Create README.md

README.md

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+## Friend Facial Recognition Model Card
+
+# Model Description
+
+The Friend Facial Recognition model is a convolutional neural network (CNN) designed to recognize friends in images. The model is trained using Python and utilizes the Discord bot integration for real-time image prediction within Discord.
+
+# Model Details
+
+- **Input Format**: RGB images with dimensions 300x350 pixels.
+- **Output Format**: Predicted class label (e.g., friend's name).
+- **Training Data**: Labeled images of friends organized into appropriate directories for different classes.
+- **Training Procedure**: The model is trained using the RMSprop optimizer with a learning rate of 1e-5 for 50 epochs.
+
+# Performance Metrics
+
+- **Accuracy**: Achieves an accuracy of approximately 90% on a validation dataset.
+
+# Use Cases
+
+- Recognizing friends in images shared within Discord channels or servers.
+- Personal project or hobby use for fun and entertainment purposes.
+
+# Ethical Considerations
+
+- **Biases**: The model's performance may be influenced by biases in the training data, potentially leading to differential accuracy across different demographic groups.
+- **Fairness**: Ensure fairness in model predictions and mitigate any unintended biases by regularly monitoring and evaluating model performance across diverse datasets.
+- **Privacy**: Respect the privacy of individuals by obtaining consent before using their images for training or testing the model.
+
+# Limitations
+
+- The model's performance may degrade when presented with images containing multiple individuals or poor lighting conditions.
+- Limited to recognizing only a predefined set of friends for whom the model has been trained.
+
+# License
+
+This model is licensed under the [MIT License](LICENSE).