Updated README and app emoji fix

README.md

@@ -10,7 +10,7 @@
 
 **A Comprehensive Explainability and Validation Dashboard for Vision Transformers**
 
-[🚀 Live Demo](#) | [📖 Documentation](#features) | [💡 Examples](#usage-guide) | [🤝 Contributing](#contributing)
+[🚀 Live Demo](https://huggingface.co/spaces/Dyra1204/ViT-Auditing-Toolkit) | [📖 Documentation](#features) | [💡 Examples](#usage-guide) | [🤝 Contributing](#contributing)
 
 <img src="assets/dashboard.png" alt="Dashboard Preview" width="800"/>
 
@@ -21,7 +21,7 @@
 
 The **ViT Auditing Toolkit** is an advanced, interactive dashboard designed to help researchers, ML practitioners, and AI auditors understand, validate, and improve Vision Transformer (ViT) models. It provides a comprehensive suite of explainability techniques and auditing tools through an intuitive web interface.
 
-### � Purpose & Scope
+### 🎯 Purpose & Scope
 
 This toolkit is designed as an **Explainable AI (XAI) and Human-Centered AI (HCAI) analysis tool** to help you:
 
@@ -39,7 +39,7 @@ This toolkit is designed as an **Explainable AI (XAI) and Human-Centered AI (HCA
 
 We encourage researchers and practitioners to use this toolkit as a **starting point** for deeper investigation into model behavior, complementing it with rigorous testing protocols and domain expertise.
 
-### �🎭 Why This Toolkit?
+### 🎭 Why This Toolkit?
 
 - **🔍 Transparency**: Understand what your ViT models actually "see" and learn
 - **✅ Validation**: Verify model reliability through systematic testing
@@ -85,13 +85,13 @@ Identify performance disparities across different data subgroups:
 
 Try the toolkit instantly on Hugging Face Spaces:
 
-### 👉 [Launch Interactive Demo](https://huggingface.co/spaces/YOUR-USERNAME/vit-auditing-toolkit)
+### 👉 [Launch Interactive Demo](https://huggingface.co/spaces/Dyra1204/ViT-Auditing-Toolkit)
 
 *No installation required! Upload an image and start exploring.*
 
 ---
 
-## �️ Test Images Included
+## 🖼️ Test Images Included
 
 The project includes **20 curated test images** organized by analysis type:
 
@@ -110,7 +110,7 @@ See [examples/README.md](examples/README.md) for detailed image descriptions and
 
 ---
 
-## �📸 Screenshots
+## 📸 Screenshots
 
 <div align="center">
 
@@ -472,7 +472,7 @@ git push origin feature/your-feature-name
 
 ---
 
-## � Additional Resources
+## 📚 Additional Resources
 
 - **[QUICKSTART.md](QUICKSTART.md)** - Get started in 5 minutes
 - **[TESTING.md](TESTING.md)** - Comprehensive testing guide with 22 test cases
@@ -482,7 +482,7 @@ git push origin feature/your-feature-name
 
 ---
 
-## �📄 License
+## 📄 License
 
 This project is licensed under the **MIT License** - see the [LICENSE](LICENSE) file for details.
 

app.py

@@ -339,7 +339,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css, title="ViT Auditing Toolk
             border: 1px solid rgba(99, 102, 241, 0.15);
         ">
             <h2 style="font-size: 1.75rem; font-weight: 700; color: #e0e7ff; margin-bottom: 1rem;">
-                �️ About This Toolkit
+                ℹ️ About This Toolkit
             </h2>
             
             <p style="color: #94a3b8; line-height: 1.8; font-size: 1.05rem; margin-bottom: 1.5rem;">

runtime.txt

@@ -0,0 +1 @@
+python-3.10