Software-Developer-Salary-Prediction-WebApp

A Machine Learning web application that predicts software developer salaries based on country, education, and years of experience. Built with Streamlit and trained on the Stack Overflow Developer Survey 2024 data.

Features

Salary prediction using Decision Tree Regressor
Interactive data exploration and visualization
Support for multiple countries and education levels
Real-time predictions

Setup Instructions

Using Conda

Create conda environment

    conda create -n salary-pred python=3.12

Activate environment

    conda activate salary-pred

Install required packages

    conda install --yes --file requirements.txt

Using Pip

Create virtual environment

    python -m venv venv

Activate environment (Windows)

    venv\Scripts\activate

Activate environment (Linux/Mac)

    source venv/bin/activate

Install requirements

    pip install -r requirements.txt

Data Setup

Download Stack Overflow Developer Survey 2024 data from Stack Overflow
Create a data directory in the project root
Extract and place survey_results_public.csv in the data directory

Running the Application

    streamlit run app.py

This is a Web App deployed on streamlit cloud implemented in streamlit.
This is a Machine learning based web app which predicts a software engineer's salary on the basis of certain inputs and a model trained on Decision tree predicts the salary
The dataset used was from StackOverflow developer's survey 2022
I have also implemented some data exploration and visualization in the web App itself

check out my web app on : Click Here

ANURAG-PATHAK/Software-Developer-Salary-Prediction-WebApp