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Merge pull request #604 from data-edu/c10-new-content
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C14 new content. FYI this is being merged from a branch for ch 10.
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restrellado authored Feb 22, 2025
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555 changes: 198 additions & 357 deletions 14-wt-machine-learning.Rmd

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<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<title>Page not found | Data Science in Education Using R</title>
<meta name="description" content="Bookdown for ‘Data Science in Education Using R’ by Ryan A. Estrellado, Emily A. Freer, Joshua M. Rosenberg, and Isabella C. Velásquez to be published by Routledge in 2024" />
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<meta property="og:title" content="Page not found | Data Science in Education Using R" />
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</ul></li>
<li class="chapter" data-level="13.10" data-path="c13.html"><a href="c13.html#conclusion-9"><i class="fa fa-check"></i><b>13.10</b> Conclusion</a></li>
</ul></li>
<li class="chapter" data-level="14" data-path="c14.html"><a href="c14.html"><i class="fa fa-check"></i><b>14</b> Walkthrough 8: Predicting students’ final grades using machine learning methods with online course data</a>
<li class="chapter" data-level="14" data-path="c14.html"><a href="c14.html"><i class="fa fa-check"></i><b>14</b> Walkthrough 8: Predicting students’ final grades using supervised machine learning</a>
<ul>
<li class="chapter" data-level="14.1" data-path="c14.html"><a href="c14.html#topics-emphasized-9"><i class="fa fa-check"></i><b>14.1</b> Topics emphasized</a></li>
<li class="chapter" data-level="14.2" data-path="c14.html"><a href="c14.html#functions-introduced-9"><i class="fa fa-check"></i><b>14.2</b> Functions introduced</a></li>
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<li class="chapter" data-level="14.4.2" data-path="c14.html"><a href="c14.html#data-sources-3"><i class="fa fa-check"></i><b>14.4.2</b> Data sources</a></li>
<li class="chapter" data-level="14.4.3" data-path="c14.html"><a href="c14.html#methods-6"><i class="fa fa-check"></i><b>14.4.3</b> Methods</a></li>
</ul></li>
<li class="chapter" data-level="14.5" data-path="c14.html"><a href="c14.html#load-packages-6"><i class="fa fa-check"></i><b>14.5</b> Load packages</a></li>
<li class="chapter" data-level="14.6" data-path="c14.html"><a href="c14.html#import-and-view-data"><i class="fa fa-check"></i><b>14.6</b> Import and view data</a></li>
<li class="chapter" data-level="14.7" data-path="c14.html"><a href="c14.html#process-data-4"><i class="fa fa-check"></i><b>14.7</b> Process data</a></li>
<li class="chapter" data-level="14.8" data-path="c14.html"><a href="c14.html#analysis-5"><i class="fa fa-check"></i><b>14.8</b> Analysis</a>
<li class="chapter" data-level="14.5" data-path="c14.html"><a href="c14.html#load-packages-6"><i class="fa fa-check"></i><b>14.5</b> Load packages</a>
<ul>
<li class="chapter" data-level="14.8.1" data-path="c14.html"><a href="c14.html#use-of-caret"><i class="fa fa-check"></i><b>14.8.1</b> Use of {caret}</a></li>
<li class="chapter" data-level="14.8.2" data-path="c14.html"><a href="c14.html#tuning-the-random-forest-model"><i class="fa fa-check"></i><b>14.8.2</b> Tuning the random forest model</a></li>
<li class="chapter" data-level="14.8.3" data-path="c14.html"><a href="c14.html#examining-predictive-accuracy-on-the-test-dataset"><i class="fa fa-check"></i><b>14.8.3</b> Examining predictive accuracy on the test dataset</a></li>
<li class="chapter" data-level="14.5.1" data-path="c14.html"><a href="c14.html#preprocessing-and-feature-engineering"><i class="fa fa-check"></i><b>14.5.1</b> Preprocessing and Feature Engineering</a></li>
</ul></li>
<li class="chapter" data-level="14.9" data-path="c14.html"><a href="c14.html#results-5"><i class="fa fa-check"></i><b>14.9</b> Results</a>
<ul>
<li class="chapter" data-level="14.9.1" data-path="c14.html"><a href="c14.html#variable-importance"><i class="fa fa-check"></i><b>14.9.1</b> Variable importance</a></li>
<li class="chapter" data-level="14.9.2" data-path="c14.html"><a href="c14.html#comparing-random-forest-to-regression"><i class="fa fa-check"></i><b>14.9.2</b> Comparing random forest to regression</a></li>
</ul></li>
<li class="chapter" data-level="14.10" data-path="c14.html"><a href="c14.html#conclusion-10"><i class="fa fa-check"></i><b>14.10</b> Conclusion</a></li>
<li class="chapter" data-level="14.6" data-path="c14.html"><a href="c14.html#conclusion-10"><i class="fa fa-check"></i><b>14.6</b> Conclusion</a></li>
</ul></li>
<li class="chapter" data-level="15" data-path="c15.html"><a href="c15.html"><i class="fa fa-check"></i><b>15</b> Introducing data science tools to your education job</a>
<ul>
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<li class="divider"></li>
<li><a href="https://www.emilybovee.com/">Emily A. Bovee</a></li>
<li><a href="https://ryanestrellado.com/">Ryan A. Estrellado</a></li>
<li><a href="https://www.jessemaegan.com/">Jesse Mostipak</a></li>
<li><a href="https://joshuamrosenberg.com/">Joshua M. Rosenberg</a></li>
<li><a href="https://ivelasq.rbind.io/">Isabella C. Velásquez</a></li>
<li><a href="https://github.com/rstudio/bookdown" target="blank">Published with bookdown</a></li>
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