diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
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 <p align="center">
-  <img src="https://user-images.githubusercontent.com/25312635/195507951-fe64657c-9114-4d78-b04e-444e6d5bbcc4.png" />
+  <img src="https://user-images.githubusercontent.com/25312635/195514652-e4526cd1-1177-48e9-a80d-c8bfdb95d35f.png" />
 </p>
 
-mayavoz is a Pytorch-based opensource toolkit for speech enhancement. It is designed to save time for audio researchers. Is provides easy to use pretrained audio enhancement models and facilitates highly customisable custom model training .
+mayavoz is a Pytorch-based opensource toolkit for speech enhancement. It is designed to save time for audio researchers. Is provides easy to use pretrained audio enhancement models and facilitates highly customisable model training.
 
 | **[Quick Start]()** | **[Installation]()** | **[Tutorials]()** | **[Available Recipes]()**
 ## Key features :key: