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It's an Application which predicts the salary of a software engineers based on the data from stackoverflow . It is trained to predict it from the data using Machine Learning. It's App is designed using python with simple and basic gui.

Home Page: https://isaakkarag-streamlit-first-app-app-4-d3rel3.streamlit.app/

License: Apache License 2.0

Jupyter Notebook 97.19% Python 2.81%
datase machine-learning salary-prediction matplotlib python scikit-learn stackoverflow streamlit

software-developer-salary-prediction's Introduction

Software-Developer-salary-prediction💸

It's an Application which predicts the salary of a software engineers based on the data from stackoverflow . It is trained to predict it from the data using Machine Learning. It's App is designed using python with simple and basic gui.

Dataset available at : Salary Dataset

Libraries used:

App

  • Streamlit A faster way to build and share data apps.Streamlit turns data scripts into shareable web apps,No front end or anything else is required just pure Python.

Setup:

run:

$ py -3 -m venv venv

The venv module supports creating lightweight “virtual environments”, each with their own independent set of Python packages installed in their site directories.

Then Activate the Machine Learning Environment by:

$ conda create -n ml python=3.9

Then activate it by:

$ conda activate

Now, install Streamlitb by:

$ conda install streamlit

You can use both Setup: pip or conda

Now, install all the required Libraries by running following commands:

$ pip install  numpy pandas
$ pip install matplotlib scikit-learn

Then, a virtual environment to play with the data....

$ ipython kernel install --user --name=ml

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