preparing a short readme to push create a PR for the MonAI tutorial.

examples/monai-2D-mednist/README_MonAI_Tutorial.rst

@@ -2,12 +2,12 @@
 Implementing 2D Classification Model with MedNIST 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 from the `MonAI project <https://github.com/Project-MONAI/tutorials/blob/main/2d_classification/mednist_tutorial.ipynb>` 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 from the `MonAI project <https://github.com/Project-MONAI/tutorials/blob/main/2d_classification/mednist_tutorial.ipynb>`__ 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
 ---------------
 
-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>`__ .