Update README.md

README.md

@@ -10,8 +10,12 @@ short_description: AI-Powered Drug Discovery Pipeline Demo
 ---
 # 🔬 AI-Powered Drug Discovery Pipeline
 
+[![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/alidenewade/drug-discovery-pipeline)
+
 An interactive demonstration of how artificial intelligence and computational tools can accelerate the drug discovery process from target identification to post-market surveillance.
 
+**🚀 [Try the Live Demo](https://huggingface.co/spaces/alidenewade/drug-discovery-pipeline)**
+
 ## 🚀 Overview
 
 This application integrates the four major phases of drug development into a single, interactive web interface:
@@ -71,6 +75,13 @@ This application integrates the four major phases of drug development into a sin
 
 ## 🔧 Installation & Usage
 
+### Running on Hugging Face Spaces
+
+The application is deployed and ready to use at:
+**https://huggingface.co/spaces/alidenewade/drug-discovery-pipeline**
+
+Simply click the link above to start exploring the drug discovery pipeline!
+
 ### Running Locally
 
 ```bash
@@ -174,11 +185,15 @@ This project is licensed under the MIT License - see the LICENSE file for detail
 ## 📞 Support
 
 For questions, issues, or suggestions:
-- Open an issue on the repository
-- Contact the development team
+- Visit the [Hugging Face Space](https://huggingface.co/spaces/alidenewade/drug-discovery-pipeline)
+- Open a discussion on the Space's Community tab
 - Check the documentation for troubleshooting
 
+## 🔗 Links
+
+- **Live Demo**: https://huggingface.co/spaces/alidenewade/drug-discovery-pipeline
+- **Hugging Face Profile**: https://huggingface.co/alidenewade
+
 ---
 
-**Disclaimer**: This application is for educational and research purposes only. It should not be used for actual drug development without proper validation and regulatory oversight.
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+**Disclaimer**: This application is for educational and research purposes only. It should not be used for actual drug development without proper validation and regulatory oversight.