tech-salaries-armenia
AregSPZ/tech-salaries-armenia
Investigating a dataset of salaries of tech professionals in Armenia (Dimensionality Reduction, Clustering, Regression, NLP)
Summary
This repository contains a Jupyter Notebook project analyzing a dataset of tech salaries in Armenia. It applies multiple machine learning techniques including feature engineering, DBSCAN clustering for text-to-numeric conversion, and an ensemble regression model (Ridge, LinearSVR, GradientBoosting) to predict salaries. The project achieves an R-squared score of 0.66 and focuses on uncovering patterns in the Armenian tech industry.