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mental-health-posts-classifier – AI Model by farah1 | AlphaNeural AI

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farah1/
mental-health-posts-classifier

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🧠 Mental Health Text Classifier

This repository contains an AI-powered tool designed to classify text into one of the following mental health categories:

Stress
Anxiety
Depression
Other

It leverages OpenAI's GPT-4 for classification using few-shot learning, combined with BM25 for contextual similarity.

Features

User-Friendly Interface: Easy-to-use Gradio-powered web application.
Interactive Classification: Real-time text input and predictions.
Extensibility: Reusable MentalHealthClassifier model for integration into other projects.

How It Works

The user provides a text input (e.g., thoughts or feelings).
The tool uses BM25 to retrieve similar examples from the training data.
GPT-4 analyzes the input and predicts the best-fitting mental health category.

Prerequisites

Python 3.8+
OpenAI API Key (Get one from OpenAI)
Hugging Face Token (Optional, for dataset access)

Installation

Clone the repository:
bash
1git clone https://github.com/your-username/mental-health-classifier.git 2cd mental-health-classifier