diff --git a/deep-dive.rst b/deep-dive.rst
index c75d1ad985..89a18d48e2 100644
--- a/deep-dive.rst
+++ b/deep-dive.rst
@@ -34,6 +34,7 @@ and speed.
    :header: Profiling PyTorch
    :card_description: Learn how to profile a PyTorch application
    :link: beginner/profiler.html
+   :image: _static/img/thumbnails/cropped/pytorch-logo.png
    :tags: Profiling
 
 .. customcarditem::
diff --git a/ecosystem.rst b/ecosystem.rst
index 20c2940494..da2a926851 100644
--- a/ecosystem.rst
+++ b/ecosystem.rst
@@ -54,7 +54,7 @@ to production deployment.
    :card_description: This tutorial covers how to run quantized and fused models on a Raspberry Pi 4 at 30 fps.
    :image: _static/img/thumbnails/cropped/realtime_rpi.png
    :link: intermediate/realtime_rpi.html
-   :tags: TorchScript,Model-Optimization,Image/Video,Quantization,Ecosystem
+   :tags: Model-Optimization,Image/Video,Quantization,Ecosystem
 
 .. End of tutorial card section
 .. -----------------------------------------
diff --git a/prototype_source/prototype_index.rst b/prototype_source/prototype_index.rst
index 791f6581e0..fbe3744c52 100644
--- a/prototype_source/prototype_index.rst
+++ b/prototype_source/prototype_index.rst
@@ -1,5 +1,6 @@
 Unstable
---------
+========
+
 API unstable features are not available as part of binary distributions
 like PyPI or Conda (except maybe behind run-time flags). To test these
 features we would, depending on the feature, recommend building PyTorch
@@ -14,10 +15,7 @@ decide if we want to upgrade the level of commitment or to fail fast.
 
 .. raw:: html
 
-        </div>
-    </div>
-
-    <div id="tutorial-cards-container">
+   <div id="tutorial-cards-container">
 
     <nav class="navbar navbar-expand-lg navbar-light tutorials-nav col-12">
         <div class="tutorial-tags-container">
@@ -43,7 +41,7 @@ decide if we want to upgrade the level of commitment or to fail fast.
 .. customcarditem::
    :header: (prototype) Accelerating BERT with semi-structured (2:4) sparsity
    :card_description: Prune BERT to be 2:4 sparse and accelerate for inference.
-   :image: _static/img/thumbnails/cropped/generic-pytorch-logo.png
+   :image: ../_static/img/thumbnails/cropped/generic-pytorch-logo.png
    :link: prototype/semi_structured_sparse.html
    :tags: Model-Optimiziation
 
@@ -160,21 +158,12 @@ decide if we want to upgrade the level of commitment or to fail fast.
 
 .. End of tutorial card section
 
-.. raw:: html
-
-    </div>
-
-    <div class="pagination d-flex justify-content-center"></div>
-
-    </div>
-
-    </div>
-
 .. -----------------------------------------
 .. Page TOC
 .. -----------------------------------------
 
 .. toctree::
+   :maxdepth: 2
    :hidden:
 
    /prototype/context_parallel
diff --git a/recipes_source/recipes_index.rst b/recipes_source/recipes_index.rst
index 71703a6826..1c528ed289 100644
--- a/recipes_source/recipes_index.rst
+++ b/recipes_source/recipes_index.rst
@@ -1,13 +1,13 @@
 Recipes
----------------------------------------------
-Recipes are bite-sized, actionable examples of how to use specific PyTorch features, different from our full-length tutorials.
+========
 
-.. raw:: html
+Recipes are bite-sized, actionable examples of
+how to use specific PyTorch features, different
+from our full-length tutorials.
 
-        </div>
-    </div>
+.. raw:: html
 
-    <div id="tutorial-cards-container">
+   <div id="tutorial-cards-container">
 
     <nav class="navbar navbar-expand-lg navbar-light tutorials-nav col-12">
         <div class="tutorial-tags-container">
@@ -335,20 +335,11 @@ Recipes are bite-sized, actionable examples of how to use specific PyTorch featu
 
 .. End of tutorial card section
 
-.. raw:: html
-
-    </div>
-
-    <div class="pagination d-flex justify-content-center"></div>
-
-    </div>
-
-    </div>
-
 .. -----------------------------------------
 .. Page TOC
 .. -----------------------------------------
 .. toctree::
+   :maxdepth: 2
    :hidden:
 
    /recipes/recipes/defining_a_neural_network