Efficient Large Scale Convex Finite Sums Optimization

coef.SAG | Model's weights Returns the model's weights for each... |

coef.SAG_fit | Model's weights Returns the model's weights. |

covtype.libsvm | covtype.libsvm |

get_approx_grad.SAG_fit | get approximate gradient Returns the models approximate... |

get_cost.SAG | Model's cost Returns the model's true cost for each specified... |

get_cost.SAG_fit | Model's costs Returns the model's true cost. |

get_grad.SAG | Model's gradients Returns gradients of model for each lambda. |

get_grad.SAG_fit | Model's gradient Returns the model's true gradient. |

GlmnetExamples | GlmnetExamples Adapted from GLMNET |

is.sparse | is.sparse |

make_c_loss | Make user supplied C loss and gradient |

mini.covtype.libsvm | mini.covtype.libsvm Random sample of 3000 points from... |

rcv1_train | rcv1_train |

sag | Stochastic Average Gradient with warm-starting |

sag_fit | Stochastic Average Gradient |

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