AI-Powered-Early-Diabetes-Detection-Prevention-System

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AI-Powered-Early-Diabetes-Detection-Prevention-System

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This project is an AI-powered system designed for early detection and prevention of diabetes using advanced Machine Learning and Generative AI techniques. It leverages Large Language Models (LLMs), LangChain, OpenAI, and Google Gemini to provide intelligent insights, personalized recommendations, and data-driven predictions.

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# 🩺 AI-Powered Early Diabetes Detection & Prevention System

An **AI-powered end-to-end system** for **early diabetes detection and prevention**, combining **Machine Learning**, **Generative AI**, and **Large Language Models (LLMs)** such as **OpenAI** and **Google Gemini**.  
It not only predicts the **risk of diabetes** but also provides **personalized prevention tips** and **interactive data visualizations**.

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## 🚀 Features

- 🔍 **Early Diabetes Detection** – Predicts diabetes risk using ML models.  
- 🧠 **Generative AI Recommendations** – AI-driven personalized lifestyle & prevention tips.  
- 📊 **Data Processing & Handling** – Missing value imputation, scaling, feature selection.  
- 📈 **Interactive Visualizations** – Dynamic charts and dashboards for better understanding.  
- 🔗 **LLM Integration** – Combines ML with **LangChain**, **OpenAI**, and **Gemini** for reasoning & context-aware advice.

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## 🛠️ Tech Stack

**Core Technologies**  
- 🐍 Python (Pandas, NumPy, Scikit-learn, Joblib)  
- 📊 Plotly, Matplotlib (Visualizations)  
- 🤖 Machine Learning (Regression/Classification Models)  
- 🌐 Streamlit (Web UI & Dashboards)

**Generative AI & LLMs**  
- 🔗 LangChain  
- ⚡ OpenAI API  
- 🌟 Google Gemini

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![Single Prediction](https://raw.githubusercontent.com/Vivekshinde427/AI-Powered-Early-Diabetes-Detection-Prevention-System/main/screenshots/single_prediction.png)
![Single Prediction](https://raw.githubusercontent.com/Vivekshinde427/AI-Powered-Early-Diabetes-Detection-Prevention-System/main/screenshots/single_prediction1.png)
![Batch Prediction](https://raw.githubusercontent.com/Vivekshinde427/AI-Powered-Early-Diabetes-Detection-Prevention-System/main/screenshots/batch_prediction.png)
![ChatBot](https://raw.githubusercontent.com/Vivekshinde427/AI-Powered-Early-Diabetes-Detection-Prevention-System/main/screenshots/lifestyle_chatbot.png)

## ⚡ How to Run

### 1️⃣ Clone the repository  
```bash
git clone https://github.com/your-username/early-diabetes-detection.git
cd early-diabetes-detection

AI-Powered-Early-Diabetes-Detection-Prevention-System

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