464 lines
7.5 KiB
ReStructuredText
464 lines
7.5 KiB
ReStructuredText
===============
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Class reference
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===============
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.. TODO: put some order here. Alphabetical ?
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Support Vector Machines
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=======================
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.. automodule:: scikits.learn.svm
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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svm.SVC
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svm.LinearSVC
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svm.NuSVC
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svm.SVR
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svm.NuSVR
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svm.OneClassSVM
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For sparse data
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---------------
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.. automodule:: scikits.learn.svm.sparse
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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svm.sparse.SVC
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svm.sparse.NuSVC
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svm.sparse.SVR
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svm.sparse.NuSVR
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svm.sparse.OneClassSVM
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svm.sparse.LinearSVC
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Generalized Linear Models
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=========================
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.. automodule:: scikits.learn.linear_model
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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linear_model.LinearRegression
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linear_model.Ridge
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linear_model.RidgeCV
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linear_model.Lasso
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linear_model.LassoCV
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linear_model.ElasticNet
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linear_model.ElasticNetCV
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linear_model.LARS
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linear_model.LassoLARS
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linear_model.LogisticRegression
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linear_model.SGDClassifier
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linear_model.SGDRegressor
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linear_model.BayesianRidge
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linear_model.ARDRegression
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.. autosummary::
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:toctree: generated/
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:template: function.rst
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linear_model.lasso_path
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linear_model.lars_path
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For sparse data
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---------------
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.. automodule:: scikits.learn.linear_model.sparse
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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linear_model.sparse.Lasso
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linear_model.sparse.ElasticNet
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linear_model.sparse.SGDClassifier
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linear_model.sparse.SGDRegressor
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Naive Bayes
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===========
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.. automodule:: scikits.learn.naive_bayes
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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naive_bayes.GNB
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Nearest Neighbors
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=================
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.. automodule:: scikits.learn.neighbors
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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neighbors.NeighborsClassifier
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neighbors.NeighborsRegressor
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ball_tree.BallTree
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.. autosummary::
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:toctree: generated/
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:template: function.rst
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neighbors.kneighbors_graph
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Gaussian Mixture Models
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=======================
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.. automodule:: scikits.learn.mixture
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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mixture.GMM
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Hidden Markov Models
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====================
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.. automodule:: scikits.learn.hmm
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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hmm.GaussianHMM
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hmm.MultinomialHMM
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hmm.GMMHMM
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Clustering
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==========
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.. automodule:: scikits.learn.cluster
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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cluster.KMeans
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cluster.MeanShift
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cluster.SpectralClustering
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cluster.AffinityPropagation
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cluster.Ward
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Metrics
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=======
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.. automodule:: scikits.learn.metrics
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: function.rst
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metrics.euclidean_distances
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metrics.confusion_matrix
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metrics.roc_curve
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metrics.auc
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metrics.precision_score
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metrics.recall_score
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metrics.fbeta_score
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metrics.f1_score
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metrics.precision_recall_fscore_support
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metrics.classification_report
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metrics.precision_recall_curve
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metrics.r2_score
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metrics.zero_one_score
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metrics.zero_one
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metrics.mean_square_error
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Pairwise metrics
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------------------
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.. automodule:: scikits.learn.metrics.pairwise
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: function.rst
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metrics.pairwise.euclidean_distances
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metrics.pairwise.linear_kernel
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metrics.pairwise.polynomial_kernel
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metrics.pairwise.rbf_kernel
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Covariance Estimators
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=====================
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.. automodule:: scikits.learn.covariance
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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covariance.Covariance
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covariance.ShrunkCovariance
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covariance.LedoitWolf
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.. autosummary::
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:toctree: generated/
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:template: function.rst
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covariance.ledoit_wolf
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Signal Decomposition
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====================
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.. automodule:: scikits.learn.decomposition
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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decomposition.PCA
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decomposition.ProbabilisticPCA
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decomposition.RandomizedPCA
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decomposition.KernelPCA
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decomposition.FastICA
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decomposition.NMF
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.. autosummary::
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:toctree: generated/
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:template: function.rst
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decomposition.fastica
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Cross Validation
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================
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.. automodule:: scikits.learn.cross_val
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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cross_val.LeaveOneOut
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cross_val.LeavePOut
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cross_val.KFold
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cross_val.StratifiedKFold
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cross_val.LeaveOneLabelOut
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cross_val.LeavePLabelOut
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Grid Search
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===========
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.. automodule:: scikits.learn.grid_search
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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grid_search.GridSearchCV
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.. _feature_selection_ref:
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Feature Selection
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=================
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.. automodule:: scikits.learn.feature_selection
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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feature_selection.rfe.RFE
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feature_selection.rfe.RFECV
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.. _feature_extraction_ref:
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Feature Extraction
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==================
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.. automodule:: scikits.learn.feature_extraction
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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From images
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-------------
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.. automodule:: scikits.learn.feature_extraction.image
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: function.rst
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feature_extraction.image.img_to_graph
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feature_extraction.image.grid_to_graph
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From text
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-------------
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.. automodule:: scikits.learn.feature_extraction.text
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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feature_extraction.text.RomanPreprocessor
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feature_extraction.text.WordNGramAnalyzer
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feature_extraction.text.CharNGramAnalyzer
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feature_extraction.text.CountVectorizer
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feature_extraction.text.TfidfTransformer
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feature_extraction.text.Vectorizer
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Pipeline
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========
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.. automodule:: scikits.learn.pipeline
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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pipeline.Pipeline
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Partial Least Squares
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=====================
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.. automodule:: scikits.learn.pls
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:no-members:
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:no-inherited-members:
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.. currentmodule:: scikits.learn
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.. autosummary::
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:toctree: generated/
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:template: class.rst
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pls.PLSRegression
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pls.PLSCanonical
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pls.CCA
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pls.PLSSVD
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