feat(readme): add readme

Author: Nerzouille

readme.md

@@ -0,0 +1,74 @@
+# FastQuantum
+
+FastQuantum is a research project exploring the intersection of **machine learning** and **quantum computing**.
+Its main objective is to develop an AI system capable of **predicting the optimal parameters** for efficiently running quantum algorithms.
+In the long term, the ambition is to go even further by creating a model able to **predict quantum algorithm results themselves**—a challenging goal that remains out of reach for now but guides the project’s future direction.
+
+## How does it work?
+
+FastQuantum currently focuses on using **Graph Neural Networks (GNNs)** and **Quantum Neural Networks (QNNs)** to learn how to predict optimal parameters for quantum algorithms.
+
+Many quantum algorithms—such as **MaxCut** or **Vertex Cover**—can be represented as graphs. This makes GNNs a natural fit: they can capture the structure of the problem instance and learn meaningful patterns directly from the graph topology. In parallel, QNNs allow the model to integrate quantum-inspired representations that may generalize better to circuits with quantum-specific behavior.
+## Getting Started
+
+### Installation
+
+Clone the repository and install the required dependencies:
+```bash
+git clone https://github.com/PoCInnovation/FastQuantum.git
+cd FastQuantum
+pip install -r requirements.txt
+```
+
+### Quickstart
+
+Forthcoming
+
+### Usage
+
+Forthcoming
+
+## Get involved
+
+You're invited to join this project ! Check out the [contributing guide](./CONTRIBUTING.md).
+
+If you're interested in how the project is organized at a higher level, please contact the current project manager.
+
+## Our PoC team ❤️
+
+Developers
+| [<img src="https://avatars.githubusercontent.com/u/146193362?v=4?size=85" width=85><br><sub>Elie Stroun</sub>](https://github.com/eliestroun14) | [<img src="https://avatars.githubusercontent.com/u/141178010?v=4?size=85" width=85><br><sub>Gregroire Caseaux</sub>](https://github.com/Nezketsu) | [<img src="https://avatars.githubusercontent.com/u/94183376?v=4?size=85" width=85><br><sub>Noa Smoter</sub>](https://github.com/Nerzouille) | [<img src="https://avatars.githubusercontent.com/u/101893788?v=4?size=85" width=85><br><sub>Pierre Beaud</sub>](https://github.com/divisio74)
+| :---: | :---: | :---: | :---: |
+
+Manager
+| [<img src="https://avatars.githubusercontent.com/u/52128884?v=4?size=85" width=85><br><sub>Sacha Henneveux</sub>](https://github.com/SachaHenneveux)
+| :---: |
+
+<h2 align=center>
+Organization
+</h2>
+
+<p align='center'>
+    <a href="https://www.linkedin.com/company/pocinnovation/mycompany/">
+        <img src="https://img.shields.io/badge/LinkedIn-0077B5?style=for-the-badge&logo=linkedin&logoColor=white" alt="LinkedIn logo">
+    </a>
+    <a href="https://www.instagram.com/pocinnovation/">
+        <img src="https://img.shields.io/badge/Instagram-E4405F?style=for-the-badge&logo=instagram&logoColor=white" alt="Instagram logo"
+>
+    </a>
+    <a href="https://twitter.com/PoCInnovation">
+        <img src="https://img.shields.io/badge/Twitter-1DA1F2?style=for-the-badge&logo=twitter&logoColor=white" alt="Twitter logo">
+    </a>
+    <a href="https://discord.com/invite/Yqq2ADGDS7">
+        <img src="https://img.shields.io/badge/Discord-7289DA?style=for-the-badge&logo=discord&logoColor=white" alt="Discord logo">
+    </a>
+</p>
+<p align=center>
+    <a href="https://www.poc-innovation.fr/">
+        <img src="https://img.shields.io/badge/WebSite-1a2b6d?style=for-the-badge&logo=GitHub Sponsors&logoColor=white" alt="Website logo">
+    </a>
+</p>
+
+> 🚀 Don't hesitate to follow us on our different networks, and put a star 🌟 on `PoC's` repositories
+
+> Made with ❤️ by PoC