Update README.md

README.md

@@ -1,6 +1,11 @@
 ---
 license: apache-2.0
 ---
+
+# **Bird-Species-Classifier-526**  
+
+> **Bird-Species-Classifier-526** is an image classification vision-language encoder model fine-tuned from **google/siglip2-base-patch16-224** for a single-label classification task. It is designed to classify different bird species using the **SiglipForImageClassification** architecture.  
+
 ```python
     Prediction metrics: {'test_loss': 0.5863810181617737, 'test_model_preparation_time': 0.0029, 'test_accuracy': 0.8992497193832338, 'test_runtime': 1005.4898, 'test_samples_per_second': 84.173, 'test_steps_per_second': 10.522}
     Accuracy: 0.8992
@@ -1107,4 +1112,13 @@ iface = gr.Interface(
 
 if __name__ == "__main__":
     iface.launch()
-```
+```
+
+# **Intended Use:**  
+
+The **Bird-Species-Classifier-526** model is designed to classify different bird species based on images. Potential use cases include:  
+
+- **Wildlife Conservation:** Identifying and tracking bird species for ecological research.  
+- **Birdwatching & Education:** Assisting enthusiasts and researchers in species identification.  
+- **Environmental Monitoring:** Detecting changes in bird populations as indicators of ecosystem health.  
+- **AI-Powered Assistants:** Supporting AI-based species recognition for various applications.