E-Health-Care

The web app which is used to remove the dependencies on the doctors, to help out the poor and helpless people with the normal medical checkup and to help people avoid paying huge amount to doctor unnecessarily. This project is made with Django, machine learning algorithms and deep learning (ANN and CNN).

Overview

In todays time we see a lot of the shortage of the doctors in the world especially in NEPAL.A lot of people are suffering a lot without the help of the proper medical checkup.Also most of the cases many cases arise leading to dealth due to lack of timely medical checkup So to cope up with all of those problems this app is designed which would prove its benefits upto much extent.

Demo

Application

To remove the dependencies on the doctors.
To help out the poor and helpless people with the normal medical checkup.
To help people avoid paying huge amount to the doctors unnecessarily.
To extend the role of the technology in the medical field.

Down below are the names of the various model files used:

pneumonia model = pickle_model_pneumonia.pkl
Diabetes model = pickle_model_diabetes.pkl
Heart model = pickle_model_heart.pkl
Disease model = pickle_model_disease.pkl

Kernals used for training deep learning model

Kernal for Malaria model :https://www.kaggle.com/shobhit18th/malaria-cell
Kernal for Pneumonia model :https://www.kaggle.com/shobhit18th/keras-nn-x-ray-predict-pneumonia-86-54

Details of various datasets used for model development :

Heart : heart.csv [In the repository]
Diabetes : diabetes.csv [In the repository]
Disease : disease.csv [In the repository]
Pneumonia: https://www.kaggle.com/paultimothymooney/chest-xray-pneumonia

Tools used for project development:

Python ( 3.7 version)
Django
Javascript
Pandas
Numpy
HTML
CSS

Installation

The Code is written in Python 3.7.0. If you don't have Python installed you can find it here. If you are using a lower version of Python you can upgrade using the pip package, ensuring you have the latest version of pip. To install the required packages and libraries, run this command in the project directory after cloning the repository: Use the package manager pip to install requirements file.

* pip install -r requirements.txt

* python manage.py makemigrations

* python manage.py migrate

* python manage.py createsuperuser

* python manage.py runserver

Contributing

Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.

Please make sure to update tests as appropriate.

Corefinder89/capstoneProject3