lightning
Introduction
References
Examples
Site
Examples
SGD: Convex Loss Functions
Signal recovery by 1D total variation
Robust regression
Trace norm
SAGA: Weighted samples
Classification of text documents
Sensitivity to hyper-parameters in SVRG
Sparse non-linear classification
L2 solver comparison
Classification
lightning.classification.AdaGradClassifier
lightning.classification.CDClassifier
lightning.classification.FistaClassifier
lightning.classification.KernelSVC
lightning.classification.LinearSVC
lightning.classification.SDCAClassifier
lightning.classification.SAGClassifier
lightning.classification.SAGAClassifier
lightning.classification.SGDClassifier
lightning.classification.SVRGClassifier
Regression
lightning.regression.AdaGradRegressor
lightning.regression.CDRegressor
lightning.regression.FistaRegressor
lightning.regression.LinearSVR
lightning.regression.SAGRegressor
lightning.regression.SAGARegressor
lightning.regression.SDCARegressor
lightning.regression.SGDRegressor
lightning.regression.SVRGRegressor
Ranking
lightning.ranking.PRank
lightning.ranking.KernelPRank
Introduction
Primal coordinate descent
Dual coordinate ascent
FISTA
Stochastic gradient method (SGD)
AdaGrad
Stochastic averaged gradient (SAG and SAGA)
Stochastic variance-reduced gradient (SVRG)
PRank
Examples
SGD: Convex Loss Functions
Signal recovery by 1D total variation
Robust regression
Trace norm
SAGA: Weighted samples
Classification of text documents
Sensitivity to hyper-parameters in SVRG
Sparse non-linear classification
L2 solver comparison
Classification
lightning.classification.AdaGradClassifier
lightning.classification.CDClassifier
lightning.classification.FistaClassifier
lightning.classification.KernelSVC
lightning.classification.LinearSVC
lightning.classification.SDCAClassifier
lightning.classification.SAGClassifier
lightning.classification.SAGAClassifier
lightning.classification.SGDClassifier
lightning.classification.SVRGClassifier
Regression
lightning.regression.AdaGradRegressor
lightning.regression.CDRegressor
lightning.regression.FistaRegressor
lightning.regression.LinearSVR
lightning.regression.SAGRegressor
lightning.regression.SAGARegressor
lightning.regression.SDCARegressor
lightning.regression.SGDRegressor
lightning.regression.SVRGRegressor
Ranking
lightning.ranking.PRank
lightning.ranking.KernelPRank
Index
A
|
C
|
D
|
F
|
G
|
K
|
L
|
M
|
N
|
P
|
S
|
T
A
AdaGradClassifier (class in lightning.classification)
AdaGradRegressor (class in lightning.regression)
C
CDClassifier (class in lightning.classification)
CDRegressor (class in lightning.regression)
classes_ (lightning.ranking.KernelPRank property)
(lightning.ranking.PRank property)
coef_ (lightning.ranking.PRank attribute)
D
decision_function() (lightning.classification.AdaGradClassifier method)
(lightning.classification.CDClassifier method)
(lightning.classification.FistaClassifier method)
(lightning.classification.KernelSVC method)
(lightning.classification.LinearSVC method)
(lightning.classification.SAGAClassifier method)
(lightning.classification.SAGClassifier method)
(lightning.classification.SDCAClassifier method)
(lightning.classification.SGDClassifier method)
(lightning.classification.SVRGClassifier method)
dual_coef_ (lightning.ranking.KernelPRank attribute)
F
FistaClassifier (class in lightning.classification)
FistaRegressor (class in lightning.regression)
fit() (lightning.classification.AdaGradClassifier method)
(lightning.classification.CDClassifier method)
(lightning.classification.FistaClassifier method)
(lightning.classification.KernelSVC method)
(lightning.classification.LinearSVC method)
(lightning.classification.SAGAClassifier method)
(lightning.classification.SAGClassifier method)
(lightning.classification.SDCAClassifier method)
(lightning.classification.SGDClassifier method)
(lightning.classification.SVRGClassifier method)
(lightning.ranking.KernelPRank method)
(lightning.ranking.PRank method)
(lightning.regression.AdaGradRegressor method)
(lightning.regression.CDRegressor method)
(lightning.regression.FistaRegressor method)
(lightning.regression.LinearSVR method)
(lightning.regression.SAGARegressor method)
(lightning.regression.SAGRegressor method)
(lightning.regression.SDCARegressor method)
(lightning.regression.SGDRegressor method)
(lightning.regression.SVRGRegressor method)
G
get_params() (lightning.classification.AdaGradClassifier method)
(lightning.classification.CDClassifier method)
(lightning.classification.FistaClassifier method)
(lightning.classification.KernelSVC method)
(lightning.classification.LinearSVC method)
(lightning.classification.SAGAClassifier method)
(lightning.classification.SAGClassifier method)
(lightning.classification.SDCAClassifier method)
(lightning.classification.SGDClassifier method)
(lightning.classification.SVRGClassifier method)
(lightning.ranking.KernelPRank method)
(lightning.ranking.PRank method)
(lightning.regression.AdaGradRegressor method)
(lightning.regression.CDRegressor method)
(lightning.regression.FistaRegressor method)
(lightning.regression.LinearSVR method)
(lightning.regression.SAGARegressor method)
(lightning.regression.SAGRegressor method)
(lightning.regression.SDCARegressor method)
(lightning.regression.SGDRegressor method)
(lightning.regression.SVRGRegressor method)
K
KernelPRank (class in lightning.ranking)
KernelSVC (class in lightning.classification)
L
lightning.classification
module
lightning.ranking
module
lightning.regression
module
LinearSVC (class in lightning.classification)
LinearSVR (class in lightning.regression)
M
module
lightning.classification
lightning.ranking
lightning.regression
N
n_nonzero() (lightning.classification.AdaGradClassifier method)
(lightning.classification.CDClassifier method)
(lightning.classification.FistaClassifier method)
(lightning.classification.KernelSVC method)
(lightning.classification.LinearSVC method)
(lightning.classification.SAGAClassifier method)
(lightning.classification.SAGClassifier method)
(lightning.classification.SDCAClassifier method)
(lightning.classification.SGDClassifier method)
(lightning.classification.SVRGClassifier method)
(lightning.ranking.KernelPRank method)
(lightning.ranking.PRank method)
(lightning.regression.AdaGradRegressor method)
(lightning.regression.CDRegressor method)
(lightning.regression.FistaRegressor method)
(lightning.regression.LinearSVR method)
(lightning.regression.SAGARegressor method)
(lightning.regression.SAGRegressor method)
(lightning.regression.SDCARegressor method)
(lightning.regression.SGDRegressor method)
(lightning.regression.SVRGRegressor method)
P
PRank (class in lightning.ranking)
predict() (lightning.classification.AdaGradClassifier method)
(lightning.classification.CDClassifier method)
(lightning.classification.FistaClassifier method)
(lightning.classification.KernelSVC method)
(lightning.classification.LinearSVC method)
(lightning.classification.SAGAClassifier method)
(lightning.classification.SAGClassifier method)
(lightning.classification.SDCAClassifier method)
(lightning.classification.SGDClassifier method)
(lightning.classification.SVRGClassifier method)
(lightning.ranking.KernelPRank method)
(lightning.ranking.PRank method)
(lightning.regression.AdaGradRegressor method)
(lightning.regression.CDRegressor method)
(lightning.regression.FistaRegressor method)
(lightning.regression.LinearSVR method)
(lightning.regression.SAGARegressor method)
(lightning.regression.SAGRegressor method)
(lightning.regression.SDCARegressor method)
(lightning.regression.SGDRegressor method)
(lightning.regression.SVRGRegressor method)
predict_proba (lightning.classification.AdaGradClassifier property)
(lightning.classification.CDClassifier property)
(lightning.classification.FistaClassifier property)
(lightning.classification.KernelSVC property)
(lightning.classification.LinearSVC property)
(lightning.classification.SAGAClassifier property)
(lightning.classification.SAGClassifier property)
(lightning.classification.SDCAClassifier property)
(lightning.classification.SGDClassifier property)
(lightning.classification.SVRGClassifier property)
S
SAGAClassifier (class in lightning.classification)
SAGARegressor (class in lightning.regression)
SAGClassifier (class in lightning.classification)
SAGRegressor (class in lightning.regression)
score() (lightning.classification.AdaGradClassifier method)
(lightning.classification.CDClassifier method)
(lightning.classification.FistaClassifier method)
(lightning.classification.KernelSVC method)
(lightning.classification.LinearSVC method)
(lightning.classification.SAGAClassifier method)
(lightning.classification.SAGClassifier method)
(lightning.classification.SDCAClassifier method)
(lightning.classification.SGDClassifier method)
(lightning.classification.SVRGClassifier method)
(lightning.ranking.KernelPRank method)
(lightning.ranking.PRank method)
(lightning.regression.AdaGradRegressor method)
(lightning.regression.CDRegressor method)
(lightning.regression.FistaRegressor method)
(lightning.regression.LinearSVR method)
(lightning.regression.SAGARegressor method)
(lightning.regression.SAGRegressor method)
(lightning.regression.SDCARegressor method)
(lightning.regression.SGDRegressor method)
(lightning.regression.SVRGRegressor method)
SDCAClassifier (class in lightning.classification)
SDCARegressor (class in lightning.regression)
set_params() (lightning.classification.AdaGradClassifier method)
(lightning.classification.CDClassifier method)
(lightning.classification.FistaClassifier method)
(lightning.classification.KernelSVC method)
(lightning.classification.LinearSVC method)
(lightning.classification.SAGAClassifier method)
(lightning.classification.SAGClassifier method)
(lightning.classification.SDCAClassifier method)
(lightning.classification.SGDClassifier method)
(lightning.classification.SVRGClassifier method)
(lightning.ranking.KernelPRank method)
(lightning.ranking.PRank method)
(lightning.regression.AdaGradRegressor method)
(lightning.regression.CDRegressor method)
(lightning.regression.FistaRegressor method)
(lightning.regression.LinearSVR method)
(lightning.regression.SAGARegressor method)
(lightning.regression.SAGRegressor method)
(lightning.regression.SDCARegressor method)
(lightning.regression.SGDRegressor method)
(lightning.regression.SVRGRegressor method)
SGDClassifier (class in lightning.classification)
SGDRegressor (class in lightning.regression)
SVRGClassifier (class in lightning.classification)
SVRGRegressor (class in lightning.regression)
T
thresholds_ (lightning.ranking.KernelPRank attribute)
(lightning.ranking.PRank attribute)