Update README.md

README.md

@@ -10,4 +10,23 @@ pinned: false
 short_description: Birdcall Project
 ---
 
+# BirdCall Classification
+
+This repository contains a Gradio web app for classifying bird species from MP3 recordings of bird calls. The app uses a pretrained ResNet50 model combined with an RNN to process mel spectrogram segments of the audio and can detect multiple bird species within a long audio file.
+
+## Files
+
+- **app.py**: Main Gradio app script with updated inference to detect multiple bird species.
+- **model_weights.pth**: Trained model weights.
+- **class_mapping.json**: JSON file mapping class indices to bird species names.
+- **requirements.txt**: Python dependencies.
+
+## How to Run Locally
+
+1. **Clone the repository:**
+   ```bash
+   git clone https://github.com/yourusername/your-repo-name.git
+   cd your-repo-name
+
+
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