diff --git a/examples/monai-2D-mednist/README.md b/examples/monai-2D-mednist/README.md
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@@ -1,13 +1,12 @@
 
-Implementing 2D Classification Model with MedNIST Dataset Using FEDn  
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+# Implementing 2D Classification Model with MedNIST Dataset Using FEDn  
 
-This example provides a step-by-step guide to deploying and running a 2D classification model using the MedNIST dataset in a federated environment with the `FEDn framework <https://www.scaleoutsystems.com/framework>`__ developed by `Scaleout Systems <https://www.scaleoutsystems.com/>`__ . This example builds on the centralized `example <https://github.com/Project-MONAI/tutorials/blob/main/2d_classification/mednist_tutorial.ipynb>`__  from the MonAI project and adapts it for federated learning settings, utilizing the same code for ease of transition. 
+This example provides a step-by-step guide to deploying and running a 2D classification model using the MedNIST dataset in a federated environment with the [FEDn framework|](https://www.scaleoutsystems.com/framework) developed by [Scaleout Systems](https://www.scaleoutsystems.com/). This example builds on the centralized [example](https://github.com/Project-MONAI/tutorials/blob/main/2d_classification/mednist_tutorial.ipynb) from the MonAI project and adapts it for federated learning settings, utilizing the same code for ease of transition. 
 
-The FEDn framework supports researchers with its robust  `open-source SDK <https://fedn.readthedocs.io/en/stable/quickstart.html>`__ and a `public SaaS platform <https://fedn.readthedocs.io/en/stable/studio.html>`__ , enabling scalable and efficient federated learning use cases. 
+The FEDn framework supports researchers with its robust [open-source SDK](https://fedn.readthedocs.io/en/stable/quickstart.html) and a [public SaaS platform](https://fedn.readthedocs.io/en/stable/studio.html), enabling scalable and efficient federated learning use cases. 
 
-Getting Started
----------------
+# Getting Started
 
-For a step-by-step example guide, click `here <https://github.com/scaleoutsystems/fedn/tree/master/examples/monai-2D-mednist>`__ . 
+
+For a step-by-step example guide, click [here](https://github.com/scaleoutsystems/fedn/tree/master/examples/monai-2D-mednist>).