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diabetes-detection-with-ann's Introduction

Diabetes Detection with ANN

This repository contains an implementation of an Artificial Neural Network (ANN) for the purpose of predicting diabetes based on various health metrics. image

Overview

The application takes into consideration various health parameters including:

  • Pregnancies
  • Glucose
  • Blood Pressure
  • Skin Thickness
  • Insulin
  • BMI (Body Mass Index)
  • Diabetes Pedigree Function
  • Age

Using these parameters, the ANN model predicts the likelihood of an individual having diabetes.

Model Performance

  • Training Accuracy: 83%
  • Validation Accuracy: 80%

Dataset

The model is trained on the Pima Indians Diabetes Database from Kaggle.

Usage

  1. Clone the repository:

git clone https://github.com/MohammadAminDHM/Diabetes-Detection-with-ANN.git

  1. Navigate to the project directory and install required packages (assuming you're using pip):

cd Diabetes-Detection-with-ANN

pip install -r requirements.txt

  1. Run the application (specific command based on how you've set it up, e.g., python app.py)
  2. also you can access to my notebook in my kaggle account NoteBook. please upvote my note book :)

Future Improvements

  • Implement more advanced models for better accuracy.
  • Incorporate more parameters to improve prediction capability.
  • Provide a user-friendly GUI for easy interaction.

diabetes-detection-with-ann's People

Contributors

mohammadamindhm avatar aminhdm avatar

Stargazers

Zahra Amini avatar amir avatar mahsa sanaei avatar  avatar Mahdi Bahar avatar Fatemeh Boloori avatar

Watchers

 avatar

Forkers

mjavadpur ulduzpp

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