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##Developer salary prediction using stackoverflow dataset and web application using Flask and Dash

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Embed Plotly Dash into machine learning web application using Flask. Docker-based Flask project wrapping Plotly's Dash in one single Flask app.

Overview

In this project, we use survey data from stackoverflow to predict developer salary by embed Plotly Dash into machine learning web application using Flask. Full Data can be found here

What's included

Docker base image: https://github.com/tiangolo/uwsgi-nginx-flask-docker

Getting started

Make sure docker is running on your system.

git clone https://github.com/fermat01/Developer-salary-prediction-ml-app.git
cd Developer-salary-prediction-ml-app
docker-compose up -d

Go to url

http://localhost:8080

An example of data visualization

An example of prediction on given input data

TODO

  • Machine learning algorithms can be improved for better prediction...
  • Try different algorithms