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Breast Cancer Prediction Model

This repository contains code for a breast cancer prediction model created using scikit-learn and deployed on a Streamlit web application.

Overview

Breast cancer is one of the most common cancers among women worldwide. Early detection plays a crucial role in improving survival rates. This project aims to assist in early detection by providing a machine learning model that predicts the likelihood of breast cancer based on certain features.

Features

  • Predictive Model: Utilizes scikit-learn to develop a predictive model based on input features such as tumor characteristics.
  • Streamlit Web Application: The model is deployed on a Streamlit web application, providing a user-friendly interface for users to input data and obtain predictions.

Requirements

  • Python 3.8
  • matplotlib==3.8.3
  • numpy==1.26.4
  • pandas==2.2.2
  • plotly==5.20.0
  • scikit_learn==1.4.1.post1
  • streamlit==1.25.0

Installation

  1. Clone this repository:

    git clone https://github.com/your-username/breast-cancer-prediction.git
  2. Install the required dependencies:

    pip install -r requirements.txt

Usage

  1. Navigate to the project directory:

    cd breast-cancer-prediction
  2. Run the Streamlit app:

    streamlit run app/app.py
  3. Access the web application in your browser at http://localhost:8501.

Contributing

Contributions are welcome! Please feel free to open an issue or submit a pull request.

Acknowledgments

Special thanks to the scikit-learn and Streamlit communities for their excellent libraries and resources.

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