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diff --git a/stable/README.html b/stable/README.html
@@ -189,7 +189,6 @@
 
 
 <li class="toctree-l3"><a class="reference internal" href="examples/getting-started-movielens/03-Training-with-PyTorch.html">Training with PyTorch</a></li>
-<li class="toctree-l3"><a class="reference internal" href="examples/getting-started-movielens/04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="examples/getting-started-movielens/04-Triton-Inference-with-TF.html">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -208,7 +207,6 @@
 <li class="toctree-l3"><a class="reference internal" href="examples/scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="examples/scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="examples/scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="examples/scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="examples/scaling-criteo/04-Triton-Inference-with-Merlin-Models-TensorFlow.html">Deploy the TensorFlow Model with Triton</a></li>
 </ul>
 </li>

diff --git a/stable/containers.html b/stable/containers.html
@@ -189,7 +189,6 @@
 
 
 <li class="toctree-l3"><a class="reference internal" href="examples/getting-started-movielens/03-Training-with-PyTorch.html">Training with PyTorch</a></li>
-<li class="toctree-l3"><a class="reference internal" href="examples/getting-started-movielens/04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="examples/getting-started-movielens/04-Triton-Inference-with-TF.html">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -208,7 +207,6 @@
 <li class="toctree-l3"><a class="reference internal" href="examples/scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="examples/scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="examples/scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="examples/scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="examples/scaling-criteo/04-Triton-Inference-with-Merlin-Models-TensorFlow.html">Deploy the TensorFlow Model with Triton</a></li>
 </ul>
 </li>

diff --git a/...uilding-and-deploying-multi-stage-RecSys/01-Building-Recommender-Systems-with-Merlin.html b/...uilding-and-deploying-multi-stage-RecSys/01-Building-Recommender-Systems-with-Merlin.html
@@ -189,7 +189,6 @@
 
 
 <li class="toctree-l3"><a class="reference internal" href="../getting-started-movielens/03-Training-with-PyTorch.html">Training with PyTorch</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../getting-started-movielens/04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../getting-started-movielens/04-Triton-Inference-with-TF.html">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -208,7 +207,6 @@
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-Merlin-Models-TensorFlow.html">Deploy the TensorFlow Model with Triton</a></li>
 </ul>
 </li>

diff --git a/...and-deploying-multi-stage-RecSys/02-Deploying-multi-stage-RecSys-with-Merlin-Systems.html b/...and-deploying-multi-stage-RecSys/02-Deploying-multi-stage-RecSys-with-Merlin-Systems.html
@@ -189,7 +189,6 @@
 
 
 <li class="toctree-l3"><a class="reference internal" href="../getting-started-movielens/03-Training-with-PyTorch.html">Training with PyTorch</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../getting-started-movielens/04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../getting-started-movielens/04-Triton-Inference-with-TF.html">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -208,7 +207,6 @@
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-Merlin-Models-TensorFlow.html">Deploy the TensorFlow Model with Triton</a></li>
 </ul>
 </li>

diff --git a/stable/examples/Building-and-deploying-multi-stage-RecSys/index.html b/stable/examples/Building-and-deploying-multi-stage-RecSys/index.html
@@ -189,7 +189,6 @@
 
 
 <li class="toctree-l3"><a class="reference internal" href="../getting-started-movielens/03-Training-with-PyTorch.html">Training with PyTorch</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../getting-started-movielens/04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../getting-started-movielens/04-Triton-Inference-with-TF.html">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -208,7 +207,6 @@
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-Merlin-Models-TensorFlow.html">Deploy the TensorFlow Model with Triton</a></li>
 </ul>
 </li>

diff --git a/...on-with-Transformers/tf/transformers-next-item-prediction-with-pretrained-embeddings.html b/...on-with-Transformers/tf/transformers-next-item-prediction-with-pretrained-embeddings.html
@@ -187,7 +187,6 @@
 
 
 <li class="toctree-l3"><a class="reference internal" href="../../getting-started-movielens/03-Training-with-PyTorch.html">Training with PyTorch</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../../getting-started-movielens/04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../getting-started-movielens/04-Triton-Inference-with-TF.html">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -206,7 +205,6 @@
 <li class="toctree-l3"><a class="reference internal" href="../../scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../../scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../scaling-criteo/04-Triton-Inference-with-Merlin-Models-TensorFlow.html">Deploy the TensorFlow Model with Triton</a></li>
 </ul>
 </li>

diff --git a/...examples/Next-Item-Prediction-with-Transformers/tf/transformers-next-item-prediction.html b/...examples/Next-Item-Prediction-with-Transformers/tf/transformers-next-item-prediction.html
@@ -187,7 +187,6 @@
 
 
 <li class="toctree-l3"><a class="reference internal" href="../../getting-started-movielens/03-Training-with-PyTorch.html">Training with PyTorch</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../../getting-started-movielens/04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../getting-started-movielens/04-Triton-Inference-with-TF.html">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -206,7 +205,6 @@
 <li class="toctree-l3"><a class="reference internal" href="../../scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../../scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../../scaling-criteo/04-Triton-Inference-with-Merlin-Models-TensorFlow.html">Deploy the TensorFlow Model with Triton</a></li>
 </ul>
 </li>

diff --git a/stable/examples/getting-started-movielens/01-Download-Convert.html b/stable/examples/getting-started-movielens/01-Download-Convert.html
@@ -189,7 +189,6 @@
 
 
 <li class="toctree-l3"><a class="reference internal" href="03-Training-with-PyTorch.html">Training with PyTorch</a></li>
-<li class="toctree-l3"><a class="reference internal" href="04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="04-Triton-Inference-with-TF.html">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -208,7 +207,6 @@
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-Merlin-Models-TensorFlow.html">Deploy the TensorFlow Model with Triton</a></li>
 </ul>
 </li>

diff --git a/stable/examples/getting-started-movielens/02-ETL-with-NVTabular.html b/stable/examples/getting-started-movielens/02-ETL-with-NVTabular.html
@@ -189,7 +189,6 @@
 
 
 <li class="toctree-l3"><a class="reference internal" href="03-Training-with-PyTorch.html">Training with PyTorch</a></li>
-<li class="toctree-l3"><a class="reference internal" href="04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="04-Triton-Inference-with-TF.html">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -208,7 +207,6 @@
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-Merlin-Models-TensorFlow.html">Deploy the TensorFlow Model with Triton</a></li>
 </ul>
 </li>

diff --git a/stable/examples/getting-started-movielens/03-Training-with-HugeCTR.html b/stable/examples/getting-started-movielens/03-Training-with-HugeCTR.html
@@ -189,7 +189,6 @@
 
 
 <li class="toctree-l3"><a class="reference internal" href="03-Training-with-PyTorch.html">Training with PyTorch</a></li>
-<li class="toctree-l3"><a class="reference internal" href="04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="04-Triton-Inference-with-TF.html">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -208,7 +207,6 @@
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-Merlin-Models-TensorFlow.html">Deploy the TensorFlow Model with Triton</a></li>
 </ul>
 </li>

diff --git a/stable/examples/getting-started-movielens/03-Training-with-PyTorch.html b/stable/examples/getting-started-movielens/03-Training-with-PyTorch.html
@@ -53,7 +53,7 @@
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-    <link rel="next" title="Serve Recommendations from the HugeCTR Model" href="04-Triton-Inference-with-HugeCTR.html" />
+    <link rel="next" title="Serve Recommendations from the TensorFlow Model" href="04-Triton-Inference-with-TF.html" />
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@@ -189,7 +189,6 @@
 
 
 <li class="toctree-l3 current active"><a class="current reference internal" href="#">Training with PyTorch</a></li>
-<li class="toctree-l3"><a class="reference internal" href="04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="04-Triton-Inference-with-TF.html">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -208,7 +207,6 @@
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-Merlin-Models-TensorFlow.html">Deploy the TensorFlow Model with Triton</a></li>
 </ul>
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@@ -783,11 +781,11 @@ <h3>Defining Neural Network Architecture<a class="headerlink" href="#defining-ne
       </div>
     </a>
     <a class="right-next"
-       href="04-Triton-Inference-with-HugeCTR.html"
+       href="04-Triton-Inference-with-TF.html"
        title="next page">
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-        <p class="prev-next-title">Serve Recommendations from the HugeCTR Model</p>
+        <p class="prev-next-title">Serve Recommendations from the TensorFlow Model</p>
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diff --git a/stable/examples/getting-started-movielens/03-Training-with-TF.html b/stable/examples/getting-started-movielens/03-Training-with-TF.html
@@ -189,7 +189,6 @@
 
 
 <li class="toctree-l3"><a class="reference internal" href="03-Training-with-PyTorch.html">Training with PyTorch</a></li>
-<li class="toctree-l3"><a class="reference internal" href="04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3"><a class="reference internal" href="04-Triton-Inference-with-TF.html">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -208,7 +207,6 @@
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
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diff --git a/stable/examples/getting-started-movielens/04-Triton-Inference-with-TF.html b/stable/examples/getting-started-movielens/04-Triton-Inference-with-TF.html
@@ -54,7 +54,7 @@
     <link rel="index" title="Index" href="../../genindex.html" />
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@@ -189,7 +189,6 @@
 
 
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-<li class="toctree-l3"><a class="reference internal" href="04-Triton-Inference-with-HugeCTR.html">Serving the HugeCTR Model with Triton</a></li>
 <li class="toctree-l3 current active"><a class="current reference internal" href="#">Serve Recommendations from the TensorFlow Model</a></li>
 
 </ul>
@@ -208,7 +207,6 @@
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/02-ETL-with-NVTabular.html">Feature Engineering with NVTabular</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-HugeCTR.html">Training with HugeCTR</a></li>
 <li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/03-Training-with-Merlin-Models-TensorFlow.html">Training with Merlin Models and TensorFlow</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../scaling-criteo/04-Triton-Inference-with-HugeCTR.html">Deploy the HugeCTR Model with Triton</a></li>
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 </ul>
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@@ -684,12 +682,12 @@ <h1>Predicting<a class="headerlink" href="#predicting" title="Permalink to this
 
 <div class="prev-next-area">
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+        <p class="prev-next-title">Getting Started MovieLens: Training with PyTorch</p>
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