@ -1367,16 +1367,17 @@ that will serve you well when moving to more advanced books on the topic.
 
 ## Exercises
 
-Practice exercises for the material covered in this chapter
-can be found in the accompanying
-[worksheets repository](https://worksheets.python.datasciencebook.ca)
-in the "Regression II: linear regression" row.
-You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
-You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
-If you instead decide to download the worksheet and run it on your own machine,
-make sure to follow the instructions for computer setup
-found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
-and guidance that the worksheets provide will function as intended.
+Practice exercises for the material covered in this chapter can be found in the
+accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
+the "Regression II: linear regression" row. You can preview a
+non-interactive version of the worksheet for this chapter by clicking "view
+worksheet." To work on the exercises interactively, follow the instructions in
+the worksheets repository to download all worksheets, and follow the
+instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
+that the automated feedback and guidance that the worksheets provide will
+function as intended.
+
+
 
 +++
 
diff --git a/source/setup.md b/source/setup.md
index c45a0980..0b464a14 100755
--- a/source/setup.md
+++ b/source/setup.md
@@ -45,11 +45,7 @@ By the end of the chapter, readers will be able to do the following:
 
 The worksheets containing exercises for this book
 are online at [https://worksheets.python.datasciencebook.ca](https://worksheets.python.datasciencebook.ca).
-The worksheets can be launched directly from that page using the Binder links in the rightmost
-column of the table. This is the easiest way to access the worksheets, but note that you will not
-be able to save your work and return to it again later.
-In order to save your progress, you will need to download the worksheets to your own computer and
-work on them locally. You can download the worksheets as a compressed zip file
+You can download the worksheets as a compressed zip file
 using [the link at the top of the page](https://github.com/UBC-DSCI/data-science-a-first-intro-python-worksheets/archive/refs/heads/main.zip).
 Once you unzip the downloaded file, you will have a folder containing all of the Jupyter notebook worksheets
 accompanying this book. See {numref}`Chapter %s <getting-started-with-jupyter>` for
diff --git a/source/version-control.md b/source/version-control.md
index 9d74b7e6..f9e496f0 100755
--- a/source/version-control.md
+++ b/source/version-control.md
@@ -1097,16 +1097,15 @@ The "Closed" issues tab on the GitHub web interface.
 
 ## Exercises
 
-Practice exercises for the material covered in this chapter
-can be found in the accompanying
-[worksheets repository](https://worksheets.python.datasciencebook.ca)
-in the "Collaboration with version control" row.
-You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
-You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
-If you instead decide to download the worksheet and run it on your own machine,
-make sure to follow the instructions for computer setup
-found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
-and guidance that the worksheets provide will function as intended.
+Practice exercises for the material covered in this chapter can be found in the
+accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
+the "Collaboration with version control" row. You can preview a
+non-interactive version of the worksheet for this chapter by clicking "view
+worksheet." To work on the exercises interactively, follow the instructions in
+the worksheets repository to download all worksheets, and follow the
+instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
+that the automated feedback and guidance that the worksheets provide will
+function as intended.
 
 ## Additional resources
 
diff --git a/source/viz.md b/source/viz.md
index 97ba2020..064ecd68 100755
--- a/source/viz.md
+++ b/source/viz.md
@@ -2038,16 +2038,15 @@ Zoomed in `faithful`, raster (PNG, left) and vector (SVG, right) formats.
 
 ## Exercises
 
-Practice exercises for the material covered in this chapter
-can be found in the accompanying
-[worksheets repository](https://worksheets.python.datasciencebook.ca)
-in the "Effective data visualization" row.
-You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
-You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
-If you instead decide to download the worksheet and run it on your own machine,
-make sure to follow the instructions for computer setup
-found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
-and guidance that the worksheets provide will function as intended.
+Practice exercises for the material covered in this chapter can be found in the
+accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
+the "Effective data visualization" row. You can preview a
+non-interactive version of the worksheet for this chapter by clicking "view
+worksheet." To work on the exercises interactively, follow the instructions in
+the worksheets repository to download all worksheets, and follow the
+instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
+that the automated feedback and guidance that the worksheets provide will
+function as intended.
 
 ## Additional resources
 
diff --git a/source/wrangling.md b/source/wrangling.md
index aa5fe42d..9da43f7b 100755
--- a/source/wrangling.md
+++ b/source/wrangling.md
@@ -1878,16 +1878,15 @@ burning data science questions!
 
 ## Exercises
 
-Practice exercises for the material covered in this chapter
-can be found in the accompanying
-[worksheets repository](https://worksheets.python.datasciencebook.ca)
-in the "Cleaning and wrangling data" row.
-You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
-You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
-If you instead decide to download the worksheet and run it on your own machine,
-make sure to follow the instructions for computer setup
-found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
-and guidance that the worksheets provide will function as intended.
+Practice exercises for the material covered in this chapter can be found in the
+accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
+the "Cleaning and wrangling data" row. You can preview a
+non-interactive version of the worksheet for this chapter by clicking "view
+worksheet." To work on the exercises interactively, follow the instructions in
+the worksheets repository to download all worksheets, and follow the
+instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
+that the automated feedback and guidance that the worksheets provide will
+function as intended.
 
 +++ {"tags": []}