swe-salary-predictor

A salary predictor for software engineers and other tech roles. Powered by a machine learning model that updates with your input.

Demo video

https://www.youtube.com/watch?v=hmmutTWiqDc

Repo Overview:

The individual service READMEs have more information concerning local development and deployment.

docs

Miscellaneous documentation, manual test script

analytics

Python environment for bulding and testing the model for predicting salaries.

server

Fastapi server that will store user input into db, get latest model from db, predict salaries using model, and serve results to the users in jinja2 templates.

database

Postgres database initialized with docker and managed with alembic.

retrainer

Takes the original model and fits additional data to it. Saves the resulting model.

System Design

Screenshots

Form Filled

Prediction