<aside> 💡 TSS = ESS + RSS

</aside>

MAE: Mean Absolute Error

MSE: Mean Squared Error

RMSE: Root Mean Squared Error

Residual Sum of Squares (RSS):

Total Sum of Squares (TSS):

ESS: Explained Sum of Squares

R-squared

Adjusted R-squared

Mallow Cp

AIC

BIC

$$ l(\beta_0, \beta_1, ..., \beta_p) = \sum_{i=1}^{n} \left( y_i \log \left( p(x_i ) \right) + (1 - y_i) \log \left( 1 - p(x_i) \right) \right) $$