binary logistic regression with intercept with L1 regularization | 9.5 sec | Passed |

binary logistic regression with intercept with L2 regularization | 3.7 sec | Passed |

binary logistic regression with intercept without regularization | 3.5 sec | Passed |

binary logistic regression without intercept with L1 regularization | 6.7 sec | Passed |

binary logistic regression without intercept with L2 regularization | 2.4 sec | Passed |

binary logistic regression without intercept without regularization | 3.7 sec | Passed |

logistic regression with LBFGS | 2.6 sec | Passed |

logistic regression with SGD | 0.87 sec | Passed |

logistic regression with initial weights and non-default regularization parameter | 0.63 sec | Passed |

logistic regression with initial weights with LBFGS | 1 sec | Passed |

logistic regression with initial weights with SGD | 0.86 sec | Passed |

model save/load: binary classification | 0.99 sec | Passed |

model save/load: multiclass classification | 0.39 sec | Passed |

multinomial logistic regression with LBFGS | 20 sec | Passed |

numerical stability of scaling features using logistic regression with LBFGS | 6.1 sec | Passed |