Align README and docs/index.md.

README.md

@@ -1,6 +1,8 @@
 <div align="center">
 
-<img alt="Continuity" src="https://aai-institute.github.io/Continuity/img/logo.png" width="200">
+<img alt="Continuity" src="https://aai-institute.github.io/Continuity/img/icon.png" width="100">
+
+<h1>Continuity</h1>
 
 Learning function operators with neural networks.
 
@@ -15,31 +17,29 @@ Learning function operators with neural networks.
 </a>
 </div>
 
-# Description
-Continuity provides a python package for learning function operators with neural
-networks.
+**Continuity** is a Python package with a general interface for machine
+learning on functions operators. It implements various neural network
+architectures, including DeepONets or neural operators, physics-informed loss
+functions to train the networks based on PDEs, and a variety of benchmarks.
 
-# Quickstart
 
 ## Installation
-Before using this module, you need to install the project.
-Create a virtual environment and install the project as editable package.
+Clone the repository and install the package using pip.
 ```
-python -m venv venv
-source venv/bin/activate
+git clone https://github.com/aai-institute/Continuity.git
+cd Continuity
 pip install -e .
 ```
 
 ## Usage
-Up to now, some examples can be found in the `tests` directory.
-See the [documentation](https://aai-institute.github.io/Continuity/) for more
-details.
+Some examples can be found in the `notebooks` and `tests` directories. See the
+[documentation](https://aai-institute.github.io/Continuity/) for more details.
 
-# Contributing
+## Contributing
 If you find a bug or have a feature request, please open an issue on GitHub. If
 you want to contribute code, please fork the repository and submit a pull
 request.
 
-# License
+## License
 This project is licensed under the GNU GPLv3 License - see the
 [LICENSE](LICENSE) file for details.

docs/index.md

@@ -2,17 +2,22 @@
 title: Home
 ---
 
-# Continuity
+<div align="center">
 
-**Continuity** is a Python package for *learning function operators with neural
-networks*.
+<img alt="Continuity" src="https://aai-institute.github.io/Continuity/img/icon.png" width="100">
 
-This package is based on PyTorch and provides a general interface for machine
+<h1>Continuity</h1>
+
+Learning function operators with neural networks.
+
+</div>
+
+
+**Continuity** is a Python package for machine
 learning on functions operators. It implements various neural network
 architectures, including DeepONets or neural operators, physics-informed loss
 functions to train the networks based on PDEs, and a variety of benchmarks.
 
-
 ::cards:: cols=2
 
 - title: Installation