Merge pull request #189 from IBM/maintenance

Maintenance

Author: Joao-L-S-Almeida

README.rst

@@ -17,7 +17,12 @@ SimulAI
 
 An extensible Python package with data-driven pipelines for physics-informed machine learning.
 
-.. image:: assets/simulai_diagram.svg
+**Call for contributions:** 
+If you have developed and/or published new architectures using PyTorch and intend to make them opensource, 
+consider include them as part of SimulAI, which works as an unified repository for scientific machine learning models, continuously tested and maintained. 
+SimulAI was already packaged under a friendly license (Apache) and it can be used to more easily share state of the art models whithin the scientific community. 
+
+.. image:: assets/simulai_diagram_2.svg
 
 The SimulAI toolkit provides easy access to state-of-the-art models and algorithms for physics-informed machine learning. Currently, it includes the following methods described in the literature: