Diabetes-Prediction-Model

KO | EN

gitlite — search

#javascript #react #typescript #android #rust #nodejs #macos #java #vue #security #pytorch #ios #mcp #openai

Diabetes-Prediction-Model

(★ 47)

An interactive Machine Learning-powered web application that predicts whether a person is diabetic based on key health parameters. Built with Python, Scikit-learn, and Streamlit, this app aims to make early diabetes risk detection simple and accessible.

Diabetes-Prediction-Model Latest Version Download

Download Latest Version (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# 🩺 Diabetes Prediction Web App

An **AI-powered interactive web application** built with **Streamlit** that predicts whether a person is diabetic based on key medical parameters.  
The model is trained on the **PIMA Indians Diabetes Dataset** using **Scikit-learn**.

---

## 🚀 Demo  
🔗 [Live App on Streamlit](https://diabetesprediction-web-app07.streamlit.app/)

## 🚀 Video Demo  
[Video Demo](https://github.com/user-attachments/assets/c1b6d732-ecd6-4972-96eb-6a4c1f0c0512)

## 🚀 Detail Video On Youtube  
🎥 [Watch Demo on YouTube](https://youtu.be/VIUlTn2ah40?si=2AP86xRfoTWu8vYm)

---

## 📌 Features  
- Enter medical details through a **user-friendly input form**.  
- Model predicts **diabetes risk instantly**.  
- Trained on the **PIMA Diabetes Dataset** (Kaggle).  
- Clean and interactive **Streamlit interface**.  
- Sidebar navigation with **developer details and links**.

---

## 🔍 Usage  
1. Open the app in your browser.  
2. Enter the required medical information:  
   - Pregnancies  
   - Glucose Level  
   - Blood Pressure  
   - Skin Thickness  
   - Insulin Level  
   - BMI (Body Mass Index)  
   - Diabetes Pedigree Function  
   - Age  
3. Click **Predict**.  
4. Get results instantly:  
   - ✅ *The person is not diabetic*  
   - ❌ *The person is diabetic*

---

## 📊 Dataset  
- **Dataset Name**: PIMA Indians Diabetes Database  
- **Source**: [Kaggle Dataset](https://www.kaggle.com/datasets/uciml/pima-indians-diabetes-database)  
- **Attributes**: 8 health parameters + outcome label  
- **Goal**: Predict diabetes risk from health features

---

## ⚙️ Tech Stack  
- **Python 3.9+**  
- **Streamlit** (Web App UI)  
- **Scikit-learn** (Machine Learning Model)  
- **NumPy & Pandas** (Data Processing)  
- **streamlit-option-menu** (UI Navigation)

---

## 📸 Screenshots  
### 🏠 Home Page  
<img width="1878" height="826" alt="image" src="https://github.com/user-attachments/assets/b0ddaa4b-1a10-4b18-9e9e-04548f975752" />

### 🏠 Data Visualization Page 
<img width="1857" height="731" alt="image" src="https://github.com/user-attachments/assets/1102d007-780f-4538-ac86-fa48866dec7b" />

### 🏠 About Page 
<img width="1868" height="804" alt="image" src="https://github.com/user-attachments/assets/15b7dda1-9716-4b7b-9f5e-2a50179c3284" />

### ✅ Prediction Result  
<img width="1881" height="807" alt="image" src="https://github.com/user-attachments/assets/4e47db1c-e536-4327-ac0b-bec338f24898" />

### ✅ Prediction Result  
<img width="1896" height="721" alt="image" src="https://github.com/user-attachments/assets/bc1220f3-f607-4e5f-a78d-e1acf135094c" />

### ✅ Prediction Result  
<img width="1891" height="822" alt="image" src="https://github.com/user-attachments/assets/71a8050c-4a69-4ecd-bb18-f08cf69d1b65" />

---

## 👨‍💻 Author  
**Mirza Yasir Abdullah Baig**

- 🌐 [Kaggle](https://www.kaggle.com/mirzayasirabdullah07)  
- 💼 [LinkedIn](https://www.linkedin.com/in/mirza-yasir-abdullah-baig/)  
- 💻 [GitHub](https://github.com/mirzayasirabdullahbaig07)

---

## ❤️ Acknowledgements  
- [PIMA Diabetes Dataset](https://www.kaggle.com/datasets/uciml/pima-indians-diabetes-database)  
- [Streamlit Documentation](https://docs.streamlit.io/)  
- [Scikit-learn](https://scikit-learn.org/stable/)

---

## ⚠️ Disclaimer  
This project is for **educational purposes only**.  
It should **not** be used as a substitute for professional medical advice or diagnosis.

---

Diabetes-Prediction-Model

Diabetes-Prediction-Model Latest Version Download

Today's picks

Was this content helpful?

Recent Feedback

Diabetes-Prediction-Model

Diabetes-Prediction-Model Latest Version Download

Today's picks

Was this content helpful?

Recent Feedback

Download README