Breast Cancer Predictor

Breast Cancer Predictor is an application that combines Machine Learning and Web Development technologies. The project focuses on detecting breast cancer using Support Vector Machines (SVM).

🔗 Live Demo: https://breastcancerpredictor.vercel.app/

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Project Overview

• Goal: To predict whether breast cancer tumors are benign or malignant.
• Machine Learning:
  • Dataset: Sklearn Breast Cancer Dataset.
  • Model: SVC (Support Vector Classifier) with an linear kernel.
• Technologies Used:
  • Backend: Flask API and ASP.NET Core API.
  • Frontend: React (TypeScript) + TailwindCSS.
  • Database: PostgreSQL.
  • Docker: Used to containerize all components.

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Technologies

Machine Learning

• Dataset: Sklearn Breast Cancer Dataset.
• Libraries:
  • Scikit-learn (SVC model).
  • Flask (API).
  • Pandas, NumPy.
  • Joblib (Model saving/loading).

Backend (ASP.NET Core)

• JWT Authentication: Ensures secure access to API endpoints.
• Layered Architecture:
  • Controller → Service → Repository.
• Database: PostgreSQL.

Frontend (React)

• Tech Stack: React + TypeScript + Vite.
• Styling: TailwindCSS.
• Pre-Built Components: Shadcn/UI.

Docker

• Docker Compose orchestrates all services (Flask API, .NET API, PostgreSQL) as containers.

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Project Features

1. Prediction API:
   • A /predict endpoint exposed via Flask.
   • Accepts 30 features to predict tumor type (Benign or Malignant).
   • Previous predicts for users.
2. Secure JWT Authentication:
   • Ensures secure user authentication and authorization.
   • Hashed password and encrypted email for database.
3. User-Friendly React Interface:
   • Clean and modern UI design.
4. CI/CD Deployment:
   • Deployed using Vercel with GitHub Actions.

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Installation

Clone the repository:

git clone https://github.com/ykdid/BreastCancerPredictor.git  
cd BreastCancerPredictor

Start with Docker:

docker compose up --build  

Frontend Setup:

cd react-ts-vite  
pnpm install  
pnpm run dev  

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Screenshots

Homepage

Learn More Page

Make Predict Page

Previous Predicts Page

Profile Page

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Live Demo

https://breastcancerpredictor.vercel.app/

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Author

Yusuf Kaya
📧 Email: yusufkaya.yjk@gmail.com