iadiboy / diabetesprediction-python-flask-machinelearning

Diabetes prediction via form within a second using A.I

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diabetesprediction-python-flask-machinelearning

Topic: Diabetes Prediction using Deep Learning with Integration of WebApp

Summary: This project integrates Deep Learning with Web App, and API using which any person can predict his/her Diabetes just by filling the form of medical report values in a single click. In this project, I have used "Pima Indians Diabetes Dataset" to create a deep learning model with almost 80% accuracy. Then I created a Dockerfile to create a container image in which I am running a flask app and used this model in it.

Download precreated image

You can also just download the existing image from DockerHub.

docker pull govind17/centos-keras-flask:v2

Run the container

Create a container from the image.

$  docker  run -it --name myos3 -p 8080:8080 govind17/centos-keras-flask:v2

Now visit http://localhost:8080/home

Fill the details and get the result:

0: True
1: False

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Diabetes prediction via form within a second using A.I


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Language:CSS 52.0%Language:HTML 24.2%Language:Python 19.9%Language:Dockerfile 3.9%