https://github.com/machinelearningprodigy/cancer-prone-detection
A simple Cancer Risk Prediction App built with Streamlit and Machine Learning. This app predicts the risk of cancer based on various health factors. 🚑🎗️
https://github.com/machinelearningprodigy/cancer-prone-detection
disease-detection machine-learning-algorithms pandas scikit-learn streamlit
Last synced: 6 months ago
JSON representation
A simple Cancer Risk Prediction App built with Streamlit and Machine Learning. This app predicts the risk of cancer based on various health factors. 🚑🎗️
- Host: GitHub
- URL: https://github.com/machinelearningprodigy/cancer-prone-detection
- Owner: machinelearningprodigy
- Created: 2024-01-29T14:11:14.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2025-02-27T18:54:59.000Z (8 months ago)
- Last Synced: 2025-03-27T06:32:13.160Z (7 months ago)
- Topics: disease-detection, machine-learning-algorithms, pandas, scikit-learn, streamlit
- Language: Python
- Homepage: https://cancer-detection-system.streamlit.app/
- Size: 41 KB
- Stars: 2
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# 🩺 Cancer Detection App
A simple **Cancer Risk Prediction App** built with **Streamlit** and **Machine Learning**. This app predicts the risk of cancer based on various health factors. 🚑🎗️
## ✨ Features
- **Interactive UI** with sliders for input 🖱️
- **Machine Learning Model** for prediction 🤖
- **Risk Levels**: Low 🟢, Medium 🟡, High 🔴
- **Color-coded results** for better understanding 🎨
## 🛠️ Technologies Used
- **Python** 🐍
- **Streamlit** 🎈
- **Pandas** 🏗️
- **Pickle (Model Loading)** 🏦
## 🚀 How to Run
### 1️⃣ Install Dependencies
```sh
pip install streamlit pandas pickle-mixin
```
### 2️⃣ Run the App
```sh
streamlit run app.py
```
## 📊 Input Features
- **Age** 👶👴
- **Air Pollution Exposure** 🌫️
- **Alcohol Consumption** 🍷
- **Dust Allergy** 🤧
- **Genetic Risk** 🧬
- **Chronic Lung Disease** 😷
- **Obesity** ⚖️
- **Smoking** 🚬
## 🎯 Prediction
The model predicts cancer risk based on user inputs and displays the result with a **color-coded message**:
- 🟢 **Low Risk**
- 🟡 **Medium Risk**
- 🔴 **High Risk**
## 📌 Future Improvements
- ✅ Improve model accuracy
- ✅ Add more features
- ✅ Enhance UI/UX
## 👨💻 Developed By
[Machine Learning Prodigy](https://github.com/machinelearningprodigy)
## 📜 License
This project is open-source under the **MIT License**.