Function reference • logreg

Fit Models

Functions for fitting regression models.

fit_logistic(): fit a logistic regression model

fit_logistic_ridge(): fit a regularized logistic regression model (ridge penalty)

fit_logistic_selo(): fit a regularized logistic regression model (SELO penalty)

Initializers

Initializer functions.

initialize_constant(): contant initializer

initialize_glorot_normal(): Glorot/Xavier normal initializer

Losses

Loss functions.

crossentropy(): binary cross entropy

Evaluate Models

Functions for evaluating models.

plot_error(): plot errors

plot_coef(): plot estimated coefficients

predict(<logreg>): make predictions from a fitted model

auc(): compute auc