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<a class="navbar-brand" href="index.html">Alan T. Arnholt</a>
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<ul class="nav navbar-nav">
<li>
<a href="for-students.html">For Students</a>
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<li>
<a href="resources.html">Resources</a>
</li>
<li>
<a href="teaching.html">Teaching</a>
</li>
<li>
<a href="https://alanarnholt.github.io/GeneralStatistics/">Misc. Stats</a>
</li>
<li>
<a href="software.html">Software</a>
</li>
<li>
<a href="scholarship.html">Scholarship</a>
</li>
<li>
<a href="coolstuff.html">Cool Stuff</a>
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<div id="header">
<h1 class="title toc-ignore">Resources</h1>
</div>
<div id="r" class="section level3">
<h3><img src="images/r.png" width="64" /> R</h3>
<ul>
<li><a href="https://www.r-project.org/">R homepage</a></li>
<li><a href="https://cran.r-project.org/">Download R</a></li>
<li><a href="https://www.statmethods.net/index.html">Quick R (all types
of examples)</a></li>
<li><a
href="https://cran.r-project.org/doc/manuals/r-release/R-intro.html">An
Introduction to R</a></li>
<li><a href="https://bookdown.org/rdpeng/rprogdatascience/"><em>R
Programming for Data Science</em> by Roger D. Peng</a></li>
<li><a href="https://bookdown.org/rdpeng/exdata/"><em>Exploratory Data
Analysis with R</em> by Roger D. Peng</a></li>
<li><a href="https://bookdown.org/csgillespie/efficientR/"><em>Efficient
R programming</em> by Colin Gillespie and Robin Lovelace</a></li>
<li><a href="https://adv-r.had.co.nz/"><em>Advanced R Development</em>
by Hadley Wickham</a></li>
<li><a
href="https://bookdown.org/Tazinho/Advanced-R-Solutions/"><em>Advanced R
Solutions</em> by Malte Grosser and Henning Bumann</a></li>
<li><a href="https://bit.ly/UC5UDc">Roger Peng’s Computing for Data
Analysis Videos</a></li>
<li><a
href="https://flavioazevedo.com/stats-and-r-blog/2016/9/13/learning-r-on-youtube">Learning
Statistics/R on youtube</a></li>
<li><a href="https://www.datacamp.com/home">DataCamp</a></li>
<li><a href="https://www.codeschool.com/courses/try-r">Free Code School
intro R Course</a></li>
<li><a href="https://swirlstats.com">swirl</a> “swirl teaches you R
programming and data science interactively, at your own pace, and right
in the R console”</li>
<li><a href="https://www.opencpu.org/posts/opencpu-with-docker/">Why Use
Docker with R?</a></li>
</ul>
</div>
<div id="rstudio" class="section level3">
<h3><img src="images/rstudio.jpg" width="59" /> RStudio</h3>
<ul>
<li><a href="https://mathr.appstate.edu/">ASU RStudio Server</a></li>
<li><a href="https://posit.co/">RStudio (IDE)</a></li>
<li><a
href="https://support.posit.co/hc/en-us/categories/200035113-Documentation">RStudio
Documentation</a></li>
<li><a href="https://posit.co/resources/cheatsheets/">RStudio Cheat
Sheets</a></li>
<li><a href="https://posit.cloud/">POSIT Cloud</a></li>
</ul>
</div>
<div id="data-camp" class="section level3">
<h3><img src="images/DataCamp.png" width="55" /> Data Camp</h3>
<ul>
<li><a href="https://www.datacamp.com/courses/tech:r">Data Science
Courses Using R</a></li>
<li><a href="https://www.datacamp.com/courses/tech:python">Data Science
Courses Using Python</a></li>
</ul>
</div>
<div id="graphics" class="section level3">
<h3><img src="images/ggplot2.png" width="59" /> Graphics</h3>
<ul>
<li><a href="https://r-graphics.org/">R Graphics Cookbook, 2nd
edition</a></li>
<li><a href="https://www.r-graph-gallery.com/">The <code>R</code> Graph
Gallery</a></li>
<li><a href="https://ggplot2-book.org/"><code>ggplot2</code>: Elegant
Graphics for Data Analysis</a></li>
<li><a
href="https://lmdvr.r-forge.r-project.org/figures/figures.html">Lattice:
Multivariate Data Visualization with R - Figures and code</a></li>
<li><a
href="https://www.rstudio.com/resources/webinars/the-grammar-and-graphics-of-data-science/">The
Grammar and Graphics of Data Science (Video)</a> (58:50)</li>
<li><a
href="https://cpsievert.github.io/plotly_book/"><code>plotly</code> for
R</a></li>
<li><a
href="https://www.datacamp.com/community/open-courses/plotly-tutorial-plotly-and-r">Plotly
tutorial: Plotly and R</a></li>
<li><a
href="https://rich-iannone.github.io/DiagrammeR/">DiagrammeR</a></li>
</ul>
</div>
<div id="shiny-apps" class="section level3">
<h3><img src="images/shiny.png" width="59" /> Shiny Apps</h3>
<ul>
<li><a href="https://shiny.posit.co/">Shiny</a></li>
<li><a href="https://shinyapps.io">shinyapps.io server</a></li>
<li><a href="https://plotly-r.com/">Interactive web-based data
visualization with R, plotly, and shiny</a></li>
<li><a href="https://docs.posit.co/shinyapps.io/">Shiny Apps
Documentation</a></li>
<li><a href="https://posit.co/resources/cheatsheets/">Shiny
Cheatsheet</a></li>
<li><a href="https://stat545.com/shiny-tutorial.html">Building Shiny
Apps</a></li>
<li><a href="https://alanarnholt.shinyapps.io/CISIMG">Simulating
Confidence Intervals (running on RStudio Shiny Apps server)</a></li>
<li><a
href="https://mathr.appstate.edu/connect/content/62bcf958-4d89-4d3d-b87a-8a0ba7d4532b">Normal
Distribution Calculator (running on ASU’s connect server)</a></li>
<li><a href="https://alanarnholt.shinyapps.io/norm_area2/">Normal
Distribution Calculator (running on RStudio Shiny Apps server)</a></li>
<li><a
href="https://deanattali.com/2015/05/09/setup-rstudio-shiny-server-digital-ocean/">How
to get your very own RStudio Server and Shiny Server with
DigitalOcean</a></li>
<li><a
href="https://posit.co/resources/videos/building-dashboards-with-shiny-tutorial-joe-cheng/">Building
Dashboards with Shiny Tutorial</a></li>
<li><a href="https://www.youtube.com/watch?v=tmHh89VTanw">Dynamic
Dashboards with Shiny</a></li>
</ul>
</div>
<div id="r-package-building" class="section level3">
<h3><img src="images/devtools.png" width="60" /> R Package
Building</h3>
<ul>
<li><a href="http://r-pkgs.had.co.nz/"><em>R Packages</em> by Hadley
Wickham</a></li>
<li><a href="https://bookdown.org/rdpeng/RProgDA/"><em>Mastering
Software Development in R</em> by Roger D. Peng, Sean Kross, and Brooke
Anderson</a></li>
<li><a
href="https://hafen.github.io/packagedocs/"><code>packagedocs</code></a></li>
<li><a href="https://pkgdown.r-lib.org/"><code>pkgdown</code></a></li>
</ul>
</div>
<div id="using-dplyr" class="section level3">
<h3><img src="images/dplyr.png" width="59" /> Using <a
href="https://cran.r-project.org/web/packages/dplyr/index.html"><code>dplyr</code></a></h3>
<ul>
<li><a
href="https://cran.r-project.org/web/packages/dplyr/vignettes/dplyr.html">Introduction
to <code>dplyr</code> vignette</a></li>
<li><a
href="https://www.dataschool.io/dplyr-tutorial-for-faster-data-manipulation-in-r/"><code>dplyr</code>
video1-tutorial</a></li>
<li><a
href="https://www.dataschool.io/dplyr-tutorial-part-2/"><code>dplyr</code>
video2-tutorial</a></li>
</ul>
</div>
<div id="reproducible-analysis" class="section level3">
<h3><img src="images/knitr.png" width="59" />Reproducible
Analysis</h3>
<ul>
<li><a href="https://yihui.org/knitr/"><code>knitr</code>
Homepage</a></li>
<li><a href="https://github.com/yihui/knitr"><code>knitr</code> Package
Development on GitHub</a></li>
<li><a href="https://bookdown.org/yihui/bookdown/"><em>Bookdown:
Authoring Books with R Markdown</em> by Yihui Xie</a></li>
<li><a
href="https://github.com/christophergandrud/Rep-Res-Book"><em>Reproducible
Research with</em> R/RStudio Development on GitHub</a></li>
<li><a
href="https://cran.r-project.org/web/views/ReproducibleResearch.html">CRAN
views of Reproducible Analysis</a></li>
<li><a
href="https://posit.co/resources/videos/reproducible-reporting/">Reproducible
Reporting (Video)</a> (58:03)</li>
<li><a href="https://ismayc.github.io/rbasics-book/"><em>Getting used to
R, RStudio, and R Markdown</em> by Chester Ismay</a></li>
<li><a href="https://ismayc.github.io/thesisdown_book/index.html"><em>My
Final College Paper</em> by Chester Ismay</a></li>
<li><a
href="https://www.britishecologicalsociety.org/wp-content/uploads/2017/12/guide-to-reproducible-code.pdf"><em>A
Guide to Reproducible Code in Ecology and Evolution</em></a></li>
<li><a
href="https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005510"><em>Good
enough practices in scientific computing</em></a></li>
</ul>
</div>
<div id="r-markdown" class="section level3">
<h3><img src="images/rmarkdown.png" width="59" /> R Markdown</h3>
<ul>
<li><a href="https://bookdown.org/yihui/rmarkdown/"><em>R Markdown: The
Definitive Guide</em> by Yihui Xie, J. J. Allaire, and Garrett
Grolemund</a></li>
<li><a href="https://bookdown.org/yihui/rmarkdown-cookbook/">R Markdown
Cookbook</a></li>
<li><a href="http://rmarkdown.rstudio.com">R Markdown V2</a></li>
<li><a
href="https://posit.co/resources/videos/getting-started-with-r-markdown/">Getting
started with R Markdown (Video)</a> (1:02:44)</li>
<li><a
href="https://daringfireball.net/projects/markdown/">Markdown</a></li>
</ul>
</div>
<div id="creating-slides-with-r" class="section level3">
<h3><img src="images/rmarkdown.png" width="59" /> Creating Slides with
R</h3>
<ul>
<li><a
href="https://bookdown.org/yihui/rmarkdown/ioslides-presentation.html#overview">R
Markdown - ioslides, reveal.js, Slidy, and Beamer</a></li>
<li><a
href="https://github.com/yihui/xaringan"><code>xaringan</code></a></li>
<li><a
href="https://support.posit.co/hc/en-us/sections/200130218-R-Presentations">R
Presentations</a></li>
</ul>
</div>
<div id="git" class="section level3">
<h3><img src="images/git.jpg" width="64" /> Git</h3>
<ul>
<li><a href="https://happygitwithr.com/"><em>Happy Git and GitHub for
the useR</em> by Jenny Bryan and the STAT 545 TAs</a></li>
<li><a href="https://git-scm.com/">Download Git</a></li>
<li><a href="https://help.github.com/">GitHub Help Page</a></li>
<li><a href="https://gitimmersion.com/lab_03.html">Create a
Project</a></li>
<li><a href="https://www.ndpsoftware.com/git-cheatsheet.html">Git
Cheatsheet</a></li>
<li><a href="https://www.codeschool.com/courses/try-git">Free Code
School Intro to Git</a></li>
<li><a href="https://git-scm.com/book">Pro Git Book</a></li>
<li><a href="https://try.github.io/levels/1/challenges/1">Try Git on
GitHub</a></li>
<li><a href="https://www.youtube.com/watch?v=YxZ8J2rqhEM">Clone a GitHub
Repo with RStudio (Video)</a> (5:05)</li>
<li><a
href="https://github.com/alanarnholt/Homework-Examples/blob/master/Slides/ForkCloneRStudio.pdf">Clone
a GitHub Repo with RStudio (Slides)</a></li>
<li><a
href="https://posit.co/resources/videos/collaboration-and-time-travel-version-control-with-git-github-and-rstudio/">Collaboration
and time travel: version control with git, github and RStudio
(Video)</a> (48:56)</li>
</ul>
</div>
<div id="using-unix-like-commands" class="section level3">
<h3><img src="images/linux2.png" width="61" /> Using Unix Like
Commands</h3>
<ul>
<li><a
href="https://web.mit.edu/mprat/Public/web/Terminus/Web/main.html">Play
Terminus to learn basics of the shell</a></li>
<li><a href="https://www.ee.surrey.ac.uk/Teaching/Unix/">Michael
Stonebank’s Unix Tutorial for Beginners</a></li>
</ul>
</div>
<div id="data-science" class="section level3">
<h3>Data Science</h3>
<ul>
<li><a href="https://r4ds.hadley.nz/"><em>R for Data Science</em> by
Garrett Grolemund and Hadley Wickham</a></li>
<li><a href="https://moderndive.com/"><em>MODERN DIVE: An Introduction
to Statistical and Data Sciences via R</em> by Chester Ismay and Albert
Y. Kim</a></li>
<li><a href="https://www.tmwr.org/"><em>Tidy Modeling with
R</em></a></li>
<li><a href="https://bookdown.org/max/FES/"><em>Feature Engineering and
Selection: A Practical Approach for Predictive Models</em> by Max Kuhn
and Kjell Johnson</a></li>
<li><a href="https://www.tidymodels.org/">Tidymodels</a></li>
<li><a href="https://tidytextmining.com/"><em>Tidy Text Mining with
R</em> by Julia Silge and David Robinson</a></li>
<li><a href="https://bradleyboehmke.github.io/HOML/"><em>Hands-On
Machine Learning with R</em></a></li>
<li><a href="https://scientistcafe.com/ids/"><em>Introduction to Data
Science</em> by Hui Lin and Ming Li</a></li>
<li><a href="https://datasciencebook.ca/"><em>Introduction to Data
Science</em> by Tiffany-Anne Timbers, Trevor Campbell and Melissa
Lee</a></li>
<li><a href="https://topepo.github.io/caret/index.html">The
<strong>caret</strong> Package</a></li>
<li><a href="https://togaware.com/onepager/">OnePageR</a></li>
<li><a
href="https://christophm.github.io/interpretable-ml-book/"><em>Interpretable
Machine Learning</em> by Christoph Molnar</a></li>
<li><a href="https://bookdown.org/roback/bookdown-BeyondMLR/"><em>Beyond
Multiple Linear Regression</em></a></li>
<li><a
href="https://community.cloud.databricks.com/"><em>Databricks</em>—Databricks
Community Edition</a></li>
</ul>
</div>
<div id="latex" class="section level3">
<h3><span class="math inline">\(\LaTeX\)</span></h3>
<ul>
<li><a href="https://tug.org/mactex/">Download LaTeX for Macs
(TeXLive)</a></li>
<li><a href="https://miktex.org/">Download LaTeX for Windows
(MikTeX)</a></li>
<li><a href="https://www.ctan.org/pkg/math-into-latex-4">More Math into
LaTeX</a></li>
<li><a href="https://www.tug.org/begin.html">Getting started with
LaTeX</a></li>
<li><a href="https://en.wikipedia.org/wiki/LaTeX">LaTeX
Wikipedia</a></li>
<li><a href="https://detexify.kirelabs.org/classify.html">Clever help
finding LaTeX symbols</a></li>
</ul>
</div>
<div id="zotero" class="section level3">
<h3>Zotero</h3>
<ul>
<li><a
href="https://stat-ata-asu.github.io/STT2810HonorsClassRepo/RMarkdown/ZoteroInClass.html">Using
Zotero</a></li>
</ul>
</div>
<div id="other-interesting-stuff" class="section level3">
<h3>Other Interesting Stuff</h3>
<ul>
<li><a href="https://r-bloggers.com">R-bloggers</a></li>
<li><a
href="https://blog.revolutionanalytics.com/2014/01/john-chambers-recounts-the-history-of-s-and-r.html">John
Chambers recounts the history of S and R</a></li>
</ul>
<hr />
</div>
<div id="footer">
<p><strong>Alan T. Arnholt,</strong> Ph.D. </br>
Professor of Statistics </br>
<a href="mailto:arnholtat@appstate.edu"> arnholtat@appstate.edu</a> </br>
<img src="images/asu-logo-white-600.png" style="background-color:black; width:180px; float:left;" width = />
</p>
<p><strong>Office Hours</strong> </br>
<a href="https://calendar.app.google/y6gbHHD4UWbySJhz5"> Click for Availability</a> </br>
</p>
<p>
<strong>Mailing Address</strong><br />
<a href = "http://www.appstate.edu/"> Appalachian State University</a><br />
<a href= "https://mathsci.appstate.edu/"> Department of Mathematical Sciences</a><br />
Walker Hall 237<br />
121 Bodenheimer Dr<br />
Boone, NC 28608
</p>
</div>
</div>
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