Welcome to TariPredict
Analyze technology job market data and obtain salary predictions powered by machine learning.
About the Project
TariPredict is an analytical platform built with Django and machine learning models trained on the global Stack Overflow Developer Survey. Its objective is to provide insights into the technology job market and offer salary predictions based on professional experience, education, country, and other relevant factors.
The project combines data science techniques with a modern web interface to support professionals in making informed career decisions.
Model Performance Metrics
Here are the key performance indicators of our trained salary prediction model, based on real survey data.
Sample size: 22372
MAE (Mean Absolute Error): $12035.58
MSE (Mean Squared Error): $346741554.85
R² (Coefficient of Determination): 0.868
Model: Random Forest Regressor