diff --git a/docs/getting_started/install.md b/docs/getting_started/install.md
index 0f8f2c0..1473052 100644
--- a/docs/getting_started/install.md
+++ b/docs/getting_started/install.md
@@ -1,4 +1,4 @@
-You can access our models through our API (https://github.com/automl/tabpfn-client), via our user interface built on top of the API (https://www.ux.priorlabs.ai/) or locally.
+You can access our models through our API (https://github.com/automl/tabpfn-client), via our user interface built on top of the API (https://ux.priorlabs.ai/) or locally.
 
 === "Python API Client (No GPU, Online)"
 
@@ -21,7 +21,7 @@ You can access our models through our API (https://github.com/automl/tabpfn-clie
 
 === "Web Interface"
 
-    You can access our models through our Interface [here](https://www.ux.priorlabs.ai/).
+    You can access our models through our Interface [here](https://ux.priorlabs.ai/).
 
 === "R"
 
diff --git a/site/getting_started/install/index.html b/site/getting_started/install/index.html
index fb0f115..9530ead 100644
--- a/site/getting_started/install/index.html
+++ b/site/getting_started/install/index.html
@@ -614,7 +614,7 @@
 
   <h1>Installation</h1>
 
-<p>You can access our models through our API (<a href="https://github.com/automl/tabpfn-client">https://github.com/automl/tabpfn-client</a>), via our user interface built on top of the API (<a href="https://www.ux.priorlabs.ai/">https://www.ux.priorlabs.ai/</a>) or locally.</p>
+<p>You can access our models through our API (<a href="https://github.com/automl/tabpfn-client">https://github.com/automl/tabpfn-client</a>), via our user interface built on top of the API (<a href="https://ux.priorlabs.ai/">https://ux.priorlabs.ai/</a>) or locally.</p>
 <div class="tabbed-set tabbed-alternate" data-tabs="1:4"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><input id="__tabbed_1_4" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">Python API Client (No GPU, Online)</label><label for="__tabbed_1_2">Python Local (GPU)</label><label for="__tabbed_1_3">Web Interface</label><label for="__tabbed_1_4">R</label></div>
 <div class="tabbed-content">
 <div class="tabbed-block">
@@ -633,7 +633,7 @@ <h1>Installation</h1>
 </span></code></pre></div>
 </div>
 <div class="tabbed-block">
-<p>You can access our models through our Interface <a href="https://www.ux.priorlabs.ai/">here</a>.</p>
+<p>You can access our models through our Interface <a href="https://ux.priorlabs.ai/">here</a>.</p>
 </div>
 <div class="tabbed-block">
 <div class="admonition warning">
@@ -794,6 +794,2114 @@ <h4>Cookie consent</h4>
     </label>
   </li>
 
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_1_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_1">
+            <span class="md-nav__icon md-icon"></span>
+            Tabpfn
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/base/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Base
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/classifier/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Classifier
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/config/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Config
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/constants/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Constants
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/inference/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Inference
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/preprocessing/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Preprocessing
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/regressor/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Regressor
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/utils/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Utils
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
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+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_1_9" >
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+          <label class="md-nav__link" for="__nav_4_1_9" id="__nav_4_1_9_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Model
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_1_9_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_1_9">
+            <span class="md-nav__icon md-icon"></span>
+            Model
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/model/bar_distribution/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Bar distribution
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/model/config/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Config
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/model/encoders/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Encoders
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/model/layer/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Layer
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/model/loading/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Loading
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/model/memory/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Memory
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/model/mlp/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Mlp
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/model/multi_head_attention/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Multi head attention
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/model/preprocessing/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Preprocessing
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn/model/transformer/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Transformer
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
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+
+              
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+  
+  
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+    
+      
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+      
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+        
+      
+        
+      
+    
+    
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_2" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_2" id="__nav_4_2_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Tabpfn client
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_2_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_2">
+            <span class="md-nav__icon md-icon"></span>
+            Tabpfn client
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_client/browser_auth/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Browser auth
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_client/client/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Client
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_client/config/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Config
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_client/constants/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Constants
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_client/estimator/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Estimator
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_client/mock_prediction/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Mock prediction
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_client/prompt_agent/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Prompt agent
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_client/service_wrapper/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Service wrapper
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+      
+        
+      
+        
+      
+        
+      
+    
+    
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_2_9" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_2_9" id="__nav_4_2_9_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Tabpfn common utils
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_2_9_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_2_9">
+            <span class="md-nav__icon md-icon"></span>
+            Tabpfn common utils
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_client/tabpfn_common_utils/expense_estimation/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Expense estimation
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_client/tabpfn_common_utils/regression_pred_result/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Regression pred result
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_client/tabpfn_common_utils/utils/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Utils
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
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+              
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+  
+  
+  
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+      
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+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_3" id="__nav_4_3_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Tabpfn extensions
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_3_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_3">
+            <span class="md-nav__icon md-icon"></span>
+            Tabpfn extensions
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/utils/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Utils
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+      
+        
+      
+    
+    
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3_2" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_3_2" id="__nav_4_3_2_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Benchmarking
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_3_2_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_3_2">
+            <span class="md-nav__icon md-icon"></span>
+            Benchmarking
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/benchmarking/experiment/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Experiment
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
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+  
+
+              
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+    
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+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3_3" >
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+          <label class="md-nav__link" for="__nav_4_3_3" id="__nav_4_3_3_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Embedding
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_3_3_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_3_3">
+            <span class="md-nav__icon md-icon"></span>
+            Embedding
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/embedding/tabpfn_embedding/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Tabpfn embedding
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+      
+        
+      
+        
+      
+    
+    
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3_4" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_3_4" id="__nav_4_3_4_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Hpo
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_3_4_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_3_4">
+            <span class="md-nav__icon md-icon"></span>
+            Hpo
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/hpo/search_space/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Search space
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/hpo/tuned_tabpfn/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Tuned tabpfn
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+      
+        
+      
+        
+      
+        
+      
+        
+      
+    
+    
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3_5" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_3_5" id="__nav_4_3_5_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Interpretability
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_3_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_3_5">
+            <span class="md-nav__icon md-icon"></span>
+            Interpretability
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/interpretability/experiments/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Experiments
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/interpretability/feature_selection/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Feature selection
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/interpretability/shap/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Shap
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/interpretability/shapiq/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Shapiq
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+      
+        
+      
+    
+    
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3_6" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_3_6" id="__nav_4_3_6_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Many class
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_3_6_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_3_6">
+            <span class="md-nav__icon md-icon"></span>
+            Many class
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/many_class/many_class_classifier/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Many class classifier
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+      
+        
+      
+        
+      
+        
+      
+        
+      
+        
+      
+    
+    
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3_7" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_3_7" id="__nav_4_3_7_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Post hoc ensembles
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_3_7_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_3_7">
+            <span class="md-nav__icon md-icon"></span>
+            Post hoc ensembles
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/post_hoc_ensembles/abstract_validation_utils/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Abstract validation utils
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/post_hoc_ensembles/greedy_weighted_ensemble/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Greedy weighted ensemble
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/post_hoc_ensembles/pfn_phe/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Pfn phe
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/post_hoc_ensembles/save_splitting/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Save splitting
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/post_hoc_ensembles/sklearn_interface/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Sklearn interface
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+      
+        
+      
+        
+      
+        
+      
+        
+      
+    
+    
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3_8" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_3_8" id="__nav_4_3_8_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Rf pfn
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_3_8_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_3_8">
+            <span class="md-nav__icon md-icon"></span>
+            Rf pfn
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/rf_pfn/configs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Configs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/rf_pfn/sklearn_based_decision_tree_tabpfn/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Sklearn based decision tree tabpfn
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/rf_pfn/sklearn_based_random_forest_tabpfn/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Sklearn based random forest tabpfn
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/rf_pfn/utils/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Utils
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+      
+        
+      
+    
+    
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3_9" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_3_9" id="__nav_4_3_9_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Scoring
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_3_9_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_3_9">
+            <span class="md-nav__icon md-icon"></span>
+            Scoring
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/scoring/scoring_utils/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Scoring utils
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+      
+        
+      
+        
+      
+        
+      
+    
+    
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3_10" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_3_10" id="__nav_4_3_10_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Sklearn ensembles
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_3_10_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_3_10">
+            <span class="md-nav__icon md-icon"></span>
+            Sklearn ensembles
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/sklearn_ensembles/configs/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Configs
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/sklearn_ensembles/meta_models/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Meta models
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/sklearn_ensembles/weighted_ensemble/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Weighted ensemble
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    
+    
+      
+        
+      
+        
+      
+    
+    
+      
+    
+    
+    <li class="md-nav__item md-nav__item--nested">
+      
+        
+        
+        <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3_11" >
+        
+          
+          <label class="md-nav__link" for="__nav_4_3_11" id="__nav_4_3_11_label" tabindex="0">
+            
+  
+  <span class="md-ellipsis">
+    Unsupervised
+  </span>
+  
+
+            <span class="md-nav__icon md-icon"></span>
+          </label>
+        
+        <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_4_3_11_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_4_3_11">
+            <span class="md-nav__icon md-icon"></span>
+            Unsupervised
+          </label>
+          <ul class="md-nav__list" data-md-scrollfix>
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/unsupervised/experiments/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Experiments
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../reference/tabpfn_extensions/unsupervised/unsupervised/" class="md-nav__link">
+        
+  
+  <span class="md-ellipsis">
+    Unsupervised
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+              
+            
+          </ul>
+        </nav>
+      
+    </li>
+  
+
+    
+  </ul>
+</nav>
+                  </div>
+                </div>
+              </div>
+            
+            
+          
+          
+            <div class="md-content" data-md-component="content">
+              <article class="md-content__inner md-typeset">
+                
+                  
+
+  
+  
+
+
+  <h1>Installation</h1>
+
+<p><strong>Client</strong> <a href="https://colab.research.google.com/drive/1KKKOVJk-5N972ZRUeGmRXh8EibRIRGxA#scrollTo=o03aOVAw0Etg"><img alt="colab" src="https://colab.research.google.com/assets/colab-badge.svg" /></a>
+<strong>Local</strong> <a href="https://colab.research.google.com/drive/1SHa43VuHASLjevzO7y3-wPCxHY18-2H6#scrollTo=o03aOVAw0Etg&amp;line=3&amp;uniqifier=1"><img alt="colab" src="https://colab.research.google.com/assets/colab-badge.svg" /></a></p>
+<p>You can access our models through our API (<a href="https://github.com/automl/tabpfn-client">https://github.com/automl/tabpfn-client</a>), via our user interface built on top of the API (<a href="https://ux.priorlabs.ai/">https://ux.priorlabs.ai/</a>) or locally.</p>
+<div class="tabbed-set tabbed-alternate" data-tabs="1:4"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><input id="__tabbed_1_4" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">Python API Client (No GPU, Online)</label><label for="__tabbed_1_2">Python Local (GPU)</label><label for="__tabbed_1_3">Web Interface</label><label for="__tabbed_1_4">R</label></div>
+<div class="tabbed-content">
+<div class="tabbed-block">
+<div class="language-bash highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>pip<span class="w"> </span>install<span class="w"> </span>tabpfn-client
+</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>
+</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a><span class="c1"># TabPFN Extensions installs optional functionalities around the TabPFN model</span>
+</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="c1"># These include post-hoc ensembles, interpretability tools, and more</span>
+</span><span id="__span-0-5"><a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/PriorLabs/tabpfn-extensions
+</span><span id="__span-0-6"><a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a>pip<span class="w"> </span>install<span class="w"> </span>-e<span class="w"> </span>tabpfn-extensions
+</span></code></pre></div>
+</div>
+<div class="tabbed-block">
+<div class="language-bash highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="c1"># TabPFN Extensions installs optional functionalities around the TabPFN model</span>
+</span><span id="__span-1-2"><a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="c1"># These include post-hoc ensembles, interpretability tools, and more</span>
+</span><span id="__span-1-3"><a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>pip<span class="w"> </span>install<span class="w"> </span>tabpfn
+</span></code></pre></div>
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+<p>You can access our models through our Interface <a href="https://ux.priorlabs.ai/">here</a>.</p>
+</div>
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+<div class="admonition warning">
+<p class="admonition-title">Warning</p>
+<p>R support is currently under development.
+You can find a work in progress at <a href="https://github.com/robintibor/R-tabpfn">TabPFN R</a>.
+Looking for contributors!</p>
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