https://github.com/machinelearningprodigy/liver-disease-detect
A simple Liver Disease Prediction App built using Streamlit and Machine Learning. This app predicts the presence of liver disease based on health parameters. 🏥🩺
https://github.com/machinelearningprodigy/liver-disease-detect
algorithms multiclass-classification pandas pickle python3 streamlit xgboost
Last synced: 3 months ago
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A simple Liver Disease Prediction App built using Streamlit and Machine Learning. This app predicts the presence of liver disease based on health parameters. 🏥🩺
- Host: GitHub
- URL: https://github.com/machinelearningprodigy/liver-disease-detect
- Owner: machinelearningprodigy
- Created: 2024-01-29T18:42:36.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2025-02-27T19:00:19.000Z (7 months ago)
- Last Synced: 2025-03-27T06:32:12.991Z (6 months ago)
- Topics: algorithms, multiclass-classification, pandas, pickle, python3, streamlit, xgboost
- Language: Python
- Homepage: https://liver-disease-detection.streamlit.app/
- Size: 95.7 KB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# 🦰 Liver Disease Detection App
A simple **Liver Disease Prediction App** built using **Streamlit** and **Machine Learning**. This app predicts the presence of liver disease based on health parameters. 🏥🩺
## ✨ Features
- **User-friendly UI** with sliders & radio buttons 🖱️
- **Machine Learning Model** for accurate predictions 🤖
- **Color-coded results**: No Disease 🟢 | Disease Present 🔴
- **Interactive user inputs** for better experience 🎯
## 🛠️ Technologies Used
- **Python** 🐍
- **Streamlit** 🎈
- **Pandas** 📊
- **XGBoost** ⚡
- **Pickle (Model Loading)** 📦
## 🚀 How to Run
### 1️⃣ Install Dependencies
```sh
pip install streamlit pandas xgboost pickle-mixin
```
### 2️⃣ Run the App
```sh
streamlit run app.py
```
## 📊 Input Features
- **Age** 👶👴
- **Gender** 🚻
- **Total Bilirubin** 🩸
- **Direct Bilirubin** 🩸
- **Alkaline Phosphatase** 🏥
- **Alamine Aminotransferase (SGPT)** 🧬
- **Aspartate Aminotransferase (SGOT)** 🧪
- **Total Proteins** 🏋️♂️
- **Albumin Level** 🥚
- **Albumin/Globulin Ratio** ⚖️
## 🎯 Prediction
The model predicts liver disease risk based on user inputs and displays the result with a **color-coded message**:
- 🟢 **No Liver Disease**
- 🔴 **Liver Disease Present**
## 📌 Future Enhancements
- ✅ Improve model performance
- ✅ Add more health parameters
- ✅ Enhance UI/UX with visualizations 📊
## 👨💻 Developed By
[Machine Learning Prodigy](https://github.com/machinelearningprodigy)
## 📜 License
This project is open-source under the **MIT License**.