adding inferrence tutorial

Author: TParcollet

tutorial_advanced.html

@@ -90,6 +90,31 @@ <h3>SpeechBrain Advanced</h3>
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+                                          <a class="active" href="#">SpeechBrain Advanced</a>
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+                                      <ul class="blog_meta list">
+                                          <li><a href="about.html">Parcollet T.<i class="lnr lnr-user"></i></a></li>
+                                          <li><a href="#">Sept.. 2021<i class="lnr lnr-calendar-full"></i></a></li>
+                                          <li><a href="#">Difficulty: medium<i class="lnr lnr-cog"></i></a></li>
+                                          <li><a href="#">Time: 30min<i class="lnr lnr-hourglass"></i></a></li>
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+                                        <h2>Inferring on your own SpeechBrain models</h2>
+                                        <p>In this tutorial, we will learn the three different ways of inferring on a trained model.
+                                          This is particularly useful to debug your pipeline or to deploy a model in a production context.</p>
+                                        <a href="https://colab.research.google.com/drive/1137MD-gAERblRAVhxDnwNXV3YyAiwtxV?usp=sharing" class="blog_btn">Open in Google Colab</a>
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@@ -137,14 +162,14 @@ <h2>Pre-trained Models and Fine-Tuning with <img src="img/hf.ico" alt="drawing"
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                                         <h2>Data Loading for Big Datasets and Shared Filesystems</h2>
-                                        <p>Do you have a huge dataset stored in a shared file system? This tutorial will show you how to load large datasets from the shared file system and use them for training a neural network with SpeechBrain. 
+                                        <p>Do you have a huge dataset stored in a shared file system? This tutorial will show you how to load large datasets from the shared file system and use them for training a neural network with SpeechBrain.
 					In particular, we describe a solution based on the WebDataset library, that is easy to integrate within the SpeechBrain toolkit. </p>
                                         <a href="https://colab.research.google.com/drive/1s171JSA53_ktvc1zQp6uMcM0TChtCcZ9?usp=sharing" class="blog_btn">Open in Google Colab</a>
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