binary logistic regression with intercept with L1 regularization | 9.2 sec | Passed |

binary logistic regression with intercept with L2 regularization | 3.2 sec | Passed |

binary logistic regression with intercept without regularization | 3.8 sec | Passed |

binary logistic regression without intercept with L1 regularization | 5.4 sec | Passed |

binary logistic regression without intercept with L2 regularization | 1.9 sec | Passed |

binary logistic regression without intercept without regularization | 3.6 sec | Passed |

logistic regression with LBFGS | 2 sec | Passed |

logistic regression with SGD | 0.75 sec | Passed |

logistic regression with initial weights and non-default regularization parameter | 0.41 sec | Passed |

logistic regression with initial weights with LBFGS | 0.78 sec | Passed |

logistic regression with initial weights with SGD | 0.65 sec | Passed |

model save/load: binary classification | 1.2 sec | Passed |

model save/load: multiclass classification | 0.52 sec | Passed |

multinomial logistic regression with LBFGS | 17 sec | Passed |

numerical stability of scaling features using logistic regression with LBFGS | 4.9 sec | Passed |