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21 changes: 9 additions & 12 deletions source/classification1.Rmd
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## Exercises

Practice exercises for the material covered in this chapter
can be found in the accompanying
[worksheets repository](https://worksheets.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 Chapter \@ref(setup). 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.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 Chapter \@ref(setup). This will ensure
that the automated feedback and guidance that the worksheets provide will
function as intended.
20 changes: 9 additions & 11 deletions source/classification2.Rmd
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## Exercises

Practice exercises for the material covered in this chapter
can be found in the accompanying
[worksheets repository](https://worksheets.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 Chapter \@ref(setup). 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.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 Chapter \@ref(setup). This will ensure
that the automated feedback and guidance that the worksheets provide will
function as intended.


## Additional resources
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23 changes: 13 additions & 10 deletions source/clustering.Rmd
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Expand Up @@ -1161,16 +1161,19 @@ elbow_plot

## Exercises

Practice exercises for the material covered in this chapter
can be found in the accompanying
[worksheets repository](https://worksheets.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 Chapter \@ref(setup). 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.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 Chapter \@ref(setup). This will ensure
that the automated feedback and guidance that the worksheets provide will
function as intended.





## Additional resources
- Chapter 10 of *An Introduction to Statistical
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19 changes: 9 additions & 10 deletions source/inference.Rmd
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Expand Up @@ -1170,16 +1170,15 @@ 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.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 Chapter \@ref(setup). 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.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 Chapter \@ref(setup). This will ensure
that the automated feedback and guidance that the worksheets provide will
function as intended.

## Additional resources

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21 changes: 11 additions & 10 deletions source/intro.Rmd
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Expand Up @@ -740,13 +740,14 @@ knitr::include_graphics("img/intro/help-filter.png")

## Exercises

Practice exercises for the material covered in this chapter
can be found in the accompanying
[worksheets repository](https://worksheets.datasciencebook.ca)
in the "R and the tidyverse" 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 Chapter \@ref(setup). 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.datasciencebook.ca) in
the "R and the tidyverse" 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 Chapter \@ref(setup). This will ensure
that the automated feedback and guidance that the worksheets provide will
function as intended.


9 changes: 4 additions & 5 deletions source/preface.Rmd
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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
[https://worksheets.datasciencebook.ca](https://worksheets.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 Chapter \@ref(setup). This will ensure that the automated feedback
and guidance that the worksheets provide will function as intended.
21 changes: 11 additions & 10 deletions source/reading.Rmd
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## Exercises

Practice exercises for the material covered in this chapter
can be found in the accompanying
[worksheets repository](https://worksheets.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 Chapter \@ref(setup). 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.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 Chapter \@ref(setup). This will ensure
that the automated feedback and guidance that the worksheets provide will
function as intended.



## Additional resources
- The [`readr` documentation](https://readr.tidyverse.org/)
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20 changes: 10 additions & 10 deletions source/regression1.Rmd
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## Exercises

Practice exercises for the material covered in this chapter
can be found in the accompanying
[worksheets repository](https://worksheets.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 Chapter \@ref(setup). 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.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 Chapter \@ref(setup). This will ensure
that the automated feedback and guidance that the worksheets provide will
function as intended.



20 changes: 9 additions & 11 deletions source/regression2.Rmd
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## Exercises

Practice exercises for the material covered in this chapter
can be found in the accompanying
[worksheets repository](https://worksheets.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 Chapter \@ref(setup). 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.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 Chapter \@ref(setup). This will ensure
that the automated feedback and guidance that the worksheets provide will
function as intended.


## Additional resources
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6 changes: 1 addition & 5 deletions source/setup.Rmd
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Expand Up @@ -40,11 +40,7 @@ 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.datasciencebook.ca](https://worksheets.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-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 Chapter \@ref(jupyter) for
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21 changes: 11 additions & 10 deletions source/version-control.Rmd
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Expand Up @@ -925,16 +925,17 @@ image_read("img/version-control/issue_06.png") |>

## Exercises

Practice exercises for the material covered in this chapter
can be found in the accompanying
[worksheets repository](https://worksheets.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 Chapter \@ref(setup). 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.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 Chapter \@ref(setup). This will ensure
that the automated feedback and guidance that the worksheets provide will
function as intended.



## Additional resources {#vc-add-res}

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21 changes: 11 additions & 10 deletions source/viz.Rmd
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## Exercises

Practice exercises for the material covered in this chapter
can be found in the accompanying
[worksheets repository](https://worksheets.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 Chapter \@ref(setup). 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.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 Chapter \@ref(setup). This will ensure
that the automated feedback and guidance that the worksheets provide will
function as intended.



## Additional resources
- The [`ggplot2` R package page](https://ggplot2.tidyverse.org) [@ggplot] is
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21 changes: 11 additions & 10 deletions source/wrangling.Rmd
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## Exercises

Practice exercises for the material covered in this chapter
can be found in the accompanying
[worksheets repository](https://worksheets.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 Chapter \@ref(setup). 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.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 Chapter \@ref(setup). This will ensure
that the automated feedback and guidance that the worksheets provide will
function as intended.





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