UppuluriKalyani/ML-Nexus

Alzheimer Disease Progression Prediction

Closed this issue · 4 comments

rakheshkrishna2005 commented

Neurodegenerative Disease Progression Predictor

Project Overview

The Neurodegenerative Disease Progression Predictor is a machine learning-based application designed to predict the progression of neurodegenerative diseases using clinical and demographic data. It supports healthcare professionals in making informed decisions by offering insights into the likely disease progression, which helps in early intervention and personalized treatment planning.

Description

This application uses machine learning algorithms to predict disease progression based on patient-specific features like age, gender, years since diagnosis, and various health metrics. By utilizing these inputs, the model estimates the risk and severity of disease progression, helping clinicians to focus on high-risk patients and tailor treatment approaches.

Tech Stack

  • Python: Core language for data processing and model development.
  • Pandas: For data manipulation.
  • Scikit-learn: For scaling input data and building the machine learning model.
  • Streamlit: Provides an interactive web interface.
  • Pickle: Used to load the pre-trained machine learning model for real-time predictions.

Usage Instructions

  1. Run the application:

    • The application interface is hosted via Streamlit. Input patient details, including:
      • Age
      • Gender
      • Years since diagnosis
      • Health metrics

  2. Predict Progression: After filling in the required fields, click on the "Predict Progression" button to receive the predicted disease progression status.

Screenshot

Screenshot

github-actions commented

Thanks for creating the issue in ML-Nexus!🎉
Before you start working on your PR, please make sure to:

  • ⭐ Star the repository if you haven't already.
  • Pull the latest changes to avoid any merge conflicts.
  • Attach before & after screenshots in your PR for clarity.
  • Include the issue number in your PR description for better tracking.
    Don't forget to follow @UppuluriKalyani – Project Admin – for more updates!
    Tag @Neilblaze,@SaiNivedh26 for assigning the issue to you.
    Happy open-source contributing!☺️
github-actions commented

Thanks for raising this issue! However, we believe a similar issue already exists. Kindly go through all the open issues and ask to be assigned to that issue.

rakheshkrishna2005 commented

@UppuluriKalyani Please add label open the issue.

github-actions commented

Hello @rakheshkrishna2005! Your issue #455 has been closed. Thank you for your contribution!