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GlucoScope – Diabetes Prediction App

GlucoScope is a machine learning–powered web application built with Django that predicts the likelihood of diabetes based on user health inputs.

It provides predictions along with general lifestyle guidance and probability graphs in a modern dashboard UI.


Features

  • Interactive dashboard with a modern glassmorphism UI
  • Machine learning–based diabetes risk prediction
  • General diet and healthcare guidance
  • Graphical overview of input features
  • Probability distribution chart for diabetes levels
  • Responsive frontend built with HTML, CSS and minimal JavaScript

Tech Stack

  • Backend: Django 5.2, Python 3.11+
  • Frontend: HTML5, CSS3, JavaScript
  • Machine Learning: scikit-learn, pandas, matplotlib
  • UI/UX: Glassmorphism design, Lucide icons

Dataset Used

This model was trained using the Pima Indians Diabetes Dataset


Disclaimer

This project is created for educational and portfolio purposes only. It should not be used as medical advice, diagnosis, or treatment guidance. Please consult a qualified healthcare professional for medical decisions.


License

This project is licensed under the MIT License.

About

A Django and machine learning based diabetes prediction web app with health input analysis, prediction confidence graphs and safe healthcare guidance.

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