diff --git a/index.html b/index.html
index f236860..7604fd8 100644
--- a/index.html
+++ b/index.html
@@ -219,7 +219,7 @@ <h1 class="title">Workshops</h1>
 </tr>
 </thead>
 <tbody class="list">
-<tr data-index="0" data-categories="python,shiny,production,advanced" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="304" data-listing-title-sort="Advanced Shiny for Python" data-listing-filename-sort="shiny_python_adv.qmd">
+<tr data-index="0" data-categories="python,shiny,production,advanced" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="304" data-listing-title-sort="Advanced Shiny for Python" data-listing-filename-sort="shiny_python_adv.qmd">
 <td>
 <a href="./workshops/shiny_python_adv.html" class="title listing-title">Advanced Shiny for Python</a>
 </td>
@@ -230,7 +230,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Take your Shiny apps to the next level with modules </span>
 </td>
 </tr>
-<tr data-index="1" data-categories="tidymodels,modeling,regression,classification" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="859" data-listing-title-sort="Advanced Tidymodels" data-listing-filename-sort="tidymodels_advanced.qmd">
+<tr data-index="1" data-categories="tidymodels,modeling,regression,classification" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="859" data-listing-title-sort="Advanced Tidymodels" data-listing-filename-sort="tidymodels_advanced.qmd">
 <td>
 <a href="./workshops/tidymodels_advanced.html" class="title listing-title">Advanced Tidymodels</a>
 </td>
@@ -241,7 +241,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">An advanced class to learn how to use tidymodels to optimize different models, conduct feature engineering, and other activities. </span>
 </td>
 </tr>
-<tr data-index="2" data-categories="R,Arrow,Data Engineering" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010101" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="791" data-listing-title-sort="Big Data in R with Arrow" data-listing-filename-sort="arrow.qmd">
+<tr data-index="2" data-categories="R,Arrow,Data Engineering" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432788" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="791" data-listing-title-sort="Big Data in R with Arrow" data-listing-filename-sort="arrow.qmd">
 <td>
 <a href="./workshops/arrow.html" class="title listing-title">Big Data in R with Arrow</a>
 </td>
@@ -252,7 +252,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">An introduction to Apache Arrow for creating efficient analysis pipelines with larger-than-memory data in R. </span>
 </td>
 </tr>
-<tr data-index="3" data-categories="Quarto,R,Python" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="8" data-listing-word-count-sort="1569" data-listing-title-sort="Build-a-Dashboard Workshop (with Quarto, R and/or Python)" data-listing-filename-sort="quarto_dashboards.qmd">
+<tr data-index="3" data-categories="Quarto,R,Python" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="8" data-listing-word-count-sort="1569" data-listing-title-sort="Build-a-Dashboard Workshop (with Quarto, R and/or Python)" data-listing-filename-sort="quarto_dashboards.qmd">
 <td>
 <a href="./workshops/quarto_dashboards.html" class="title listing-title">Build-a-Dashboard Workshop (with Quarto, R and/or Python)</a>
 </td>
@@ -263,7 +263,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Create sleek, elegant, and eye-catching dashboards with static and/or interactive elements with Quarto. For R and Python users. </span>
 </td>
 </tr>
-<tr data-index="4" data-categories="r,modeling,causal,analysis" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010101" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="371" data-listing-title-sort="Causal Inference in R" data-listing-filename-sort="causal.qmd">
+<tr data-index="4" data-categories="r,modeling,causal,analysis" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432788" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="371" data-listing-title-sort="Causal Inference in R" data-listing-filename-sort="causal.qmd">
 <td>
 <a href="./workshops/causal.html" class="title listing-title">Causal Inference in R</a>
 </td>
@@ -274,7 +274,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Learn to answer causal questions with causal diagrams, propensity score modeling, and more. </span>
 </td>
 </tr>
-<tr data-index="5" data-categories="data science,pro product,python,workbench,connect,package manager,vs code" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="328" data-listing-title-sort="Data Science Workflows with Posit Tools — Python Focus" data-listing-filename-sort="posit_tools_python.qmd">
+<tr data-index="5" data-categories="data science,pro product,python,workbench,connect,package manager,vs code" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="328" data-listing-title-sort="Data Science Workflows with Posit Tools — Python Focus" data-listing-filename-sort="posit_tools_python.qmd">
 <td>
 <a href="./workshops/posit_tools_python.html" class="title listing-title">Data Science Workflows with Posit Tools — Python Focus</a>
 </td>
@@ -285,7 +285,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Build an opinionated and Pythonic data science workflow using Posit’s professional products and open-source tools. </span>
 </td>
 </tr>
-<tr data-index="6" data-categories="R,Quarto" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="6" data-listing-word-count-sort="1134" data-listing-title-sort="Data Science Workflows with Posit Tools — R Focus" data-listing-filename-sort="posit_tools_r.qmd">
+<tr data-index="6" data-categories="R,Quarto" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="6" data-listing-word-count-sort="1134" data-listing-title-sort="Data Science Workflows with Posit Tools — R Focus" data-listing-filename-sort="posit_tools_r.qmd">
 <td>
 <a href="./workshops/posit_tools_r.html" class="title listing-title">Data Science Workflows with Posit Tools — R Focus</a>
 </td>
@@ -296,7 +296,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Use open source packages and Posit’s professional tools — Workbench, Connect, and Package Manager — to improve your end-to-end data science workflows. </span>
 </td>
 </tr>
-<tr data-index="7" data-categories="R,databases,DuckDB" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010101" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="827" data-listing-title-sort="Databases with R" data-listing-filename-sort="databases.qmd">
+<tr data-index="7" data-categories="R,databases,DuckDB" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432788" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="827" data-listing-title-sort="Databases with R" data-listing-filename-sort="databases.qmd">
 <td>
 <a href="./workshops/databases.html" class="title listing-title">Databases with R</a>
 </td>
@@ -307,7 +307,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">An introduction to databases and DuckDB with R. </span>
 </td>
 </tr>
-<tr data-index="8" data-categories="data science,pro product,devops,workbench,connect,package manager,production,docker,containers" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010101" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="309" data-listing-title-sort="DevOps for Data Scientists" data-listing-filename-sort="dev_ops.qmd">
+<tr data-index="8" data-categories="data science,pro product,devops,workbench,connect,package manager,production,docker,containers" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432788" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="309" data-listing-title-sort="DevOps for Data Scientists" data-listing-filename-sort="dev_ops.qmd">
 <td>
 <a href="./workshops/dev_ops.html" class="title listing-title">DevOps for Data Scientists</a>
 </td>
@@ -318,7 +318,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">This workshop is intended for data scientists who wish to learn more about the basic principles and tools of DevOps and to get hands-on experience putting DevOps workflows into production. </span>
 </td>
 </tr>
-<tr data-index="9" data-categories="data visualization, ggplot2, color, accessibility, communication" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010101" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="7" data-listing-word-count-sort="1220" data-listing-title-sort="Effective data visualization with ggplot2" data-listing-filename-sort="dataviz.qmd">
+<tr data-index="9" data-categories="data visualization, ggplot2, color, accessibility, communication" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432788" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="7" data-listing-word-count-sort="1220" data-listing-title-sort="Effective data visualization with ggplot2" data-listing-filename-sort="dataviz.qmd">
 <td>
 <a href="./workshops/dataviz.html" class="title listing-title">Effective data visualization with ggplot2</a>
 </td>
@@ -329,7 +329,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Level up your figure design skills with advanced tips and tricks for ggplot2 and with fundamental principles of visual communication. </span>
 </td>
 </tr>
-<tr data-index="10" data-categories="R,tidyverse,purrr,functions,iteration,programming" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="6" data-listing-word-count-sort="1037" data-listing-title-sort="From R User to R Programmer" data-listing-filename-sort="programming_r.qmd">
+<tr data-index="10" data-categories="R,tidyverse,purrr,functions,iteration,programming" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="6" data-listing-word-count-sort="1037" data-listing-title-sort="From R User to R Programmer" data-listing-filename-sort="programming_r.qmd">
 <td>
 <a href="./workshops/programming_r.html" class="title listing-title">From R User to R Programmer</a>
 </td>
@@ -340,7 +340,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Improve your R programming skills and reduce the amount of duplication in your code. </span>
 </td>
 </tr>
-<tr data-index="11" data-categories="mlops,python,r" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="582" data-listing-title-sort="Intro to MLOps with vetiver" data-listing-filename-sort="vetiver.qmd">
+<tr data-index="11" data-categories="mlops,python,r" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="582" data-listing-title-sort="Intro to MLOps with vetiver" data-listing-filename-sort="vetiver.qmd">
 <td>
 <a href="./workshops/vetiver.html" class="title listing-title">Intro to MLOps with vetiver</a>
 </td>
@@ -351,7 +351,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Utilize the vetiver framework in Python and R for efficient versioning, deployment, and monitoring of machine learning models in production. </span>
 </td>
 </tr>
-<tr data-index="12" data-categories="data science,python" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="547" data-listing-title-sort="Introduction to Data Science with Python" data-listing-filename-sort="intro_ds_python.qmd">
+<tr data-index="12" data-categories="data science,python" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="547" data-listing-title-sort="Introduction to Data Science with Python" data-listing-filename-sort="intro_ds_python.qmd">
 <td>
 <a href="./workshops/intro_ds_python.html" class="title listing-title">Introduction to Data Science with Python</a>
 </td>
@@ -362,7 +362,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Learn the foundations of Python for data science through a cohort-based, mentor-led, hands-on apprenticeship for working professionals. </span>
 </td>
 </tr>
-<tr data-index="13" data-categories="data science,tidyverse" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="547" data-listing-title-sort="Introduction to Data Science with R and Tidyverse" data-listing-filename-sort="intro_ds_r.qmd">
+<tr data-index="13" data-categories="data science,tidyverse" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="547" data-listing-title-sort="Introduction to Data Science with R and Tidyverse" data-listing-filename-sort="intro_ds_r.qmd">
 <td>
 <a href="./workshops/intro_ds_r.html" class="title listing-title">Introduction to Data Science with R and Tidyverse</a>
 </td>
@@ -373,7 +373,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Learn the foundations of R for data science through a cohort-based, mentor-led, hands-on apprenticeship for working professionals. </span>
 </td>
 </tr>
-<tr data-index="14" data-categories="quarto,r,documents,slides" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="348" data-listing-title-sort="Introduction to Quarto" data-listing-filename-sort="quarto_intro.qmd">
+<tr data-index="14" data-categories="quarto,r,documents,slides" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="330" data-listing-title-sort="Introduction to Quarto" data-listing-filename-sort="quarto_intro.qmd">
 <td>
 <a href="./workshops/quarto_intro.html" class="title listing-title">Introduction to Quarto</a>
 </td>
@@ -384,7 +384,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Author a rich array of documents in Quarto. </span>
 </td>
 </tr>
-<tr data-index="15" data-categories="python,shiny,shinylive" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="682" data-listing-title-sort="Introduction to Shiny for Python" data-listing-filename-sort="shiny_python_intro.qmd">
+<tr data-index="15" data-categories="python,shiny,shinylive" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="682" data-listing-title-sort="Introduction to Shiny for Python" data-listing-filename-sort="shiny_python_intro.qmd">
 <td>
 <a href="./workshops/shiny_python_intro.html" class="title listing-title">Introduction to Shiny for Python</a>
 </td>
@@ -395,7 +395,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Learn the basic building blocks of Shiny for Python, including the new Shiny Express syntax. </span>
 </td>
 </tr>
-<tr data-index="16" data-categories="Shiny,R,reactivity,web apps" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="310" data-listing-title-sort="Introduction to Shiny for R" data-listing-filename-sort="shiny_r_intro.qmd">
+<tr data-index="16" data-categories="Shiny,R,reactivity,web apps" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="310" data-listing-title-sort="Introduction to Shiny for R" data-listing-filename-sort="shiny_r_intro.qmd">
 <td>
 <a href="./workshops/shiny_r_intro.html" class="title listing-title">Introduction to Shiny for R</a>
 </td>
@@ -406,7 +406,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Introduction to builing interactive web apps using Shiny and R </span>
 </td>
 </tr>
-<tr data-index="17" data-categories="Python,Scikit-learn,machine learning,modeling" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="482" data-listing-title-sort="Introduction to machine learning in Python with Scikit-learn" data-listing-filename-sort="ml_python.qmd">
+<tr data-index="17" data-categories="Python,Scikit-learn,machine learning,modeling" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="482" data-listing-title-sort="Introduction to machine learning in Python with Scikit-learn" data-listing-filename-sort="ml_python.qmd">
 <td>
 <a href="./workshops/ml_python.html" class="title listing-title">Introduction to machine learning in Python with Scikit-learn</a>
 </td>
@@ -417,7 +417,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Machine learning with tabular data using Python’s the Scikit-learn framework. </span>
 </td>
 </tr>
-<tr data-index="18" data-categories="R,tidymodels,modeling" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="802" data-listing-title-sort="Introduction to tidymodels" data-listing-filename-sort="tidymodels_intro.qmd">
+<tr data-index="18" data-categories="R,tidymodels,modeling" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="802" data-listing-title-sort="Introduction to tidymodels" data-listing-filename-sort="tidymodels_intro.qmd">
 <td>
 <a href="./workshops/tidymodels_intro.html" class="title listing-title">Introduction to tidymodels</a>
 </td>
@@ -428,7 +428,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Machine learning with tabular data using the tidymodels framework. </span>
 </td>
 </tr>
-<tr data-index="19" data-categories="shiny,r,advanced,production" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="297" data-listing-title-sort="Level Up with Shiny for R" data-listing-filename-sort="shiny_r_level_up.qmd">
+<tr data-index="19" data-categories="shiny,r,advanced,production" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="297" data-listing-title-sort="Level Up with Shiny for R" data-listing-filename-sort="shiny_r_level_up.qmd">
 <td>
 <a href="./workshops/shiny_r_level_up.html" class="title listing-title">Level Up with Shiny for R</a>
 </td>
@@ -439,7 +439,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Level up your Shiny skills to build complex applications with brilliant user interfaces. </span>
 </td>
 </tr>
-<tr data-index="20" data-categories="R,Python,Quarto" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="6" data-listing-word-count-sort="1011" data-listing-title-sort="Making Tables with gt and Great Tables" data-listing-filename-sort="tables.qmd">
+<tr data-index="20" data-categories="R,Python,Quarto" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="6" data-listing-word-count-sort="1011" data-listing-title-sort="Making Tables with gt and Great Tables" data-listing-filename-sort="tables.qmd">
 <td>
 <a href="./workshops/tables.html" class="title listing-title">Making Tables with gt and Great Tables</a>
 </td>
@@ -450,7 +450,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Create publication-quality tables with gt and Great Tables. For R and Python users. </span>
 </td>
 </tr>
-<tr data-index="21" data-categories="R,package development" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="854" data-listing-title-sort="Package Development: The Rest of the Owl" data-listing-filename-sort="pkg_dev.qmd">
+<tr data-index="21" data-categories="R,package development" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="854" data-listing-title-sort="Package Development: The Rest of the Owl" data-listing-filename-sort="pkg_dev.qmd">
 <td>
 <a href="./workshops/pkg_dev.html" class="title listing-title">Package Development: The Rest of the Owl</a>
 </td>
@@ -461,7 +461,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Learn what’s different about writing R code that lives in a package (vs.&nbsp;a script). </span>
 </td>
 </tr>
-<tr data-index="22" data-categories="Quarto,R,Python" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="458" data-listing-title-sort="Quarto Websites" data-listing-filename-sort="quarto_websites.qmd">
+<tr data-index="22" data-categories="Quarto,R,Python" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="458" data-listing-title-sort="Quarto Websites" data-listing-filename-sort="quarto_websites.qmd">
 <td>
 <a href="./workshops/quarto_websites.html" class="title listing-title">Quarto Websites</a>
 </td>
@@ -472,7 +472,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Build a website from scratch with Quarto. </span>
 </td>
 </tr>
-<tr data-index="23" data-categories="r,production" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="897" data-listing-title-sort="R in Production" data-listing-filename-sort="r_in_production.qmd">
+<tr data-index="23" data-categories="r,production" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="897" data-listing-title-sort="R in Production" data-listing-filename-sort="r_in_production.qmd">
 <td>
 <a href="./workshops/r_in_production.html" class="title listing-title">R in Production</a>
 </td>
@@ -483,7 +483,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Learn how to write robust R code that both works reliably in production, and when it fails, is easy to debug. </span>
 </td>
 </tr>
-<tr data-index="24" data-categories="databricks,databases,Spark,dplyr" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010101" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="889" data-listing-title-sort="Using Databricks with R" data-listing-filename-sort="databricks.qmd">
+<tr data-index="24" data-categories="databricks,databases,Spark,dplyr" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432788" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="889" data-listing-title-sort="Using Databricks with R" data-listing-filename-sort="databricks.qmd">
 <td>
 <a href="./workshops/databricks.html" class="title listing-title">Using Databricks with R</a>
 </td>
@@ -494,7 +494,7 @@ <h1 class="title">Workshops</h1>
 <span class="listing-description">Overview of the latests methods to connect, and interact with Databricks services. </span>
 </td>
 </tr>
-<tr data-index="25" data-categories="debugging,functions,package managment,R administration,reproduciblity" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1708730010153" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="794" data-listing-title-sort="What They Forgot To Teach You About R" data-listing-filename-sort="wtf.qmd">
+<tr data-index="25" data-categories="debugging,functions,package managment,R administration,reproduciblity" data-listing-date-sort="1723420800000" data-listing-file-modified-sort="1709133432840" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="794" data-listing-title-sort="What They Forgot To Teach You About R" data-listing-filename-sort="wtf.qmd">
 <td>
 <a href="./workshops/wtf.html" class="title listing-title">What They Forgot To Teach You About R</a>
 </td>
diff --git a/search.json b/search.json
index fb95565..2fbda94 100644
--- a/search.json
+++ b/search.json
@@ -74,7 +74,7 @@
     "href": "workshops/quarto_intro.html",
     "title": "Introduction to Quarto",
     "section": "",
-    "text": "Description\nThis workshop will prepare you to author a rich array of documents in Quarto, the next generation of R Markdown. Quarto is an open-source scientific and technical publishing system that offers multilingual programming language support to create dynamic and static documents, books, presentations, blogs, and other online resources.\nThe focus for this workshop will be on single documents. You will learn to create static documents, to add interactivity to them with Shiny and htmlwidgets, or steer them in the direction of sophisticated scientific documents. In the afternoon you’ll take the same authoring approaches to create slide presentations in various formats such as reveal.js, beamer, and pptx.\n\n\nAudience\nThis course is for you if you:\n\nhave a basic knowledge of how to use the RStudio IDE,\nhave some familiarity with markdown, or\nare excited to author flexible single documents like technical reports and slide presentations.\n\nSeasoned users of R Markdown will get more out of the Advanced Quarto with R and RStudio: Projects, Websites, Books, and More workshop, which is focused on projects, a distinct strength of Quarto in authoring work that spans multiple documents.\n\n\nInstructor(s)\n\n\n\n\n\n\n\n\n\n\nAndrew Bray is an Associate Teaching Professor in the Department of Statistics at UC Berkeley where he develops and teaches courses in statistics and data science. His research interests include statistical computing, data privacy, and applications of statistical models to solve real world problems. He was previously an Associate Professor of Statistics in the Department of Mathematics at Reed College and an NSF Five Colleges postdoctoral fellow in western Massachusetts."
+    "text": "Description\nThis workshop will prepare you to author a rich array of documents in Quarto, the next generation of R Markdown. Quarto is an open-source scientific and technical publishing system that offers multilingual programming language support to create dynamic and static documents, books, presentations, blogs, and other online resources.\nThe focus for this workshop will be on single documents. You will learn to create static documents, to add interactivity to them with Shiny and htmlwidgets, or steer them in the direction of sophisticated scientific documents. In the afternoon you’ll take the same authoring approaches to create slide presentations in various formats such as reveal.js, beamer, and pptx.\n\n\nAudience\nThis course is for you if you:\n\nhave a basic knowledge of how to use the RStudio IDE,\nhave some familiarity with markdown, or\nare excited to author flexible single documents like technical reports and slide presentations.\n\nSeasoned users of R Markdown will get more out of the Build-a-Dashboard or Quarto Websites workshops, which are focused specific output types.\n\n\nInstructor(s)\n\n\n\n\n\n\n\n\n\n\nAndrew Bray is an Associate Teaching Professor in the Department of Statistics at UC Berkeley where he develops and teaches courses in statistics and data science. His research interests include statistical computing, data privacy, and applications of statistical models to solve real world problems. He was previously an Associate Professor of Statistics in the Department of Mathematics at Reed College and an NSF Five Colleges postdoctoral fellow in western Massachusetts."
   },
   {
     "objectID": "workshops/posit_tools_python.html",
diff --git a/workshops/quarto_intro.html b/workshops/quarto_intro.html
index 12c311c..da055b3 100644
--- a/workshops/quarto_intro.html
+++ b/workshops/quarto_intro.html
@@ -166,7 +166,7 @@ <h1>Audience</h1>
 <li><p>have some familiarity with markdown, or</p></li>
 <li><p>are excited to author flexible single documents like technical reports and slide presentations.</p></li>
 </ul>
-<p>Seasoned users of R Markdown will get more out of the <a href="../quarto-r-projects">Advanced Quarto with R and RStudio: Projects, Websites, Books, and More</a> workshop, which is focused on projects, a distinct strength of Quarto in authoring work that spans multiple documents.</p>
+<p>Seasoned users of R Markdown will get more out of the <a href="https://posit-conf-2024.github.io/workshops/workshops/quarto_dashboards.html">Build-a-Dashboard</a> or <a href="https://posit-conf-2024.github.io/workshops/workshops/quarto_websites.html">Quarto Websites</a> workshops, which are focused specific output types.</p>
 </section>
 <section id="instructors" class="level1">
 <h1>Instructor(s)</h1>