Update tutorial_advanced.html

Author: mravanelli

tutorial_advanced.html

@@ -137,7 +137,7 @@ <h2>Pre-trained Models and Fine-Tuning with <img src="img/hf.ico" alt="drawing"
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                                         <h2>How to Load Big Datasets from the Shared Filesystem</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 then 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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