binary logistic regression with intercept with L1 regularization | 6.8 sec | Passed |
binary logistic regression with intercept with L2 regularization | 2.7 sec | Passed |
binary logistic regression with intercept without regularization | 2.3 sec | Passed |
binary logistic regression without intercept with L1 regularization | 4.9 sec | Passed |
binary logistic regression without intercept with L2 regularization | 1.6 sec | Passed |
binary logistic regression without intercept without regularization | 2.6 sec | Passed |
logistic regression with LBFGS | 1.4 sec | Passed |
logistic regression with SGD | 0.63 sec | Passed |
logistic regression with initial weights and non-default regularization parameter | 0.44 sec | Passed |
logistic regression with initial weights with LBFGS | 0.7 sec | Passed |
logistic regression with initial weights with SGD | 0.58 sec | Passed |
model save/load: binary classification | 0.64 sec | Passed |
model save/load: multiclass classification | 0.25 sec | Passed |
multinomial logistic regression with LBFGS | 13 sec | Passed |
numerical stability of scaling features using logistic regression with LBFGS | 3.3 sec | Passed |