Choose Your Model
Select from our range of advanced machine learning models
Linear Regression
Classic linear approach for price prediction
R² Score: 0.82
RMSE: 3987.80
Ridge Regression
Linear regression with L2 regularization
R² Score: 0.83
RMSE: 3987.78
ElasticNet
Combines L1 and L2 regularization
R² Score: 0.79
RMSE: 4258.98
Lasso Regression
Linear regression with L1 regularization
R² Score: 0.81
RMSE: 3987.86
Bayesian Ridge
Probabilistic approach to regression
R² Score: 0.82
RMSE: 3887.77
Gradient Boosting
Boosting trees for improved accuracy
R² Score: 0.92
RMSE: 2692.21
XGBoost
Advanced gradient boosting implementation
R² Score: 0.95
RMSE: 1989.33