diff --git a/docs/imgs/img_newsvendor.png b/docs/imgs/img_newsvendor.png
new file mode 100644
index 00000000..70592698
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diff --git a/docs/index.html b/docs/index.html
index efe5bd26..d1972114 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -756,16 +756,15 @@ <h3> Competitive performance</h3>
     <h3> Usage Examples </h3>
 
     <div class="cards-container">
-
       <div class="example-card">
-    <img src="imgs/img_sinusoidal.png" alt="Bimodal, heteroskedastic response" class="styled-img">
-    <div class="example-container">
+        <img src="imgs/img_sinusoidal.png" alt="Bimodal, heteroskedastic response" class="styled-img">
+        <div class="example-container">
           <h4>
             <b> A simple response with two sinusoidal components
-              <a href="https://colab.research.google.com/github/blei-lab/treeffuser/blob/tutorials/examples/README_example.ipynb"
+              <a href="https://colab.research.google.com/github/blei-lab/treeffuser/blob/main/examples/README_example.ipynb"
                 target="_blank" style="color: #145c15; font-weight: bold;">[colab]</a>
-              <a href="https://github.com/blei-lab/treeffuser/blob/tutorials/examples/README_example.ipynb"
-                target="_blank" style="color: #145c15; font-weight: bold;">[source]</a>
+              <a href="https://github.com/blei-lab/treeffuser/blob/main/examples/README_example.ipynb" target="_blank"
+                style="color: #145c15; font-weight: bold;">[source]</a>
             </b>
           </h4>
           <p>
@@ -788,13 +787,13 @@ <h4><b> Synthetic Data </b></h4>
       </a> -->
 
       <div class="example-card">
-        <!-- <img src="imgs/img_sinusoidal.png" alt="Bimodal, heteroskedastic response"> -->
+        <img src="imgs/img_newsvendor.png" alt="Optimal inventory allocation">
         <div class="example-container">
           <h4>
             <b> Optimal Inventory Allocation
-              <a href="https://colab.research.google.com/github/blei-lab/treeffuser/blob/tutorials/examples/m5-news-vendor-notebook.ipynb"
+              <a href="https://colab.research.google.com/github/blei-lab/treeffuser/blob/main/examples/m5-news-vendor-notebook.ipynb"
                 target="_blank" style="color: #145c15; font-weight: bold;">[colab]</a>
-              <a href="https://github.com/blei-lab/treeffuser/blob/tutorials/examples/m5-news-vendor-notebook.ipynb"
+              <a href="https://github.com/blei-lab/treeffuser/blob/main/examples/m5-news-vendor-notebook.ipynb"
                 target="_blank" style="color: #145c15; font-weight: bold;">[source]</a>
             </b>
           </h4>
@@ -978,12 +977,12 @@ <h2>Displaying code snippets</h2>
 
   <d-appendix>
 
-<!--    <h3>Contributions</h3>-->
-<!--    <p>Some text describing who did what: Alessandro did the parmigiana.</p>-->
-<!--    <h3>Reviewers</h3>-->
-<!--    <p>Some text with links describing who reviewed the article.</p>-->
+    <!--    <h3>Contributions</h3>-->
+    <!--    <p>Some text describing who did what: Alessandro did the parmigiana.</p>-->
+    <!--    <h3>Reviewers</h3>-->
+    <!--    <p>Some text with links describing who reviewed the article.</p>-->
 
-<!--    <d-bibliography src="bibliography.bib"></d-bibliography>-->
+    <!--    <d-bibliography src="bibliography.bib"></d-bibliography>-->
   </d-appendix>
 
   <distill-footer></distill-footer>