From e1ab4922be1dd014c4b9f538072492542b17469b Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Thu, 16 Jan 2025 15:56:00 +0000
Subject: [PATCH] Publish docs @
 TuringLang/docs@91e891fb50d3c6eccbef1e6420cacdf53d8b948d

---
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 82 files changed, 358 insertions(+), 356 deletions(-)

diff --git a/404.html b/404.html
index 196e58d13..487a7552c 100644
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-  <a href="/developers/inference/abstractmcmc-interface/index.html" class="sidebar-item-text sidebar-link">
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           <li class="sidebar-item">
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-  <a href="/developers/inference/abstractmcmc-turing/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/developers/inference/abstractmcmc-turing/index.html" class="sidebar-item-text sidebar-link">
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-  <a href="/developers/inference/variational-inference/index.html" class="sidebar-item-text sidebar-link">
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 </li>
           <li class="sidebar-item">
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-  <a href="/developers/inference/implementing-samplers/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/developers/inference/implementing-samplers/index.html" class="sidebar-item-text sidebar-link">
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+<p>You may want to return to the <a href="https://turinglang.org/docs">documentation home page</a>.</p>
+<p>If you believe this is an error, please do report it by <a href="https://github.com/TuringLang/docs/issues/new">opening an issue</a>.</p>
 
 
 
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index f9418ce0f..4debf9975 100644
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index f3e32e7ac..c29788281 100644
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index 107c84d44..60ddeb3e3 100644
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index 3d03b118c..6786fa023 100644
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index 088ba219b..0c10915b0 100644
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index fe6412178..6f233014f 100644
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+    <lastmod>2025-01-16T15:53:18.875Z</lastmod>
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   <url>
-    <loc>https://turinglang.org/tutorials/10-bayesian-differential-equations/index.html</loc>
-    <lastmod>2025-01-16T15:34:08.590Z</lastmod>
+    <loc>https://turinglang.org/docs/tutorials/10-bayesian-differential-equations/index.html</loc>
+    <lastmod>2025-01-16T15:53:18.873Z</lastmod>
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   <url>
-    <loc>https://turinglang.org/tutorials/11-probabilistic-pca/index.html</loc>
-    <lastmod>2025-01-16T15:34:08.590Z</lastmod>
+    <loc>https://turinglang.org/docs/tutorials/11-probabilistic-pca/index.html</loc>
+    <lastmod>2025-01-16T15:53:18.874Z</lastmod>
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   <url>
-    <loc>https://turinglang.org/tutorials/13-seasonal-time-series/index.html</loc>
-    <lastmod>2025-01-16T15:34:08.590Z</lastmod>
+    <loc>https://turinglang.org/docs/tutorials/13-seasonal-time-series/index.html</loc>
+    <lastmod>2025-01-16T15:53:18.874Z</lastmod>
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   <url>
-    <loc>https://turinglang.org/tutorials/docs-09-using-turing-advanced/index.html</loc>
-    <lastmod>2025-01-16T15:34:08.590Z</lastmod>
+    <loc>https://turinglang.org/docs/tutorials/docs-09-using-turing-advanced/index.html</loc>
+    <lastmod>2025-01-16T15:53:18.874Z</lastmod>
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   <url>
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-    <lastmod>2025-01-16T15:34:08.591Z</lastmod>
+    <loc>https://turinglang.org/docs/tutorials/docs-15-using-turing-sampler-viz/index.html</loc>
+    <lastmod>2025-01-16T15:53:18.875Z</lastmod>
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index b6545ed13..7346cb03b 100644
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index a078d678f..30d91fde2 100644
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index 260a10481..ad1ef9178 100644
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index 4b5c37f3c..b27bcc2fc 100644
--- a/tutorials/13-seasonal-time-series/index.html
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index 7034e815f..c658c9e50 100644
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     var mailtoRegex = new RegExp(/^mailto:/);
-      var filterRegex = new RegExp("https:\/\/turinglang\.org\/");
+      var filterRegex = new RegExp("https:\/\/turinglang\.org\/docs\/");
     var isInternal = (href) => {
         return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
     }
diff --git a/tutorials/usage-generated-quantities/index.html b/tutorials/usage-generated-quantities/index.html
index 1dcb2357c..403d91e20 100644
--- a/tutorials/usage-generated-quantities/index.html
+++ b/tutorials/usage-generated-quantities/index.html
@@ -909,7 +909,7 @@ <h1 class="title">Generated Quantities</h1>
   }
     var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//);
     var mailtoRegex = new RegExp(/^mailto:/);
-      var filterRegex = new RegExp("https:\/\/turinglang\.org\/");
+      var filterRegex = new RegExp("https:\/\/turinglang\.org\/docs\/");
     var isInternal = (href) => {
         return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
     }
diff --git a/tutorials/usage-modifying-logprob/index.html b/tutorials/usage-modifying-logprob/index.html
index eaff38a88..b912ca376 100644
--- a/tutorials/usage-modifying-logprob/index.html
+++ b/tutorials/usage-modifying-logprob/index.html
@@ -792,7 +792,7 @@ <h1 class="title">Modifying the Log Probability</h1>
   }
     var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//);
     var mailtoRegex = new RegExp(/^mailto:/);
-      var filterRegex = new RegExp("https:\/\/turinglang\.org\/");
+      var filterRegex = new RegExp("https:\/\/turinglang\.org\/docs\/");
     var isInternal = (href) => {
         return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
     }
diff --git a/tutorials/usage-probability-interface/index.html b/tutorials/usage-probability-interface/index.html
index d4d295f1c..b66974833 100644
--- a/tutorials/usage-probability-interface/index.html
+++ b/tutorials/usage-probability-interface/index.html
@@ -948,7 +948,7 @@ <h2 class="anchored" data-anchor-id="example-cross-validation">Example: Cross-va
   }
     var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//);
     var mailtoRegex = new RegExp(/^mailto:/);
-      var filterRegex = new RegExp("https:\/\/turinglang\.org\/");
+      var filterRegex = new RegExp("https:\/\/turinglang\.org\/docs\/");
     var isInternal = (href) => {
         return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
     }
diff --git a/versions/v0.35.5/404.html b/versions/v0.35.5/404.html
index 196e58d13..487a7552c 100644
--- a/versions/v0.35.5/404.html
+++ b/versions/v0.35.5/404.html
@@ -23,26 +23,26 @@
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+<script src="/docs/site_libs/quarto-nav/quarto-nav.js"></script>
+<script src="/docs/site_libs/quarto-nav/headroom.min.js"></script>
+<script src="/docs/site_libs/clipboard/clipboard.min.js"></script>
+<script src="/docs/site_libs/quarto-search/autocomplete.umd.js"></script>
+<script src="/docs/site_libs/quarto-search/fuse.min.js"></script>
+<script src="/docs/site_libs/quarto-search/quarto-search.js"></script>
+<meta name="quarto:offset" content="/docs/">
+<link href="/docs/./assets/favicon.ico" rel="icon">
+<script src="/docs/site_libs/quarto-html/quarto.js" type="module"></script>
+<script src="/docs/site_libs/quarto-html/tabsets/tabsets.js" type="module"></script>
+<script src="/docs/site_libs/quarto-html/popper.min.js"></script>
+<script src="/docs/site_libs/quarto-html/tippy.umd.min.js"></script>
+<script src="/docs/site_libs/quarto-html/anchor.min.js"></script>
+<link href="/docs/site_libs/quarto-html/tippy.css" rel="stylesheet">
+<link href="/docs/site_libs/quarto-html/quarto-syntax-highlighting-73e053f00451a6823eaeab9714ac17cd.css" rel="stylesheet" class="quarto-color-scheme" id="quarto-text-highlighting-styles">
+<link href="/docs/site_libs/quarto-html/quarto-syntax-highlighting-dark-c374e8903e699ee474c14b9fa33e2f95.css" rel="prefetch" class="quarto-color-scheme quarto-color-alternate" id="quarto-text-highlighting-styles">
+<script src="/docs/site_libs/bootstrap/bootstrap.min.js"></script>
+<link href="/docs/site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
+<link href="/docs/site_libs/bootstrap/bootstrap-f7d47109ef0af74e1bd0de52084fb680.min.css" rel="stylesheet" append-hash="true" class="quarto-color-scheme" id="quarto-bootstrap" data-mode="light">
+<link href="/docs/site_libs/bootstrap/bootstrap-dark-4c7375df407d0d76fbc1fbce61ba2e1c.min.css" rel="prefetch" append-hash="true" class="quarto-color-scheme quarto-color-alternate" id="quarto-bootstrap" data-mode="dark">
 <script id="quarto-search-options" type="application/json">{
   "location": "navbar",
   "copy-button": false,
@@ -72,7 +72,7 @@
 <style>html{ scroll-behavior: smooth; }</style>
 
 
-<link rel="stylesheet" href="/theming/styles.css">
+<link rel="stylesheet" href="/docs/theming/styles.css">
 </head>
 
 <body class="nav-sidebar floating nav-fixed">
@@ -83,7 +83,7 @@
       <div class="navbar-container container-fluid">
       <div class="navbar-brand-container mx-auto">
     <a href="https://turinglang.org/" class="navbar-brand navbar-brand-logo">
-    <img src="/assets/images/turing-logo.svg" alt="" class="navbar-logo">
+    <img src="/docs/assets/images/turing-logo.svg" alt="" class="navbar-logo">
     </a>
     <a class="navbar-brand" href="https://turinglang.org/">
     <span class="navbar-title">Turing.jl</span>
@@ -96,11 +96,11 @@
           <div class="collapse navbar-collapse" id="navbarCollapse">
             <ul class="navbar-nav navbar-nav-scroll me-auto">
   <li class="nav-item">
-    <a class="nav-link" href="/tutorials/docs-00-getting-started/"> 
+    <a class="nav-link" href="/docs/tutorials/docs-00-getting-started/"> 
 <span class="menu-text">Get Started</span></a>
   </li>  
   <li class="nav-item">
-    <a class="nav-link" href="/tutorials/00-introduction/"> 
+    <a class="nav-link" href="/docs/tutorials/00-introduction/"> 
 <span class="menu-text">Tutorials</span></a>
   </li>  
   <li class="nav-item">
@@ -169,13 +169,13 @@
       <ul id="quarto-sidebar-section-1" class="collapse list-unstyled sidebar-section depth1 ">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/docs-00-getting-started/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/docs-00-getting-started/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Getting Started</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/docs-12-using-turing-guide/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/docs-12-using-turing-guide/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Core Functionality</span></a>
   </div>
 </li>
@@ -190,61 +190,61 @@
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   <div class="sidebar-item-container"> 
-  <a href="/tutorials/docs-10-using-turing-autodiff/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/docs-10-using-turing-autodiff/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Automatic Differentiation</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/usage-custom-distribution/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/usage-custom-distribution/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Custom Distributions</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/usage-probability-interface/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/usage-probability-interface/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Querying Model Probabilities</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/usage-modifying-logprob/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/usage-modifying-logprob/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Modifying the Log Probability</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/usage-generated-quantities/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/usage-generated-quantities/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Generated Quantities</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/docs-17-mode-estimation/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/docs-17-mode-estimation/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Mode Estimation</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/docs-13-using-turing-performance-tips/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/docs-13-using-turing-performance-tips/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Performance Tips</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/docs-15-using-turing-sampler-viz/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/docs-15-using-turing-sampler-viz/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Sampler Visualization</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/docs-11-using-turing-dynamichmc/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/docs-11-using-turing-dynamichmc/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Using DynamicHMC</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/docs-16-using-turing-external-samplers/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/docs-16-using-turing-external-samplers/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Using External Samplers</span></a>
   </div>
 </li>
@@ -261,91 +261,91 @@
       <ul id="quarto-sidebar-section-3" class="collapse list-unstyled sidebar-section depth2 ">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/00-introduction/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/00-introduction/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Introduction: Coin Flipping</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/01-gaussian-mixture-model/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/01-gaussian-mixture-model/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Gaussian Mixture Models</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/02-logistic-regression/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/02-logistic-regression/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Bayesian Logistic Regression</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/03-bayesian-neural-network/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/03-bayesian-neural-network/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Bayesian Neural Networks</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/04-hidden-markov-model/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/04-hidden-markov-model/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Hidden Markov Models</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/05-linear-regression/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/05-linear-regression/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Linear Regression</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/06-infinite-mixture-model/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/06-infinite-mixture-model/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Infinite Mixture Model</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/07-poisson-regression/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/07-poisson-regression/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Bayesian Poisson Regression</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/08-multinomial-logistic-regression/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/08-multinomial-logistic-regression/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Multinomial Logistic Regression</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/09-variational-inference/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/09-variational-inference/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Variational Inference</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/10-bayesian-differential-equations/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/10-bayesian-differential-equations/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Bayesian Differential Equations</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/11-probabilistic-pca/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/11-probabilistic-pca/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Probabilistic PCA</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/13-seasonal-time-series/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/13-seasonal-time-series/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Bayesian Time Series Analysis</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/15-gaussian-processes/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/15-gaussian-processes/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Introduction to Gaussian Processes</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/tutorials/12-gplvm/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/tutorials/12-gplvm/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Gaussian Process Latent Variable Models</span></a>
   </div>
 </li>
@@ -364,7 +364,7 @@
       <ul id="quarto-sidebar-section-4" class="collapse list-unstyled sidebar-section depth1 ">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/developers/contributing/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/developers/contributing/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Contributing</span></a>
   </div>
 </li>
@@ -379,25 +379,25 @@
       <ul id="quarto-sidebar-section-5" class="collapse list-unstyled sidebar-section depth2 ">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/developers/compiler/model-manual/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/developers/compiler/model-manual/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Manually Defining a Model</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/developers/compiler/minituring-compiler/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/developers/compiler/minituring-compiler/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">A Mini Turing Implementation I: Compiler</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/developers/compiler/minituring-contexts/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/developers/compiler/minituring-contexts/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">A Mini Turing Implementation II: Contexts</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/developers/compiler/design-overview/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/developers/compiler/design-overview/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Turing Compiler Design (Outdated)</span></a>
   </div>
 </li>
@@ -414,25 +414,25 @@
       <ul id="quarto-sidebar-section-6" class="collapse list-unstyled sidebar-section depth2 ">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/developers/inference/abstractmcmc-interface/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/developers/inference/abstractmcmc-interface/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Interface Guide</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/developers/inference/abstractmcmc-turing/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/developers/inference/abstractmcmc-turing/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">How Turing Implements AbstractMCMC</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/developers/inference/variational-inference/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/developers/inference/variational-inference/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Variational Inference</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="/developers/inference/implementing-samplers/index.html" class="sidebar-item-text sidebar-link">
+  <a href="/docs/developers/inference/implementing-samplers/index.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text">Implementing Samplers</span></a>
   </div>
 </li>
@@ -471,7 +471,8 @@ <h1 class="title">Page Not Found</h1>
 
 
 <p>The page you requested cannot be found (perhaps it was moved or renamed).</p>
-<p>You may want to visit <a href="/tutorials/docs-00-getting-started">Get-Started Guide</a> or <a href="/tutorials/00-introduction">Tutorials</a>.</p>
+<p>You may want to return to the <a href="https://turinglang.org/docs">documentation home page</a>.</p>
+<p>If you believe this is an error, please do report it by <a href="https://github.com/TuringLang/docs/issues/new">opening an issue</a>.</p>
 
 
 
@@ -710,7 +711,7 @@ <h1 class="title">Page Not Found</h1>
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     var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//);
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@@ -1068,5 +1069,5 @@ <h1 class="title">Page Not Found</h1>
 
 
 
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\ No newline at end of file
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index b7e8156c5..06cfc5bc0 100644
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index f9418ce0f..4debf9975 100644
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index c8f94904b..c4077deb1 100644
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index f3e32e7ac..c29788281 100644
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index 107c84d44..60ddeb3e3 100644
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index 3d03b118c..6786fa023 100644
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index e7da721b6..4c40d8cc4 100644
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     var mailtoRegex = new RegExp(/^mailto:/);
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index 088ba219b..0c10915b0 100644
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index 20b700bd5..7db3d5fe9 100644
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index fe6412178..6f233014f 100644
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+    <lastmod>2025-01-16T15:53:18.874Z</lastmod>
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   <url>
-    <loc>https://turinglang.org/tutorials/docs-09-using-turing-advanced/index.html</loc>
-    <lastmod>2025-01-16T15:34:08.590Z</lastmod>
+    <loc>https://turinglang.org/docs/tutorials/docs-09-using-turing-advanced/index.html</loc>
+    <lastmod>2025-01-16T15:53:18.874Z</lastmod>
   </url>
   <url>
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-    <lastmod>2025-01-16T15:34:08.591Z</lastmod>
+    <loc>https://turinglang.org/docs/tutorials/docs-15-using-turing-sampler-viz/index.html</loc>
+    <lastmod>2025-01-16T15:53:18.875Z</lastmod>
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index ab01e2c18..0dfcd9c4d 100644
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index c90a3c511..09a163eb0 100644
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index b6545ed13..7346cb03b 100644
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index a078d678f..30d91fde2 100644
--- a/versions/v0.35.5/tutorials/07-poisson-regression/index.html
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index 473e5de17..765779a8f 100644
--- a/versions/v0.35.5/tutorials/08-multinomial-logistic-regression/index.html
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index fc9260f57..555ec01e4 100644
--- a/versions/v0.35.5/tutorials/09-variational-inference/index.html
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index 7d6698e57..2923d267c 100644
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index 260a10481..ad1ef9178 100644
--- a/versions/v0.35.5/tutorials/11-probabilistic-pca/index.html
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index b8b980efe..5d33aa404 100644
--- a/versions/v0.35.5/tutorials/12-gplvm/index.html
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     var mailtoRegex = new RegExp(/^mailto:/);
-      var filterRegex = new RegExp("https:\/\/turinglang\.org\/");
+      var filterRegex = new RegExp("https:\/\/turinglang\.org\/docs\/");
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index 4b5c37f3c..b27bcc2fc 100644
--- a/versions/v0.35.5/tutorials/13-seasonal-time-series/index.html
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index 7034e815f..c658c9e50 100644
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     var mailtoRegex = new RegExp(/^mailto:/);
-      var filterRegex = new RegExp("https:\/\/turinglang\.org\/");
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index bdfdf5b3a..1250e63ef 100644
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index f19eca29f..2eabe26f9 100644
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index 4b8cb54d0..42d2547d0 100644
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index 5754a45ba..745152509 100644
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         return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
     }
diff --git a/versions/v0.35.5/tutorials/docs-17-mode-estimation/index.html b/versions/v0.35.5/tutorials/docs-17-mode-estimation/index.html
index cea65d7b2..b0566796b 100644
--- a/versions/v0.35.5/tutorials/docs-17-mode-estimation/index.html
+++ b/versions/v0.35.5/tutorials/docs-17-mode-estimation/index.html
@@ -931,7 +931,7 @@ <h2 class="anchored" data-anchor-id="sampling-with-the-mapmle-as-initial-states"
   }
     var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//);
     var mailtoRegex = new RegExp(/^mailto:/);
-      var filterRegex = new RegExp("https:\/\/turinglang\.org\/");
+      var filterRegex = new RegExp("https:\/\/turinglang\.org\/docs\/");
     var isInternal = (href) => {
         return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
     }
diff --git a/versions/v0.35.5/tutorials/usage-custom-distribution/index.html b/versions/v0.35.5/tutorials/usage-custom-distribution/index.html
index 7e5ca7944..e9ebf47df 100644
--- a/versions/v0.35.5/tutorials/usage-custom-distribution/index.html
+++ b/versions/v0.35.5/tutorials/usage-custom-distribution/index.html
@@ -823,7 +823,7 @@ <h3 class="anchored" data-anchor-id="domain-transformation">Domain Transformatio
   }
     var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//);
     var mailtoRegex = new RegExp(/^mailto:/);
-      var filterRegex = new RegExp("https:\/\/turinglang\.org\/");
+      var filterRegex = new RegExp("https:\/\/turinglang\.org\/docs\/");
     var isInternal = (href) => {
         return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
     }
diff --git a/versions/v0.35.5/tutorials/usage-generated-quantities/index.html b/versions/v0.35.5/tutorials/usage-generated-quantities/index.html
index 1dcb2357c..403d91e20 100644
--- a/versions/v0.35.5/tutorials/usage-generated-quantities/index.html
+++ b/versions/v0.35.5/tutorials/usage-generated-quantities/index.html
@@ -909,7 +909,7 @@ <h1 class="title">Generated Quantities</h1>
   }
     var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//);
     var mailtoRegex = new RegExp(/^mailto:/);
-      var filterRegex = new RegExp("https:\/\/turinglang\.org\/");
+      var filterRegex = new RegExp("https:\/\/turinglang\.org\/docs\/");
     var isInternal = (href) => {
         return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
     }
diff --git a/versions/v0.35.5/tutorials/usage-modifying-logprob/index.html b/versions/v0.35.5/tutorials/usage-modifying-logprob/index.html
index eaff38a88..b912ca376 100644
--- a/versions/v0.35.5/tutorials/usage-modifying-logprob/index.html
+++ b/versions/v0.35.5/tutorials/usage-modifying-logprob/index.html
@@ -792,7 +792,7 @@ <h1 class="title">Modifying the Log Probability</h1>
   }
     var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//);
     var mailtoRegex = new RegExp(/^mailto:/);
-      var filterRegex = new RegExp("https:\/\/turinglang\.org\/");
+      var filterRegex = new RegExp("https:\/\/turinglang\.org\/docs\/");
     var isInternal = (href) => {
         return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
     }
diff --git a/versions/v0.35.5/tutorials/usage-probability-interface/index.html b/versions/v0.35.5/tutorials/usage-probability-interface/index.html
index d4d295f1c..b66974833 100644
--- a/versions/v0.35.5/tutorials/usage-probability-interface/index.html
+++ b/versions/v0.35.5/tutorials/usage-probability-interface/index.html
@@ -948,7 +948,7 @@ <h2 class="anchored" data-anchor-id="example-cross-validation">Example: Cross-va
   }
     var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//);
     var mailtoRegex = new RegExp(/^mailto:/);
-      var filterRegex = new RegExp("https:\/\/turinglang\.org\/");
+      var filterRegex = new RegExp("https:\/\/turinglang\.org\/docs\/");
     var isInternal = (href) => {
         return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
     }