| # Model Card: Fine-tuned Phi3-mini for Mental Health FAQs | |
| ## Model Details | |
| - **Model Name**: Phi3-mini-MentalHealth | |
| - **Base Model**: Phi3-mini | |
| - **Model Type**: Language Model | |
| - **Framework**: MLX | |
| - **Fine-tuning Dataset**: Mental Health FAQ data from Kaggle | |
| - **Format**: GGUF (GPT Quantized) | |
| ## Intended Use | |
| This model is designed to provide empathetic and informative responses to frequently asked questions about mental health. It can be used in applications such as: | |
| - Mental health chatbots | |
| - Educational resources about mental health | |
| - Preliminary mental health screening tools (with appropriate disclaimers) | |
| ## Training Data | |
| The model was fine-tuned on a dataset of Mental Health FAQs from Kaggle. This dataset likely includes: | |
| - Common questions about mental health conditions | |
| - Basic information about symptoms and treatments | |
| - General mental health and wellness advice | |
| Note: The exact contents and size of the dataset should be verified and added here. | |
| ## Fine-tuning Process | |
| The Phi3-mini model was fine-tuned using the MLX framework. Specific details about the fine-tuning process, such as number of epochs, learning rate, and other hyperparameters, should be added here. | |
| ## Performance and Limitations | |
| - **Improved Empathy**: The fine-tuned model demonstrates increased empathy in its responses compared to the base model. | |
| - **Domain Specificity**: The model's knowledge is focused on mental health topics covered in the FAQ dataset. | |
| - **Limitations**: | |
| - The model's knowledge is limited to the scope of the training data. | |
| - It should not be used as a substitute for professional mental health advice or diagnosis. | |
| - The model may not be up-to-date with the latest mental health research or treatments. | |
| ## Ethical Considerations | |
| - **Privacy**: The model should be used in ways that protect user privacy, especially given the sensitive nature of mental health discussions. | |
| - **Bias**: While efforts have been made to improve empathy, the model may still exhibit biases present in the training data. | |
| - **Misuse Potential**: Care should be taken to prevent the model from being used to provide medical advice it's not qualified to give. | |
| ## Additional Information | |
| - **License**: Apache 2.0 | |
| - **Developer**: Dattaraj Rao - Persistent | |
| - **Date Created**: 16-Jul-2024 | |
| - **Version**: 1.0 | |
| For more information or to report issues, please contact: https://www.linkedin.com/in/dattarajrao/ | |