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-        <div class='prev-next-bottom'>
             
 
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diff --git a/_static/sphinx-book-theme.css b/_static/sphinx-book-theme.css
index 6db3a7622..6e5b23fb5 100644
--- a/_static/sphinx-book-theme.css
+++ b/_static/sphinx-book-theme.css
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+/*! sphinx-book-theme CSS
+ * BSD 3-Clause License
+ * Copyright (c) 2020, EBP
+ * All rights reserved.
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diff --git a/_static/sphinx-book-theme.e2363ea40746bee74734a24ffefccd78.css b/_static/sphinx-book-theme.e2363ea40746bee74734a24ffefccd78.css
new file mode 100644
index 000000000..6e5b23fb5
--- /dev/null
+++ b/_static/sphinx-book-theme.e2363ea40746bee74734a24ffefccd78.css
@@ -0,0 +1,5 @@
+/*! sphinx-book-theme CSS
+ * BSD 3-Clause License
+ * Copyright (c) 2020, EBP
+ * All rights reserved.
+ */:root{--color-primary: 0, 123, 255;--color-info: 255, 193, 7;--color-warning: 253, 126, 20;--color-danger: 220, 53, 69;--pst-color-link: 0, 113, 188}body{padding-top:0px !important}body img{max-width:100%}code{font-size:87.5% !important}pre{border-radius:.4em}dt:target,span.highlighted{background-color:#fbe54e}main.bd-content{padding-top:3em !important;padding-bottom:0px !important}main.bd-content #main-content{padding-top:1.5em}main.bd-content #main-content a.headerlink{opacity:0;margin-left:.2em}main.bd-content #main-content a.headerlink:hover{background-color:transparent;color:rgba(var(--pst-color-link), 1);opacity:1 !important}main.bd-content #main-content a,main.bd-content #main-content a:visited{color:rgba(var(--pst-color-link), 1)}main.bd-content #main-content h1,main.bd-content #main-content h2,main.bd-content #main-content h3,main.bd-content #main-content h4,main.bd-content #main-content h5{color:black}main.bd-content #main-content h1:hover a.headerlink,main.bd-content 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diff --git a/deployment-guide/_docker-compose-single-machine.html b/deployment-guide/_docker-compose-single-machine.html
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-        <div class='prev-next-bottom'>
             
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+
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diff --git a/deployment-guide/docker-images-list-and-settings.html b/deployment-guide/docker-images-list-and-settings.html
index df29e4ca5..cb03ffae0 100644
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+
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+            <div class="prevnext-info">
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+                <p class="prevnext-title">System Requirements</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="single-machine-deployment.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Single Machine Deployment</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
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diff --git a/deployment-guide/obtaining-datasets.html b/deployment-guide/obtaining-datasets.html
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
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   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#kaggle-datasets">
@@ -542,16 +543,16 @@ <h3>Setup<a class="headerlink" href="#setup" title="Permalink to this headline">
 <p>Register an account with Kaggle at <a class="reference external" href="https://www.kaggle.com/">https://www.kaggle.com/</a> so that you can access their content.
 Next, install the Python <code class="docutils literal notranslate"><span class="pre">kaggle</span></code> package so that you can use Python to access the <a class="reference internal" href="../glossary.html#term-API"><span class="xref std std-term">API</span></a>,</p>
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+<input checked="checked" id="a2586c6a-b62e-46d5-a7cb-01e9a6fab673" name="622ddce2-07fb-41e0-8734-0c5b2901b0ba" type="radio">
+</input><label class="tabbed-label" for="a2586c6a-b62e-46d5-a7cb-01e9a6fab673">
 Pip</label><div class="tabbed-content docutils">
 <div class="highlight-sh notranslate"><div class="highlight"><pre><span></span><span class="c1"># User-level install</span>
 python -m pip install --user kaggle
 </pre></div>
 </div>
 </div>
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+</input><label class="tabbed-label" for="864f29ba-3a8e-4fe8-be7b-94e71b09e64c">
 Conda + Pip</label><div class="tabbed-content docutils">
 <div class="highlight-sh notranslate"><div class="highlight"><pre><span></span><span class="c1"># Conda virtual environment install</span>
 conda create -n kaggle <span class="nv">python</span><span class="o">=</span><span class="m">3</span> pip
@@ -609,12 +610,32 @@ <h3>Data Download Script<a class="headerlink" href="#data-download-script" title
               </div>
               
         
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+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="task-plugins-management.html" title="previous page">
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+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Task Plugins Management</p>
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+        <a class="right-next" href="testbed-ansible-collection.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Testbed Ansible Collection</p>
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+            <i class="prevnext-label fas fa-angle-right"></i>
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+
+</div>
         
         </div>
     </div>
diff --git a/deployment-guide/single-machine-deployment.html b/deployment-guide/single-machine-deployment.html
index 64db069c0..f6b0c415e 100644
--- a/deployment-guide/single-machine-deployment.html
+++ b/deployment-guide/single-machine-deployment.html
@@ -25,7 +25,7 @@
 
     
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-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#sample-deployment">
@@ -1078,8 +1079,8 @@ <h3>Parameters to Set/Update<a class="headerlink" href="#parameters-to-set-updat
 <p class="rubric">Configure the dataset volume</p>
 <p>The <code class="docutils literal notranslate"><span class="pre">nfs-datasets</span></code> volume will need to be updated based on the details of your deployment,</p>
 <div class="tabbed-set docutils">
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+</input><label class="tabbed-label" for="32a48bb1-689d-4f53-a623-48c92c2785f3">
 Datasets on NFS share</label><div class="tabbed-content docutils">
 <p>The following Docker volume assumes that the NFS share is the directory <code class="docutils literal notranslate"><span class="pre">/var/nfs/datasets</span></code> on a device with the IP address <code class="docutils literal notranslate"><span class="pre">192.168.1.20</span></code>.
 Update it to match the details of your NFS share.</p>
@@ -1092,8 +1093,8 @@ <h3>Parameters to Set/Update<a class="headerlink" href="#parameters-to-set-updat
 </pre></div>
 </div>
 </div>
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+</input><label class="tabbed-label" for="a3f7a3d4-7bb4-4019-80bb-7560b0be8c75">
 Datasets in local directory</label><div class="tabbed-content docutils">
 <p>The following Docker volume assumes that the data is stored in the local directory <code class="docutils literal notranslate"><span class="pre">/var/nfs/datasets</span></code>.
 Update this to match the folder where you store your datasets.</p>
@@ -1224,12 +1225,32 @@ <h3>Deployment<a class="headerlink" href="#deployment" title="Permalink to this
               </div>
               
         
-        <div class='prev-next-bottom'>
             
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+
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+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="docker-images-list-and-settings.html" title="previous page">
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+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Docker Images List and Settings</p>
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+        <a class="right-next" href="task-plugins-management.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Task Plugins Management</p>
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+            <i class="prevnext-label fas fa-angle-right"></i>
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+
+</div>
         
         </div>
     </div>
diff --git a/deployment-guide/system-requirements.html b/deployment-guide/system-requirements.html
index 8853ca75a..ccb8c102a 100644
--- a/deployment-guide/system-requirements.html
+++ b/deployment-guide/system-requirements.html
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
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+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
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         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#single-machine">
@@ -546,12 +547,32 @@ <h2>Single Machine<a class="headerlink" href="#single-machine" title="Permalink
               </div>
               
         
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-    <a class='right-next' id="next-link" href="docker-images-list-and-settings.html" title="next page">Docker Images List and Settings</a>
 
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+
+
+<div class='prev-next-bottom'>
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+    <div id="prev">
+        <a class="left-prev" href="../tutorials/example-pytorch-mnist-membership-inference.html" title="previous page">
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+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">PyTorch MNIST Membership Inference</p>
+            </div>
+        </a>
+    </div>
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+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Docker Images List and Settings</p>
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+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
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+
+</div>
         
         </div>
     </div>
diff --git a/deployment-guide/task-plugins-management.html b/deployment-guide/task-plugins-management.html
index ac91a9daa..ec161f552 100644
--- a/deployment-guide/task-plugins-management.html
+++ b/deployment-guide/task-plugins-management.html
@@ -25,7 +25,7 @@
 
     
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
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   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#initial-configuration">
@@ -599,12 +600,32 @@ <h2>Updating the Collection<a class="headerlink" href="#updating-the-collection"
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+                <p class="prevnext-title">Single Machine Deployment</p>
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+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">How to Obtain Common Datasets</p>
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+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/deployment-guide/testbed-ansible-collection.html b/deployment-guide/testbed-ansible-collection.html
index 690d1bb91..e59ab3d00 100644
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+++ b/deployment-guide/testbed-ansible-collection.html
@@ -25,7 +25,7 @@
 
     
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-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
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         <ul class="nav bd-sidenav">
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@@ -509,12 +510,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
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+                <p class="prevnext-title">How to Obtain Common Datasets</p>
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diff --git a/dev-guide/contributing-build-dev-images.html b/dev-guide/contributing-build-dev-images.html
index 06de3401c..0c2cd6a50 100644
--- a/dev-guide/contributing-build-dev-images.html
+++ b/dev-guide/contributing-build-dev-images.html
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
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@@ -584,12 +585,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
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+<div class='prev-next-bottom'>
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+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Commit Styleguide</p>
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+                <p class="prevnext-title">Programming Style Guide</p>
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+<div class='prev-next-bottom'>
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+    <div id="prev">
+        <a class="left-prev" href="contributing-merge-request-guidelines.html" title="previous page">
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+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Merge Request Guidelines</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="contributing-build-dev-images.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Building Development Docker Images</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
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+
+</div>
         
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diff --git a/dev-guide/contributing-merge-request-guidelines.html b/dev-guide/contributing-merge-request-guidelines.html
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-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
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+    <div id="prev">
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+     <div id="next">
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+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Commit Styleguide</p>
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+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
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+
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index 61a0c521d..635fc7327 100644
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+      
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+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
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+                <p class="prevnext-title">Programming Style Guide</p>
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+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Testbed REST API Design Guide</p>
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diff --git a/dev-guide/design-restapi.html b/dev-guide/design-restapi.html
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+      
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         <ul class="nav bd-sidenav">
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+                <p class="prevnext-title">Testbed Architecture Design Guide</p>
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+        <a class="right-next" href="design-sdk.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Testbed SDK Design Guide</p>
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+
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+      
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+                <p class="prevnext-title">Testbed REST API Design Guide</p>
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+
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diff --git a/dev-guide/index.html b/dev-guide/index.html
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+      
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+                <p class="prevnext-title">Testbed Ansible Collection</p>
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diff --git a/dev-guide/programming-style.html b/dev-guide/programming-style.html
index d35189e75..4391f3259 100644
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+      
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@@ -74,13 +74,14 @@
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+      
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-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
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@@ -509,10 +510,14 @@ <h1>Development Team<a class="headerlink" href="#development-team" title="Permal
               </div>
               
         
-        <div class='prev-next-bottom'>
             
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+
+</div>
         
         </div>
     </div>
diff --git a/genindex.html b/genindex.html
index cbfa02b25..f10ad4cb8 100644
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@@ -74,13 +74,14 @@
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+      
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-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
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@@ -1243,10 +1244,14 @@ <h2 id="Y">Y</h2>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
 
-        </div>
+
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+<div class='prev-next-bottom'>
+    
+
+</div>
         
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diff --git a/getting-started/installation.html b/getting-started/installation.html
index c9dd6edcb..7f5a44b2f 100644
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@@ -76,13 +76,14 @@
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+      
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-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
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         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#package-installation">
@@ -579,8 +580,8 @@ <h3>Requirements<a class="headerlink" href="#requirements" title="Permalink to t
 The easiest way to accomplish this is using the pre-built configuration files included in the project codebase to create a <a class="reference external" href="https://docs.conda.io/projects/conda/en/latest/user-guide/concepts/environments.html">Conda Environment</a>.</p>
 <p>There are two install options to start using <a class="reference external" href="https://docs.conda.io/projects/conda/en/latest/user-guide/concepts/environments.html">Conda Environments</a>,</p>
 <div class="tabbed-set docutils">
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 Anaconda installation</label><div class="tabbed-content docutils">
 <p>The following links will provide a installation package for version 2020.11 of <a class="reference external" href="https://docs.anaconda.com/">Anaconda</a> on your host machine (must meet all <span class="xref std std-ref">quickstart-system-requirements</span>).</p>
 <ul class="simple">
@@ -590,8 +591,8 @@ <h3>Requirements<a class="headerlink" href="#requirements" title="Permalink to t
 </ul>
 <p>If your host machine does not meet the <span class="xref std std-ref">quickstart-system-requirements</span>, then go to the <a class="reference external" href="https://docs.anaconda.com/anaconda/install/">Anaconda Installation Documents</a> for more help.</p>
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 <ul class="simple">
@@ -639,18 +640,18 @@ <h3>Requirements<a class="headerlink" href="#id1" title="Permalink to this headl
 <span id="quickstart-clone-repository"></span><h3>Clone the Repository<a class="headerlink" href="#clone-the-repository" title="Permalink to this headline">¶</a></h3>
 <p>To clone the repository, open a new <strong>Terminal</strong> session for your operating system,</p>
 <div class="tabbed-set docutils">
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 Windows</label><div class="tabbed-content docutils">
 <p>Use the keyboard shortcut <kbd class="kbd docutils literal notranslate">windows</kbd> + <kbd class="kbd docutils literal notranslate">r</kbd> to open <strong>Run</strong>, then type <code class="docutils literal notranslate"><span class="pre">wsl</span></code> into the search bar and click <em>OK</em> to start a <a class="reference external" href="https://docs.microsoft.com/en-us/windows/wsl/">Windows Subsystem for Linux</a> session.</p>
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+</input><label class="tabbed-label" for="20a93e75-ee0c-4d74-8303-120439c49a6e">
 Linux</label><div class="tabbed-content docutils">
 <p>Use the keyboard shortcut <kbd class="kbd docutils literal notranslate">ctrl</kbd> + <kbd class="kbd docutils literal notranslate">alt</kbd> + <kbd class="kbd docutils literal notranslate">t</kbd> to open the <strong>Terminal</strong>.</p>
 </div>
@@ -673,15 +674,15 @@ <h3>Requirements<a class="headerlink" href="#id1" title="Permalink to this headl
 </div>
 <p>Clone the repository to your local computer,</p>
 <div class="tabbed-set docutils">
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+</input><label class="tabbed-label" for="d4cf62b3-912c-43d3-af3f-f9e5721b0ff8">
 Clone with HTTPS</label><div class="tabbed-content docutils">
 <div class="highlight-sh notranslate"><div class="highlight"><pre><span></span>git clone https://github.com/usnistgov/dioptra.git
 </pre></div>
 </div>
 </div>
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+</input><label class="tabbed-label" for="f1ed8e13-28c4-40e5-8f91-b97bb4f74506">
 Clone with SSH</label><div class="tabbed-content docutils">
 <div class="highlight-sh notranslate"><div class="highlight"><pre><span></span>git clone git@github.com:usnistgov/dioptra.git
 </pre></div>
@@ -746,12 +747,32 @@ <h3>Requirements<a class="headerlink" href="#id1" title="Permalink to this headl
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="../glossary.html" title="previous page">Glossary</a>
-    <a class='right-next' id="next-link" href="newcomer-tips.html" title="next page">Setup Tips for Newcomers</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="../glossary.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Glossary</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="newcomer-tips.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Setup Tips for Newcomers</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
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diff --git a/getting-started/newcomer-tips.html b/getting-started/newcomer-tips.html
index 31f646e63..d1b05f8dd 100644
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
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     </a>
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-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -509,12 +510,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="installation.html" title="previous page">Installation Guide</a>
-    <a class='right-next' id="next-link" href="../user-guide/the-basics.html" title="next page">The Basics</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="installation.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Installation Guide</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="../user-guide/the-basics.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">The Basics</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/glossary.html b/glossary.html
index 961ff0190..d50e951ef 100644
--- a/glossary.html
+++ b/glossary.html
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@@ -76,13 +76,14 @@
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+      
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     </a>
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   <i class="icon fas fa-search"></i>
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-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -543,12 +544,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="index.html" title="previous page">What is Dioptra?</a>
-    <a class='right-next' id="next-link" href="getting-started/installation.html" title="next page">Installation Guide</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="index.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">What is Dioptra?</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="getting-started/installation.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Installation Guide</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
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diff --git a/http-routingtable.html b/http-routingtable.html
index 169445c7b..19eed8f90 100644
--- a/http-routingtable.html
+++ b/http-routingtable.html
@@ -25,7 +25,7 @@
 
     
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@@ -81,13 +81,14 @@
     <a class="navbar-brand text-wrap" href="index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -616,10 +617,14 @@ <h1>HTTP Routing Table</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+
+</div>
         
         </div>
     </div>
diff --git a/index.html b/index.html
index 4d909e7e1..489c4645d 100644
--- a/index.html
+++ b/index.html
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-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
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-    <a class='left-prev' id="prev-link" href="../user-guide/api-reference-restapi.html" title="previous page">Testbed REST API Reference</a>
-    <a class='right-next' id="next-link" href="example-tensorflow-mnist-classifier.html" title="next page">First Steps - MNIST Tensorflow Classifier</a>
 
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+
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+<div class='prev-next-bottom'>
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+    <div id="prev">
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+                <p class="prevnext-title">Testbed REST API Reference</p>
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+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">First Steps - MNIST Tensorflow Classifier</p>
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             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
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  <li class="toc-h2 nav-item toc-entry">
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@@ -595,12 +596,32 @@ <h2>Viewing Results<a class="headerlink" href="#viewing-results" title="Permalin
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-        </div>
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+<div class='prev-next-bottom'>
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+                <p class="prevnext-title">Tensorflow ImageNet Pixel Threshold</p>
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+      
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     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
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             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
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-            <nav id="bd-toc-nav">
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+
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+                <p class="prevnext-title">Tensorflow MNIST Model Inversion</p>
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-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#getting-started">
@@ -812,12 +813,32 @@ <h3>Image Preprocessing Defense Entry Points<a class="headerlink" href="#image-p
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="example-tensorflow-adversarial-patches.html" title="previous page">Tensorflow Adversarial Patch</a>
-    <a class='right-next' id="next-link" href="example-tensorflow-imagenet-resnet50-fgm.html" title="next page">Tensorflow ImageNet Resnet50 FGM</a>
 
-        </div>
+
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+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="example-tensorflow-adversarial-patches.html" title="previous page">
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+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Tensorflow Adversarial Patch</p>
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+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="example-tensorflow-imagenet-resnet50-fgm.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Tensorflow ImageNet Resnet50 FGM</p>
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+            <i class="prevnext-label fas fa-angle-right"></i>
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+     </div>
+
+</div>
         
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diff --git a/tutorials/example-tensorflow-imagenet-pixel-threshold.html b/tutorials/example-tensorflow-imagenet-pixel-threshold.html
index 5a7766b9d..9ad171c8a 100644
--- a/tutorials/example-tensorflow-imagenet-pixel-threshold.html
+++ b/tutorials/example-tensorflow-imagenet-pixel-threshold.html
@@ -25,7 +25,7 @@
 
     
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-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
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+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#using-this-demo">
@@ -588,12 +589,32 @@ <h2>Viewing Results and Downloading Images<a class="headerlink" href="#viewing-r
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="example-tensorflow-imagenet-resnet50-fgm.html" title="previous page">Tensorflow ImageNet Resnet50 FGM</a>
-    <a class='right-next' id="next-link" href="example-pytorch-mnist-membership-inference.html" title="next page">PyTorch MNIST Membership Inference</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="example-tensorflow-imagenet-resnet50-fgm.html" title="previous page">
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+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Tensorflow ImageNet Resnet50 FGM</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="example-pytorch-mnist-membership-inference.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">PyTorch MNIST Membership Inference</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/tutorials/example-tensorflow-imagenet-resnet50-fgm.html b/tutorials/example-tensorflow-imagenet-resnet50-fgm.html
index c10f980f3..4b4ca6086 100644
--- a/tutorials/example-tensorflow-imagenet-resnet50-fgm.html
+++ b/tutorials/example-tensorflow-imagenet-resnet50-fgm.html
@@ -25,7 +25,7 @@
 
     
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-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
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   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#getting-started">
@@ -738,12 +739,32 @@ <h3>Image Preprocessing Defense Entry Points<a class="headerlink" href="#image-p
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="example-tensorflow-backdoor-poisoning.html" title="previous page">Tensorflow Backdoor Poisoning</a>
-    <a class='right-next' id="next-link" href="example-tensorflow-imagenet-pixel-threshold.html" title="next page">Tensorflow ImageNet Pixel Threshold</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="example-tensorflow-backdoor-poisoning.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Tensorflow Backdoor Poisoning</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="example-tensorflow-imagenet-pixel-threshold.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Tensorflow ImageNet Pixel Threshold</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
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     </div>
diff --git a/tutorials/example-tensorflow-mnist-classifier.html b/tutorials/example-tensorflow-mnist-classifier.html
index 2f6298fc8..57505cdc2 100644
--- a/tutorials/example-tensorflow-mnist-classifier.html
+++ b/tutorials/example-tensorflow-mnist-classifier.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#getting-started">
@@ -877,7 +878,7 @@ <h2>Submit and run jobs<a class="headerlink" href="#submit-and-run-jobs" title="
 </div>
 <div class="section" id="querying-the-mlflow-tracking-service">
 <h2>Querying the MLFlow Tracking Service<a class="headerlink" href="#querying-the-mlflow-tracking-service" title="Permalink to this headline">¶</a></h2>
-<p>Currently the Testbed <a class="reference internal" href="../glossary.html#term-API"><span class="xref std std-term">API</span></a> can only be used to register experiments and start jobs, so if users wish to extract their results programmatically, they can use the <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.tracking.html#mlflow.tracking.MlflowClient" title="(in MLflow v1.19.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">MlflowClient</span></code></a> class from the <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#module-mlflow" title="(in MLflow v1.19.0)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">mlflow</span></code></a> Python package to connect and query their results.
+<p>Currently the Testbed <a class="reference internal" href="../glossary.html#term-API"><span class="xref std std-term">API</span></a> can only be used to register experiments and start jobs, so if users wish to extract their results programmatically, they can use the <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.tracking.html#mlflow.tracking.MlflowClient" title="(in MLflow v1.20.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">MlflowClient</span></code></a> class from the <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#module-mlflow" title="(in MLflow v1.20.2)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">mlflow</span></code></a> Python package to connect and query their results.
 Since we captured the run ids generated by MLFlow, we can easily retrieve the data logged about one of our jobs and inspect the results.
 To start the client, we simply need to run,</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">mlflow_client</span> <span class="o">=</span> <span class="n">MlflowClient</span><span class="p">()</span>
@@ -915,12 +916,32 @@ <h2>Cleanup<a class="headerlink" href="#cleanup" title="Permalink to this headli
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="example-basic-mlflow-demo.html" title="previous page">Hello World!</a>
-    <a class='right-next' id="next-link" href="example-tensorflow-mnist-feature-squeezing.html" title="next page">Tensorflow MNIST Feature Squeezing</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="example-basic-mlflow-demo.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Hello World!</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="example-tensorflow-mnist-feature-squeezing.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Tensorflow MNIST Feature Squeezing</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/tutorials/example-tensorflow-mnist-feature-squeezing.html b/tutorials/example-tensorflow-mnist-feature-squeezing.html
index 4758870b1..51669a94b 100644
--- a/tutorials/example-tensorflow-mnist-feature-squeezing.html
+++ b/tutorials/example-tensorflow-mnist-feature-squeezing.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#introduction">
@@ -576,8 +577,8 @@ <h2>Using this Demo<a class="headerlink" href="#using-this-demo" title="Permalin
 <p>The steps for getting your environment ready to run this demo depend on whether you intend to run the demo locally (i.e. on your personal computer) or on an existing on-prem deployment.
 Navigate to the tab below that best describes your setup in order to proceed.</p>
 <div class="tabbed-set docutils">
-<input checked="checked" id="2e9be57e-2aca-48a3-a423-d8e62f196e94" name="a9cebfe1-0881-46fb-b2e0-6fabf05e89b4" type="radio">
-</input><label class="tabbed-label" for="2e9be57e-2aca-48a3-a423-d8e62f196e94">
+<input checked="checked" id="fa1895cb-8ce3-4473-bfca-5845027bb9e9" name="8041fe3e-a26e-46a7-a15e-8db64d1a02c8" type="radio">
+</input><label class="tabbed-label" for="fa1895cb-8ce3-4473-bfca-5845027bb9e9">
 Local</label><div class="tabbed-content docutils">
 <p>Everything you need to run this demo locally is packaged into a set of Docker images that you can obtain by opening a terminal, navigating to the root directory of the repository, and running <code class="docutils literal notranslate"><span class="pre">make</span> <span class="pre">pull-latest</span></code>.
 Once you have downloaded the images, stay in the terminal and navigate to this example’s directory and run the demo startup sequence,</p>
@@ -607,8 +608,8 @@ <h2>Using this Demo<a class="headerlink" href="#using-this-demo" title="Permalin
 </div>
 <p>If you were watching the output logs, you will need to press <kbd class="kbd compound docutils literal notranslate"><kbd class="kbd docutils literal notranslate">Ctrl</kbd>-<kbd class="kbd docutils literal notranslate">C</kbd></kbd> to stop following the logs before you can run <code class="docutils literal notranslate"><span class="pre">make</span> <span class="pre">teardown</span></code>.</p>
 </div>
-<input id="362712e0-9e28-4764-8e1a-61ac5e8c5c0c" name="a9cebfe1-0881-46fb-b2e0-6fabf05e89b4" type="radio">
-</input><label class="tabbed-label" for="362712e0-9e28-4764-8e1a-61ac5e8c5c0c">
+<input id="ea35d44f-c377-4383-b4a0-817b5bede7da" name="8041fe3e-a26e-46a7-a15e-8db64d1a02c8" type="radio">
+</input><label class="tabbed-label" for="ea35d44f-c377-4383-b4a0-817b5bede7da">
 On-Prem Deployment</label><div class="tabbed-content docutils">
 <p>To run the demo on an on-prem deployment, all you need to do is download and start the <strong>jupyter</strong> service defined in this example’s <code class="docutils literal notranslate"><span class="pre">docker-compose.yml</span></code> file.
 Open a terminal and navigate to this example’s directory and run the <strong>jupyter</strong> startup sequence,</p>
@@ -775,12 +776,32 @@ <h2>Viewing Results and Downloading Images<a class="headerlink" href="#viewing-r
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="example-tensorflow-mnist-classifier.html" title="previous page">First Steps - MNIST Tensorflow Classifier</a>
-    <a class='right-next' id="next-link" href="example-tensorflow-mnist-model-inversion.html" title="next page">Tensorflow MNIST Model Inversion</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="example-tensorflow-mnist-classifier.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">First Steps - MNIST Tensorflow Classifier</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="example-tensorflow-mnist-model-inversion.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Tensorflow MNIST Model Inversion</p>
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+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
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diff --git a/tutorials/example-tensorflow-mnist-model-inversion.html b/tutorials/example-tensorflow-mnist-model-inversion.html
index e39437963..003633e37 100644
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+++ b/tutorials/example-tensorflow-mnist-model-inversion.html
@@ -25,7 +25,7 @@
 
     
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@@ -76,13 +76,14 @@
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@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
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@@ -543,8 +544,8 @@ <h2>Using this Demo<a class="headerlink" href="#using-this-demo" title="Permalin
 <p>The steps for getting your environment ready to run this demo depend on whether you intend to run the demo locally (i.e. on your personal computer) or on an existing on-prem deployment.
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 Open a terminal and navigate to this example’s directory and run the <strong>jupyter</strong> startup sequence,</p>
@@ -625,12 +626,32 @@ <h2>Viewing Results and Downloading Images<a class="headerlink" href="#viewing-r
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="example-tensorflow-mnist-feature-squeezing.html" title="previous page">Tensorflow MNIST Feature Squeezing</a>
-    <a class='right-next' id="next-link" href="example-tensorflow-adversarial-patches.html" title="next page">Tensorflow Adversarial Patch</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="example-tensorflow-mnist-feature-squeezing.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Tensorflow MNIST Feature Squeezing</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="example-tensorflow-adversarial-patches.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Tensorflow Adversarial Patch</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
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-        </div>
+
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+<div class='prev-next-bottom'>
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+
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diff --git a/tutorials/snippets/common-imagenet-pixel-threshold-notebook-summary.html b/tutorials/snippets/common-imagenet-pixel-threshold-notebook-summary.html
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-        <div class='prev-next-bottom'>
             
 
-        </div>
+
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diff --git a/tutorials/snippets/common-local-setup-instructions.html b/tutorials/snippets/common-local-setup-instructions.html
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-        <div class='prev-next-bottom'>
             
 
-        </div>
+
+
+<div class='prev-next-bottom'>
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-        <div class='prev-next-bottom'>
             
 
-        </div>
+
+
+<div class='prev-next-bottom'>
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diff --git a/tutorials/snippets/common-model-inversion-notebook-summary.html b/tutorials/snippets/common-model-inversion-notebook-summary.html
index ca158e594..1781b81ec 100644
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+            <nav id="bd-toc-nav" aria-label="Page">
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-        <div class='prev-next-bottom'>
             
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+
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diff --git a/tutorials/snippets/common-setup-instructions.html b/tutorials/snippets/common-setup-instructions.html
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-        </div>
+
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+<div class='prev-next-bottom'>
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@@ -489,7 +490,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
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                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="simple visible nav section-nav flex-column">
 </ul>
 
@@ -511,10 +512,14 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+
+</div>
         
         </div>
     </div>
diff --git a/user-guide/api-reference-restapi.html b/user-guide/api-reference-restapi.html
index 1b4e17512..90c10a34a 100644
--- a/user-guide/api-reference-restapi.html
+++ b/user-guide/api-reference-restapi.html
@@ -25,7 +25,7 @@
 
     
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-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
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+      
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-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
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         <ul class="nav bd-sidenav">
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@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#experiment">
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+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-even">Request Headers</dt>
@@ -608,7 +609,7 @@ <h3>Endpoints<a class="headerlink" href="#endpoints" title="Permalink to this he
 <dl class="field-list simple">
 <dt class="field-odd">Status Codes</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-even">Request Headers</dt>
@@ -644,7 +645,7 @@ <h3>Endpoints<a class="headerlink" href="#endpoints" title="Permalink to this he
 </dd>
 <dt class="field-even">Status Codes</dt>
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-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 </dl>
@@ -662,7 +663,7 @@ <h3>Endpoints<a class="headerlink" href="#endpoints" title="Permalink to this he
 </dd>
 <dt class="field-even">Status Codes</dt>
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-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-odd">Request Headers</dt>
@@ -698,7 +699,7 @@ <h3>Endpoints<a class="headerlink" href="#endpoints" title="Permalink to this he
 </dd>
 <dt class="field-odd">Status Codes</dt>
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-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
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 <dt class="field-even">Request Headers</dt>
@@ -729,7 +730,7 @@ <h3>Endpoints<a class="headerlink" href="#endpoints" title="Permalink to this he
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-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 </dl>
@@ -747,7 +748,7 @@ <h3>Endpoints<a class="headerlink" href="#endpoints" title="Permalink to this he
 </dd>
 <dt class="field-even">Status Codes</dt>
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-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-odd">Request Headers</dt>
@@ -783,7 +784,7 @@ <h3>Endpoints<a class="headerlink" href="#endpoints" title="Permalink to this he
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 <dt class="field-odd">Status Codes</dt>
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-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-even">Request Headers</dt>
@@ -857,7 +858,7 @@ <h3>Endpoints<a class="headerlink" href="#id1" title="Permalink to this headline
 <dl class="field-list simple">
 <dt class="field-odd">Status Codes</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-even">Request Headers</dt>
@@ -891,7 +892,7 @@ <h3>Endpoints<a class="headerlink" href="#id1" title="Permalink to this headline
 <dl class="field-list simple">
 <dt class="field-odd">Status Codes</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-even">Request Headers</dt>
@@ -941,7 +942,7 @@ <h3>Endpoints<a class="headerlink" href="#id1" title="Permalink to this headline
 </dd>
 <dt class="field-even">Status Codes</dt>
 <dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-odd">Request Headers</dt>
@@ -1005,7 +1006,7 @@ <h3>Endpoints<a class="headerlink" href="#id3" title="Permalink to this headline
 <dl class="field-list simple">
 <dt class="field-odd">Status Codes</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-even">Request Headers</dt>
@@ -1031,7 +1032,7 @@ <h3>Endpoints<a class="headerlink" href="#id3" title="Permalink to this headline
 <dl class="field-list simple">
 <dt class="field-odd">Status Codes</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-even">Request Headers</dt>
@@ -1067,7 +1068,7 @@ <h3>Endpoints<a class="headerlink" href="#id3" title="Permalink to this headline
 </dd>
 <dt class="field-even">Status Codes</dt>
 <dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 </dl>
@@ -1085,7 +1086,7 @@ <h3>Endpoints<a class="headerlink" href="#id3" title="Permalink to this headline
 </dd>
 <dt class="field-even">Status Codes</dt>
 <dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-odd">Request Headers</dt>
@@ -1121,7 +1122,7 @@ <h3>Endpoints<a class="headerlink" href="#id3" title="Permalink to this headline
 </dd>
 <dt class="field-odd">Status Codes</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-even">Request Headers</dt>
@@ -1152,7 +1153,7 @@ <h3>Endpoints<a class="headerlink" href="#id3" title="Permalink to this headline
 </dd>
 <dt class="field-even">Status Codes</dt>
 <dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 </dl>
@@ -1170,7 +1171,7 @@ <h3>Endpoints<a class="headerlink" href="#id3" title="Permalink to this headline
 </dd>
 <dt class="field-even">Status Codes</dt>
 <dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 </dl>
@@ -1188,7 +1189,7 @@ <h3>Endpoints<a class="headerlink" href="#id3" title="Permalink to this headline
 </dd>
 <dt class="field-even">Status Codes</dt>
 <dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 </dl>
@@ -1206,7 +1207,7 @@ <h3>Endpoints<a class="headerlink" href="#id3" title="Permalink to this headline
 </dd>
 <dt class="field-even">Status Codes</dt>
 <dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-odd">Request Headers</dt>
@@ -1242,7 +1243,7 @@ <h3>Endpoints<a class="headerlink" href="#id3" title="Permalink to this headline
 </dd>
 <dt class="field-odd">Status Codes</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 <dt class="field-even">Request Headers</dt>
@@ -1273,7 +1274,7 @@ <h3>Endpoints<a class="headerlink" href="#id3" title="Permalink to this headline
 </dd>
 <dt class="field-even">Status Codes</dt>
 <dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 </dl>
@@ -1291,7 +1292,7 @@ <h3>Endpoints<a class="headerlink" href="#id3" title="Permalink to this headline
 </dd>
 <dt class="field-even">Status Codes</dt>
 <dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
+<li><p><a class="reference external" href="https://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html#sec10.2.1">200 OK</a> – Success</p></li>
 </ul>
 </dd>
 </dl>
@@ -1327,12 +1328,32 @@ <h3>Error Messages<a class="headerlink" href="#id4" title="Permalink to this hea
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-sdk/api-cryptography.html" title="previous page">cryptography</a>
-    <a class='right-next' id="next-link" href="../tutorials/example-basic-mlflow-demo.html" title="next page">Hello World!</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-sdk/api-cryptography.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">cryptography</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="../tutorials/example-basic-mlflow-demo.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Hello World!</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/user-guide/api-reference-sdk.html b/user-guide/api-reference-sdk.html
index ead1bb50b..debc36c09 100644
--- a/user-guide/api-reference-sdk.html
+++ b/user-guide/api-reference-sdk.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#generics">
@@ -755,12 +756,32 @@ <h2>cryptography<a class="headerlink" href="#cryptography" title="Permalink to t
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-task-plugins/api-builtins-tracking.html" title="previous page">tracking</a>
-    <a class='right-next' id="next-link" href="api-sdk/api-generics.html" title="next page">generics</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-task-plugins/api-builtins-tracking.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">tracking</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-sdk/api-generics.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">generics</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/user-guide/api-sdk/api-cryptography.html b/user-guide/api-sdk/api-cryptography.html
index b9174ac22..c09d79e6a 100644
--- a/user-guide/api-sdk/api-cryptography.html
+++ b/user-guide/api-sdk/api-cryptography.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
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+      
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-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
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@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#module-mitre.securingai.sdk.cryptography.common">
@@ -602,12 +603,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
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-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-rq.html" title="previous page">rq</a>
-    <a class='right-next' id="next-link" href="../api-reference-restapi.html" title="next page">Testbed REST API Reference</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-rq.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">rq</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="../api-reference-restapi.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Testbed REST API Reference</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/user-guide/api-sdk/api-exceptions.html b/user-guide/api-sdk/api-exceptions.html
index b48012ff5..b9e0d01f5 100644
--- a/user-guide/api-sdk/api-exceptions.html
+++ b/user-guide/api-sdk/api-exceptions.html
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
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-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -564,12 +565,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-utilities.html" title="previous page">utilities</a>
-    <a class='right-next' id="next-link" href="api-pyplugs.html" title="next page">pyplugs</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-utilities.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">utilities</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-pyplugs.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">pyplugs</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/user-guide/api-sdk/api-generics.html b/user-guide/api-sdk/api-generics.html
index a9aab393d..06df51910 100644
--- a/user-guide/api-sdk/api-generics.html
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+    <link rel="stylesheet" href="../../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
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-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -519,12 +520,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="../api-reference-sdk.html" title="previous page">Testbed SDK API Reference</a>
-    <a class='right-next' id="next-link" href="api-utilities.html" title="next page">utilities</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="../api-reference-sdk.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Testbed SDK API Reference</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-utilities.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">utilities</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
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diff --git a/user-guide/api-sdk/api-pyplugs.html b/user-guide/api-sdk/api-pyplugs.html
index c31fbdd99..b31fc0a09 100644
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+++ b/user-guide/api-sdk/api-pyplugs.html
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@@ -76,13 +76,14 @@
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+      
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   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#decorators">
@@ -645,12 +646,32 @@ <h2>Method Factories<a class="headerlink" href="#method-factories" title="Permal
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-exceptions.html" title="previous page">exceptions</a>
-    <a class='right-next' id="next-link" href="api-rq.html" title="next page">rq</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-exceptions.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">exceptions</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-rq.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">rq</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
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diff --git a/user-guide/api-sdk/api-rq.html b/user-guide/api-sdk/api-rq.html
index 5c7443354..b130790cc 100644
--- a/user-guide/api-sdk/api-rq.html
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@@ -76,13 +76,14 @@
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+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
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   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#module-mitre.securingai.rq.tasks">
@@ -529,12 +530,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
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-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-pyplugs.html" title="previous page">pyplugs</a>
-    <a class='right-next' id="next-link" href="api-cryptography.html" title="next page">cryptography</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-pyplugs.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">pyplugs</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-cryptography.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">cryptography</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
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diff --git a/user-guide/api-sdk/api-utilities.html b/user-guide/api-sdk/api-utilities.html
index 53b1b943f..8171f16d4 100644
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@@ -76,13 +76,14 @@
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+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
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   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#module-mitre.securingai.sdk.utilities.contexts">
@@ -595,12 +596,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
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-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-generics.html" title="previous page">generics</a>
-    <a class='right-next' id="next-link" href="api-exceptions.html" title="next page">exceptions</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-generics.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">generics</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-exceptions.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">exceptions</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/user-guide/api-task-plugins/api-builtins-artifacts.html b/user-guide/api-task-plugins/api-builtins-artifacts.html
index 63aa55260..2e1b53211 100644
--- a/user-guide/api-task-plugins/api-builtins-artifacts.html
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+    <link rel="stylesheet" href="../../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
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   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#module-securingai_builtins.artifacts.mlflow">
@@ -552,16 +553,16 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
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 <ul class="simple">
-<li><p><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.tracking.html#mlflow.tracking.MlflowClient.download_artifacts" title="(in MLflow v1.19.0)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">mlflow.tracking.MlflowClient.download_artifacts()</span></code></a></p></li>
+<li><p><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.tracking.html#mlflow.tracking.MlflowClient.download_artifacts" title="(in MLflow v1.20.2)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">mlflow.tracking.MlflowClient.download_artifacts()</span></code></a></p></li>
 </ul>
 </div>
 </dd></dl>
 
 <dl class="py function">
 <dt id="securingai_builtins.artifacts.mlflow.upload_data_frame_artifact">
-<code class="sig-name descname"><span class="pre">upload_data_frame_artifact</span></code><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_frame</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.2)"><span class="pre">pandas.DataFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">file_name</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">file_format</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">file_format_kwargs</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span> <span class="o"><span class="pre">=</span></span> <span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">working_dir</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span> </span><a class="reference external" href="https://docs.python.org/3/library/pathlib.html#pathlib.Path" title="(in Python v3.9)"><span class="pre">pathlib.Path</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span> <span class="o"><span class="pre">=</span></span> <span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> &#x2192; <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.9)"><span class="pre">None</span></a><a class="reference internal" href="../../_modules/securingai_builtins/artifacts/mlflow.html#upload_data_frame_artifact"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#securingai_builtins.artifacts.mlflow.upload_data_frame_artifact" title="Permalink to this definition">¶</a></dt>
-<dd><p>Uploads a <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> as an artifact of the active MLFlow run.</p>
-<p>The <cite>file_format</cite> argument selects the <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> serializer,
+<code class="sig-name descname"><span class="pre">upload_data_frame_artifact</span></code><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_frame</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.3)"><span class="pre">pandas.DataFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">file_name</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">file_format</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">file_format_kwargs</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span> <span class="o"><span class="pre">=</span></span> <span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">working_dir</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span> </span><a class="reference external" href="https://docs.python.org/3/library/pathlib.html#pathlib.Path" title="(in Python v3.9)"><span class="pre">pathlib.Path</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span> <span class="o"><span class="pre">=</span></span> <span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> &#x2192; <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.9)"><span class="pre">None</span></a><a class="reference internal" href="../../_modules/securingai_builtins/artifacts/mlflow.html#upload_data_frame_artifact"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#securingai_builtins.artifacts.mlflow.upload_data_frame_artifact" title="Permalink to this definition">¶</a></dt>
+<dd><p>Uploads a <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> as an artifact of the active MLFlow run.</p>
+<p>The <cite>file_format</cite> argument selects the <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> serializer,
 which are all handled using the object’s <cite>DataFrame.to_{format}</cite> methods. The string
 passed to <cite>file_format</cite> must match one of the following,</p>
 <ul class="simple">
@@ -574,9 +575,9 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>data_frame</strong> – A <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> to be uploaded.</p></li>
-<li><p><strong>file_name</strong> – The filename to use for the serialized <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></li>
-<li><p><strong>file_format</strong> – The <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> file serialization format.</p></li>
+<li><p><strong>data_frame</strong> – A <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> to be uploaded.</p></li>
+<li><p><strong>file_name</strong> – The filename to use for the serialized <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></li>
+<li><p><strong>file_format</strong> – The <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> file serialization format.</p></li>
 <li><p><strong>file_format_kwargs</strong> – A dictionary of additional keyword arguments to pass to the
 serializer. If <cite>None</cite>, then no additional keyword arguments are passed. The
 default is <cite>None</cite>.</p></li>
@@ -593,10 +594,10 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
 <div class="admonition seealso">
 <p class="admonition-title">See also</p>
 <ul class="simple">
-<li><p><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.to_csv.html#pandas.DataFrame.to_csv" title="(in pandas v1.3.2)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">pandas.DataFrame.to_csv()</span></code></a></p></li>
-<li><p><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.to_feather.html#pandas.DataFrame.to_feather" title="(in pandas v1.3.2)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">pandas.DataFrame.to_feather()</span></code></a></p></li>
-<li><p><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.to_json.html#pandas.DataFrame.to_json" title="(in pandas v1.3.2)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">pandas.DataFrame.to_json()</span></code></a></p></li>
-<li><p><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.to_pickle.html#pandas.DataFrame.to_pickle" title="(in pandas v1.3.2)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">pandas.DataFrame.to_pickle()</span></code></a></p></li>
+<li><p><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.to_csv.html#pandas.DataFrame.to_csv" title="(in pandas v1.3.3)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">pandas.DataFrame.to_csv()</span></code></a></p></li>
+<li><p><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.to_feather.html#pandas.DataFrame.to_feather" title="(in pandas v1.3.3)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">pandas.DataFrame.to_feather()</span></code></a></p></li>
+<li><p><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.to_json.html#pandas.DataFrame.to_json" title="(in pandas v1.3.3)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">pandas.DataFrame.to_json()</span></code></a></p></li>
+<li><p><a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.to_pickle.html#pandas.DataFrame.to_pickle" title="(in pandas v1.3.3)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">pandas.DataFrame.to_pickle()</span></code></a></p></li>
 </ul>
 </div>
 </dd></dl>
@@ -638,7 +639,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
 <div class="admonition seealso">
 <p class="admonition-title">See also</p>
 <ul class="simple">
-<li><p><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.log_artifact" title="(in MLflow v1.19.0)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.log_artifact()</span></code></a></p></li>
+<li><p><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.log_artifact" title="(in MLflow v1.20.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.log_artifact()</span></code></a></p></li>
 </ul>
 </div>
 </dd></dl>
@@ -700,12 +701,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="../task-plugins-collection.html" title="previous page">Task Plugins Collection</a>
-    <a class='right-next' id="next-link" href="api-builtins-attacks.html" title="next page">attacks</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="../task-plugins-collection.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Task Plugins Collection</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-builtins-attacks.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">attacks</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/user-guide/api-task-plugins/api-builtins-attacks.html b/user-guide/api-task-plugins/api-builtins-attacks.html
index 2f219e9e9..79785ee33 100644
--- a/user-guide/api-task-plugins/api-builtins-attacks.html
+++ b/user-guide/api-task-plugins/api-builtins-attacks.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/togglebutton.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#module-securingai_builtins.attacks.fgm">
@@ -551,7 +552,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>data_dir</strong> – The directory containing the clean test images.</p></li>
 <li><p><strong>adv_data_dir</strong> – The directory to use when saving the generated adversarial images.</p></li>
-<li><p><strong>keras_classifier</strong> – A trained <a class="reference external" href="https://adversarial-robustness-toolbox.readthedocs.io/en/latest/modules/estimators/classification.html#art.estimators.classification.KerasClassifier" title="(in Adversarial Robustness Toolbox v1.7)"><code class="xref py py-class docutils literal notranslate"><span class="pre">KerasClassifier</span></code></a>.</p></li>
+<li><p><strong>keras_classifier</strong> – A trained <a class="reference external" href="https://adversarial-robustness-toolbox.readthedocs.io/en/latest/modules/estimators/classification.html#art.estimators.classification.KerasClassifier" title="(in Adversarial Robustness Toolbox v1.8)"><code class="xref py py-class docutils literal notranslate"><span class="pre">KerasClassifier</span></code></a>.</p></li>
 <li><p><strong>image_size</strong> – A tuple of integers <cite>(height, width, channels)</cite> used to preprocess
 the images so that they all have the same dimensions and number of color
 channels. <cite>channels=3</cite> means RGB color images and <cite>channels=1</cite> means
@@ -579,7 +580,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
-<dd class="field-even"><p>A <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> containing the full distribution of the
+<dd class="field-even"><p>A <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> containing the full distribution of the
 calculated distance metrics.</p>
 </dd>
 </dl>
@@ -598,12 +599,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-builtins-artifacts.html" title="previous page">artifacts</a>
-    <a class='right-next' id="next-link" href="api-builtins-backend_configs.html" title="next page">backend_configs</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-builtins-artifacts.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">artifacts</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-builtins-backend_configs.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">backend_configs</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/user-guide/api-task-plugins/api-builtins-backend_configs.html b/user-guide/api-task-plugins/api-builtins-backend_configs.html
index 9b33c0ce9..7a1af8588 100644
--- a/user-guide/api-task-plugins/api-builtins-backend_configs.html
+++ b/user-guide/api-task-plugins/api-builtins-backend_configs.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/togglebutton.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#module-securingai_builtins.backend_configs.tensorflow">
@@ -540,12 +541,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-builtins-attacks.html" title="previous page">attacks</a>
-    <a class='right-next' id="next-link" href="api-builtins-data.html" title="next page">data</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-builtins-attacks.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">attacks</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-builtins-data.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">data</p>
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+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
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+
+</div>
         
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diff --git a/user-guide/api-task-plugins/api-builtins-data.html b/user-guide/api-task-plugins/api-builtins-data.html
index bdfb637a6..272276efe 100644
--- a/user-guide/api-task-plugins/api-builtins-data.html
+++ b/user-guide/api-task-plugins/api-builtins-data.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
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   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#module-securingai_builtins.data.tensorflow">
@@ -583,12 +584,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-builtins-backend_configs.html" title="previous page">backend_configs</a>
-    <a class='right-next' id="next-link" href="api-builtins-estimators.html" title="next page">estimators</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-builtins-backend_configs.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">backend_configs</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-builtins-estimators.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">estimators</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/user-guide/api-task-plugins/api-builtins-estimators.html b/user-guide/api-task-plugins/api-builtins-estimators.html
index 353c7b612..47d8a4e70 100644
--- a/user-guide/api-task-plugins/api-builtins-estimators.html
+++ b/user-guide/api-task-plugins/api-builtins-estimators.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
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   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#module-securingai_builtins.estimators.keras_classifiers">
@@ -723,12 +724,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
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-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-builtins-data.html" title="previous page">data</a>
-    <a class='right-next' id="next-link" href="api-builtins-metrics.html" title="next page">metrics</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-builtins-data.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">data</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-builtins-metrics.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">metrics</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
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     </div>
diff --git a/user-guide/api-task-plugins/api-builtins-metrics.html b/user-guide/api-task-plugins/api-builtins-metrics.html
index 7ba733844..bf7d0bec8 100644
--- a/user-guide/api-task-plugins/api-builtins-metrics.html
+++ b/user-guide/api-task-plugins/api-builtins-metrics.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css" />
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     <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#module-securingai_builtins.metrics.distance">
@@ -966,12 +967,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-builtins-estimators.html" title="previous page">estimators</a>
-    <a class='right-next' id="next-link" href="api-builtins-random.html" title="next page">random</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-builtins-estimators.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">estimators</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-builtins-random.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">random</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
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     </div>
diff --git a/user-guide/api-task-plugins/api-builtins-random.html b/user-guide/api-task-plugins/api-builtins-random.html
index fc4eded30..b78fbaab3 100644
--- a/user-guide/api-task-plugins/api-builtins-random.html
+++ b/user-guide/api-task-plugins/api-builtins-random.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#module-securingai_builtins.random.rng">
@@ -617,12 +618,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-builtins-metrics.html" title="previous page">metrics</a>
-    <a class='right-next' id="next-link" href="api-builtins-registry.html" title="next page">registry</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-builtins-metrics.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">metrics</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-builtins-registry.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">registry</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
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     </div>
diff --git a/user-guide/api-task-plugins/api-builtins-registry.html b/user-guide/api-task-plugins/api-builtins-registry.html
index 594ee51dd..27ba4f3a4 100644
--- a/user-guide/api-task-plugins/api-builtins-registry.html
+++ b/user-guide/api-task-plugins/api-builtins-registry.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css" />
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     <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#module-securingai_builtins.registry.art">
@@ -535,13 +536,13 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
-<dd class="field-even"><p>A trained <a class="reference external" href="https://adversarial-robustness-toolbox.readthedocs.io/en/latest/modules/estimators/classification.html#art.estimators.classification.KerasClassifier" title="(in Adversarial Robustness Toolbox v1.7)"><code class="xref py py-class docutils literal notranslate"><span class="pre">KerasClassifier</span></code></a> object.</p>
+<dd class="field-even"><p>A trained <a class="reference external" href="https://adversarial-robustness-toolbox.readthedocs.io/en/latest/modules/estimators/classification.html#art.estimators.classification.KerasClassifier" title="(in Adversarial Robustness Toolbox v1.8)"><code class="xref py py-class docutils literal notranslate"><span class="pre">KerasClassifier</span></code></a> object.</p>
 </dd>
 </dl>
 <div class="admonition seealso">
 <p class="admonition-title">See also</p>
 <ul class="simple">
-<li><p><a class="reference external" href="https://adversarial-robustness-toolbox.readthedocs.io/en/latest/modules/estimators/classification.html#art.estimators.classification.KerasClassifier" title="(in Adversarial Robustness Toolbox v1.7)"><code class="xref py py-class docutils literal notranslate"><span class="pre">art.estimators.classification.KerasClassifier</span></code></a></p></li>
+<li><p><a class="reference external" href="https://adversarial-robustness-toolbox.readthedocs.io/en/latest/modules/estimators/classification.html#art.estimators.classification.KerasClassifier" title="(in Adversarial Robustness Toolbox v1.8)"><code class="xref py py-class docutils literal notranslate"><span class="pre">art.estimators.classification.KerasClassifier</span></code></a></p></li>
 <li><p><a class="reference internal" href="#securingai_builtins.registry.mlflow.load_tensorflow_keras_classifier" title="securingai_builtins.registry.mlflow.load_tensorflow_keras_classifier"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.load_tensorflow_keras_classifier()</span></code></a></p></li>
 </ul>
 </div>
@@ -553,12 +554,12 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
 <p>A task plugin module for using the MLFlow model registry.</p>
 <dl class="py function">
 <dt id="securingai_builtins.registry.mlflow.add_model_to_registry">
-<code class="sig-name descname"><span class="pre">add_model_to_registry</span></code><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">active_run</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.entities.html#mlflow.entities.Run" title="(in MLflow v1.19.0)"><span class="pre">mlflow.entities.Run</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_dir</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a></span></em><span class="sig-paren">)</span> &#x2192; <span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.entities.html#mlflow.entities.model_registry.ModelVersion" title="(in MLflow v1.19.0)"><span class="pre">mlflow.entities.model_registry.ModelVersion</span></a><span class="p"><span class="pre">]</span></span><a class="reference internal" href="../../_modules/securingai_builtins/registry/mlflow.html#add_model_to_registry"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#securingai_builtins.registry.mlflow.add_model_to_registry" title="Permalink to this definition">¶</a></dt>
+<code class="sig-name descname"><span class="pre">add_model_to_registry</span></code><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">active_run</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.entities.html#mlflow.entities.Run" title="(in MLflow v1.20.2)"><span class="pre">mlflow.entities.Run</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_dir</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a></span></em><span class="sig-paren">)</span> &#x2192; <span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.entities.html#mlflow.entities.model_registry.ModelVersion" title="(in MLflow v1.20.2)"><span class="pre">mlflow.entities.model_registry.ModelVersion</span></a><span class="p"><span class="pre">]</span></span><a class="reference internal" href="../../_modules/securingai_builtins/registry/mlflow.html#add_model_to_registry"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#securingai_builtins.registry.mlflow.add_model_to_registry" title="Permalink to this definition">¶</a></dt>
 <dd><p>Registers a trained model logged during the current run to the MLFlow registry.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>active_run</strong> – The <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.ActiveRun" title="(in MLflow v1.19.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">mlflow.ActiveRun</span></code></a> object managing the current run’s
+<li><p><strong>active_run</strong> – The <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.ActiveRun" title="(in MLflow v1.20.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">mlflow.ActiveRun</span></code></a> object managing the current run’s
 state.</p></li>
 <li><p><strong>name</strong> – The registration name to use for the model.</p></li>
 <li><p><strong>model_dir</strong> – The relative artifact directory where MLFlow logged the model trained
@@ -566,7 +567,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
-<dd class="field-even"><p>A <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.entities.html#mlflow.entities.model_registry.ModelVersion" title="(in MLflow v1.19.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelVersion</span></code></a> object created by the
+<dd class="field-even"><p>A <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.entities.html#mlflow.entities.model_registry.ModelVersion" title="(in MLflow v1.20.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelVersion</span></code></a> object created by the
 backend.</p>
 </dd>
 </dl>
@@ -574,11 +575,11 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
 
 <dl class="py function">
 <dt id="securingai_builtins.registry.mlflow.get_experiment_name">
-<code class="sig-name descname"><span class="pre">get_experiment_name</span></code><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">active_run</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.entities.html#mlflow.entities.Run" title="(in MLflow v1.19.0)"><span class="pre">mlflow.entities.Run</span></a></span></em><span class="sig-paren">)</span> &#x2192; <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a><a class="reference internal" href="../../_modules/securingai_builtins/registry/mlflow.html#get_experiment_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#securingai_builtins.registry.mlflow.get_experiment_name" title="Permalink to this definition">¶</a></dt>
+<code class="sig-name descname"><span class="pre">get_experiment_name</span></code><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">active_run</span></span><span class="p"><span class="pre">:</span></span> <span class="n"><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.entities.html#mlflow.entities.Run" title="(in MLflow v1.20.2)"><span class="pre">mlflow.entities.Run</span></a></span></em><span class="sig-paren">)</span> &#x2192; <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><span class="pre">str</span></a><a class="reference internal" href="../../_modules/securingai_builtins/registry/mlflow.html#get_experiment_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#securingai_builtins.registry.mlflow.get_experiment_name" title="Permalink to this definition">¶</a></dt>
 <dd><p>Gets the name of the experiment for the current run.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
-<dd class="field-odd"><p><strong>active_run</strong> – The <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.ActiveRun" title="(in MLflow v1.19.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">mlflow.ActiveRun</span></code></a> object managing the current run’s
+<dd class="field-odd"><p><strong>active_run</strong> – The <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.ActiveRun" title="(in MLflow v1.20.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">mlflow.ActiveRun</span></code></a> object managing the current run’s
 state.</p>
 </dd>
 <dt class="field-even">Returns</dt>
@@ -611,12 +612,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
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+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-builtins-random.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">random</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-builtins-tracking.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">tracking</p>
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+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
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+
+</div>
         
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diff --git a/user-guide/api-task-plugins/api-builtins-tracking.html b/user-guide/api-task-plugins/api-builtins-tracking.html
index b2e04f8b1..051212bc5 100644
--- a/user-guide/api-task-plugins/api-builtins-tracking.html
+++ b/user-guide/api-task-plugins/api-builtins-tracking.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
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-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#module-securingai_builtins.tracking.mlflow">
@@ -531,7 +532,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
 <div class="admonition seealso">
 <p class="admonition-title">See also</p>
 <ul class="simple">
-<li><p><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.log_metric" title="(in MLflow v1.19.0)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.log_metric()</span></code></a></p></li>
+<li><p><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.log_metric" title="(in MLflow v1.20.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.log_metric()</span></code></a></p></li>
 </ul>
 </div>
 </dd></dl>
@@ -550,7 +551,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
 <div class="admonition seealso">
 <p class="admonition-title">See also</p>
 <ul class="simple">
-<li><p><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.log_param" title="(in MLflow v1.19.0)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.log_param()</span></code></a></p></li>
+<li><p><a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.log_param" title="(in MLflow v1.20.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.log_param()</span></code></a></p></li>
 </ul>
 </div>
 </dd></dl>
@@ -577,12 +578,32 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="api-builtins-registry.html" title="previous page">registry</a>
-    <a class='right-next' id="next-link" href="../api-reference-sdk.html" title="next page">Testbed SDK API Reference</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="api-builtins-registry.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">registry</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="../api-reference-sdk.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Testbed SDK API Reference</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
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+
+</div>
         
         </div>
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diff --git a/user-guide/custom-entry-points.html b/user-guide/custom-entry-points.html
index fad2fdc38..7b9952df4 100644
--- a/user-guide/custom-entry-points.html
+++ b/user-guide/custom-entry-points.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#what-are-the-basic-steps">
@@ -810,12 +811,32 @@ <h2>Adding the New Entry Point to MLproject File:<a class="headerlink" href="#ad
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="task-plugins.html" title="previous page">Task Plugins</a>
-    <a class='right-next' id="next-link" href="custom-task-plugins.html" title="next page">Custom Task Plugins</a>
 
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+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="task-plugins.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Task Plugins</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="custom-task-plugins.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Custom Task Plugins</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
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+
+</div>
         
         </div>
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diff --git a/user-guide/custom-task-plugins.html b/user-guide/custom-task-plugins.html
index 8d35231d5..a01b0f2f9 100644
--- a/user-guide/custom-task-plugins.html
+++ b/user-guide/custom-task-plugins.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
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-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#task-organization-built-in-tasks">
@@ -670,12 +671,32 @@ <h2>Creating a Local Task<a class="headerlink" href="#creating-a-local-task" tit
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="custom-entry-points.html" title="previous page">Creating a New Entry Point</a>
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+
+
+<div class='prev-next-bottom'>
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+    <div id="prev">
+        <a class="left-prev" href="custom-entry-points.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Creating a New Entry Point</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="generics-plugin-system.html" title="next page">
+            <div class="prevnext-info">
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+                <p class="prevnext-title">Generics Plugin System</p>
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+
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         </div>
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diff --git a/user-guide/entry-points.html b/user-guide/entry-points.html
index e00f0e438..497249a3f 100644
--- a/user-guide/entry-points.html
+++ b/user-guide/entry-points.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
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+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#what-is-an-entry-point">
@@ -625,7 +626,7 @@ <h2>MLproject Specifications<a class="headerlink" href="#mlproject-specification
 </dd>
 <dt>uri</dt><dd><p>A <a class="reference internal" href="../glossary.html#term-URI"><span class="xref std std-term">URI</span></a> for data either in a local or distributed storage system.
 Relative paths are converted to absolute paths, as in the <cite>path</cite> type.
-Use this type for programs that know how to read from distributed storage (e.g., programs that use the <a class="reference external" href="https://boto3.amazonaws.com/v1/documentation/api/latest/reference/core/boto3.html#module-boto3" title="(in Boto3 Docs v1.18.22)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">boto3</span></code></a> package to directly access S3 storage).</p>
+Use this type for programs that know how to read from distributed storage (e.g., programs that use the <a class="reference external" href="https://boto3.amazonaws.com/v1/documentation/api/latest/reference/core/boto3.html#module-boto3" title="(in Boto3 Docs v1.18.49)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">boto3</span></code></a> package to directly access S3 storage).</p>
 </dd>
 </dl>
 </div>
@@ -703,7 +704,7 @@ <h3>Setting Parameters<a class="headerlink" href="#setting-parameters" title="Pe
 </div>
 <div class="section" id="mlflow-tracking-runs">
 <h3>MLFlow - Tracking Runs<a class="headerlink" href="#mlflow-tracking-runs" title="Permalink to this headline">¶</a></h3>
-<p>Every entry point script needs to invoke <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.start_run" title="(in MLflow v1.19.0)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.start_run()</span></code></a> to create an active run context for MLFlow and it should be done near the top of their entry point function.
+<p>Every entry point script needs to invoke <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.start_run" title="(in MLflow v1.20.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.start_run()</span></code></a> to create an active run context for MLFlow and it should be done near the top of their entry point function.
 This context is needed when logging results and artifacts to the MLFlow Tracking service.
 The following example shows how this context would be started in the <code class="docutils literal notranslate"><span class="pre">train()</span></code> function from the previous section,</p>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">mlflow</span>
@@ -721,8 +722,8 @@ <h3>MLFlow - Tracking Runs<a class="headerlink" href="#mlflow-tracking-runs" tit
     <span class="k">return</span> <span class="n">state</span>
 </pre></div>
 </div>
-<p>Within this context block, the <code class="docutils literal notranslate"><span class="pre">active_run</span></code> variable will contain a <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.entities.html#mlflow.entities.Run" title="(in MLflow v1.19.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">mlflow.entities.Run</span></code></a> object that provides metadata about the run that is useful to have available.
-MLFlow functions like <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.log_param" title="(in MLflow v1.19.0)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.log_param()</span></code></a>, <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.log_metric" title="(in MLflow v1.19.0)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.log_metric()</span></code></a>, and <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.log_artifact" title="(in MLflow v1.19.0)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.log_artifact()</span></code></a> will be able to infer the current run automatically and be able to log their data to the appropriate place.
+<p>Within this context block, the <code class="docutils literal notranslate"><span class="pre">active_run</span></code> variable will contain a <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.entities.html#mlflow.entities.Run" title="(in MLflow v1.20.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">mlflow.entities.Run</span></code></a> object that provides metadata about the run that is useful to have available.
+MLFlow functions like <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.log_param" title="(in MLflow v1.20.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.log_param()</span></code></a>, <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.log_metric" title="(in MLflow v1.20.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.log_metric()</span></code></a>, and <a class="reference external" href="https://mlflow.org/docs/latest/python_api/mlflow.html#mlflow.log_artifact" title="(in MLflow v1.20.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">mlflow.log_artifact()</span></code></a> will be able to infer the current run automatically and be able to log their data to the appropriate place.
 Please note that the <code class="docutils literal notranslate"><span class="pre">init_flow()</span></code> function is <a class="reference internal" href="#entry-points-prefect-task-execution"><span class="std std-ref">introduced in the following section</span></a>.</p>
 <p>Testbed users are encouraged to peruse the MLflow Tracking documentation to learn more about the tracking context and the kinds of things you can do when its active: <a class="reference external" href="https://mlflow.org/docs/latest/tracking.html">https://mlflow.org/docs/latest/tracking.html</a>.</p>
 </div>
@@ -761,12 +762,32 @@ <h3>MLFlow - Tracking Runs<a class="headerlink" href="#mlflow-tracking-runs" tit
               </div>
               
         
-        <div class='prev-next-bottom'>
             
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-    <a class='right-next' id="next-link" href="task-plugins.html" title="next page">Task Plugins</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="the-basics.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">The Basics</p>
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+        </a>
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+     <div id="next">
+        <a class="right-next" href="task-plugins.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Task Plugins</p>
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+            <i class="prevnext-label fas fa-angle-right"></i>
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+
+</div>
         
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diff --git a/user-guide/generics-plugin-system.html b/user-guide/generics-plugin-system.html
index d36c23b01..508ea8a42 100644
--- a/user-guide/generics-plugin-system.html
+++ b/user-guide/generics-plugin-system.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/togglebutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#what-are-generics">
@@ -629,7 +630,7 @@ <h2>Registering generic dispatch methods<a class="headerlink" href="#registering
 <li><p>The functions, which do not need to have unique names, are registered simply by topping them with the <cite>&#64;fit_estimator.register</cite> decorator.</p></li>
 </ol>
 <p>More complicated function signatures can be used.
-For example, if you wanted to handle a <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> passed to the <cite>x</cite> argument differently from other data types, you could register the following implementation,</p>
+For example, if you wanted to handle a <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> passed to the <cite>x</cite> argument differently from other data types, you could register the following implementation,</p>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
 
 <span class="nd">@fit_estimator</span><span class="o">.</span><span class="n">register</span>
@@ -637,7 +638,7 @@ <h2>Registering generic dispatch methods<a class="headerlink" href="#registering
     <span class="o">...</span>
 </pre></div>
 </div>
-<p>Then, in the implementation, you could process the <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> so that it was compatible with the <code class="xref py py-meth docutils literal notranslate"><span class="pre">estimator.fit()</span></code> method used in the <code class="xref py py-func docutils literal notranslate"><span class="pre">fit_keras_model()</span></code> helper function.
+<p>Then, in the implementation, you could process the <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> so that it was compatible with the <code class="xref py py-meth docutils literal notranslate"><span class="pre">estimator.fit()</span></code> method used in the <code class="xref py py-func docutils literal notranslate"><span class="pre">fit_keras_model()</span></code> helper function.
 In this way you can incrementally add new implementations to handle many different combinations of estimator and data types!</p>
 </div>
 <div class="section" id="packaging-a-generic-plugin">
@@ -676,12 +677,32 @@ <h2>Packaging a generic plugin<a class="headerlink" href="#packaging-a-generic-p
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="custom-task-plugins.html" title="previous page">Custom Task Plugins</a>
-    <a class='right-next' id="next-link" href="task-plugins-collection.html" title="next page">Task Plugins Collection</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="custom-task-plugins.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Custom Task Plugins</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="task-plugins-collection.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Task Plugins Collection</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
         </div>
     </div>
diff --git a/user-guide/task-plugins-collection.html b/user-guide/task-plugins-collection.html
index f82dd1266..95b512468 100644
--- a/user-guide/task-plugins-collection.html
+++ b/user-guide/task-plugins-collection.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
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     <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#artifacts">
@@ -595,7 +596,7 @@ <h2>Artifacts<a class="headerlink" href="#artifacts" title="Permalink to this he
 <td><p>Downloads an artifact file or directory from a previous MLFlow run.</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="api-task-plugins/api-builtins-artifacts.html#securingai_builtins.artifacts.mlflow.upload_data_frame_artifact" title="securingai_builtins.artifacts.mlflow.upload_data_frame_artifact"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mlflow.upload_data_frame_artifact</span></code></a>(…[, …])</p></td>
-<td><p>Uploads a <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> as an artifact of the active MLFlow run.</p></td>
+<td><p>Uploads a <a class="reference external" href="https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v1.3.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> as an artifact of the active MLFlow run.</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="api-task-plugins/api-builtins-artifacts.html#securingai_builtins.artifacts.mlflow.upload_directory_as_tarball_artifact" title="securingai_builtins.artifacts.mlflow.upload_directory_as_tarball_artifact"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mlflow.upload_directory_as_tarball_artifact</span></code></a>(…)</p></td>
 <td><p>Archives a directory and uploads it as an artifact of the active MLFlow run.</p></td>
@@ -873,12 +874,32 @@ <h2>Tracking<a class="headerlink" href="#tracking" title="Permalink to this head
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="generics-plugin-system.html" title="previous page">Generics Plugin System</a>
-    <a class='right-next' id="next-link" href="api-task-plugins/api-builtins-artifacts.html" title="next page">artifacts</a>
 
-        </div>
+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="generics-plugin-system.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Generics Plugin System</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="api-task-plugins/api-builtins-artifacts.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">artifacts</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
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+     </div>
+
+</div>
         
         </div>
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diff --git a/user-guide/task-plugins.html b/user-guide/task-plugins.html
index 6f7320b66..6c155a421 100644
--- a/user-guide/task-plugins.html
+++ b/user-guide/task-plugins.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#what-are-task-plugins">
@@ -654,12 +655,32 @@ <h3>Discovery<a class="headerlink" href="#discovery" title="Permalink to this he
               </div>
               
         
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-    <a class='left-prev' id="prev-link" href="entry-points.html" title="previous page">Entry Points</a>
-    <a class='right-next' id="next-link" href="custom-entry-points.html" title="next page">Creating a New Entry Point</a>
 
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+
+
+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="entry-points.html" title="previous page">
+            <i class="prevnext-label fas fa-angle-left"></i>
+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Entry Points</p>
+            </div>
+        </a>
+    </div>
+     <div id="next">
+        <a class="right-next" href="custom-entry-points.html" title="next page">
+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Creating a New Entry Point</p>
+            </div>
+            <i class="prevnext-label fas fa-angle-right"></i>
+        </a>
+     </div>
+
+</div>
         
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diff --git a/user-guide/the-basics.html b/user-guide/the-basics.html
index 2d69781af..456915780 100644
--- a/user-guide/the-basics.html
+++ b/user-guide/the-basics.html
@@ -25,7 +25,7 @@
 
     
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-    <link rel="stylesheet" href="../_static/sphinx-book-theme.5f77b4aec8189eecf79907ce328c390d.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/sphinx-book-theme.css?digest=c3fdc42140077d1ad13ad2f1588a4309" type="text/css" />
     <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
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@@ -76,13 +76,14 @@
     <a class="navbar-brand text-wrap" href="../index.html">
       
       
+      
       <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
       
     </a>
 </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get">
   <i class="icon fas fa-search"></i>
   <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" >
-</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
+</form><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item active">
         <ul class="nav bd-sidenav">
  <li class="toctree-l1">
@@ -491,7 +492,7 @@ <h1 class="site-logo" id="site-title">Dioptra 0.0.0 documentation</h1>
             <div class="tocsection onthispage pt-5 pb-3">
                 <i class="fas fa-list"></i> Contents
             </div>
-            <nav id="bd-toc-nav">
+            <nav id="bd-toc-nav" aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#fundamental-units-of-an-experiment">
@@ -572,12 +573,32 @@ <h2>Job Submission<a class="headerlink" href="#job-submission" title="Permalink
               </div>
               
         
-        <div class='prev-next-bottom'>
             
-    <a class='left-prev' id="prev-link" href="../getting-started/newcomer-tips.html" title="previous page">Setup Tips for Newcomers</a>
-    <a class='right-next' id="next-link" href="entry-points.html" title="next page">Entry Points</a>
 
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+
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+<div class='prev-next-bottom'>
+    
+    <div id="prev">
+        <a class="left-prev" href="../getting-started/newcomer-tips.html" title="previous page">
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+            <div class="prevnext-info">
+                <p class="prevnext-label">previous</p>
+                <p class="prevnext-title">Setup Tips for Newcomers</p>
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+            <div class="prevnext-info">
+                <p class="prevnext-label">next</p>
+                <p class="prevnext-title">Entry Points</p>
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