6. Class reference¶
6.1. Support Vector Machines¶
svm.SVC | |
svm.LinearSVC | |
svm.NuSVC | |
svm.SVR | |
svm.NuSVR | |
svm.OneClassSVM |
6.1.1. For sparse data¶
svm.sparse.SVC | |
svm.sparse.NuSVC | |
svm.sparse.SVR | |
svm.sparse.NuSVR | |
svm.sparse.OneClassSVM | |
svm.sparse.LinearSVC |
6.2. Generalized Linear Models¶
linear_model.LinearRegression | |
linear_model.Ridge | |
linear_model.Lasso | |
linear_model.LassoCV | |
linear_model.ElasticNet | |
linear_model.ElasticNetCV | |
linear_model.LARS | |
linear_model.LassoLARS | |
linear_model.LogisticRegression | |
linear_model.SGDClassifier | |
linear_model.SGDRegressor |
linear_model.lasso_path | |
linear_model.lars_path |
6.2.1. For sparse data¶
linear_model.sparse.Lasso | |
linear_model.sparse.ElasticNet | |
linear_model.sparse.SGDClassifier | |
linear_model.sparse.SGDRegressor |
6.3. Bayesian Regression¶
linear_model.BayesianRidge | |
linear_model.ARDRegression |
6.4. Naive Bayes¶
naive_bayes.GNB |
6.5. Nearest Neighbors¶
neighbors.Neighbors | |
neighbors.NeighborsBarycenter | |
ball_tree.BallTree |
ball_tree.knn_brute |
6.6. Gaussian Mixture Models¶
mixture.GMM |
6.8. Clustering¶
cluster.KMeans | |
cluster.MeanShift | |
cluster.SpectralClustering | |
cluster.AffinityPropagation |
6.9. Covariance Estimators¶
covariance.Covariance | |
covariance.ShrunkCovariance | |
covariance.LedoitWolf |
covariance.ledoit_wolf |
6.11. Cross Validation¶
cross_val.LeaveOneOut | |
cross_val.LeavePOut | |
cross_val.KFold | |
cross_val.StratifiedKFold | |
cross_val.LeaveOneLabelOut | |
cross_val.LeavePLabelOut |
6.12. Grid Search¶
grid_search.GridSearchCV |
6.13. Feature Selection¶
feature_selection.rfe.RFE | |
feature_selection.rfe.RFECV |
6.14. Feature Extraction¶
feature_extraction.image.img_to_graph |
feature_extraction.text.RomanPreprocessor | |
feature_extraction.text.WordNGramAnalyzer | |
feature_extraction.text.CharNGramAnalyzer | |
feature_extraction.text.CountVectorizer | |
feature_extraction.text.TfidfTransformer | |
feature_extraction.text.Vectorizer |
6.14.1. For sparse data¶
feature_extraction.text.sparse.TfidfTransformer | |
feature_extraction.text.sparse.CountVectorizer | |
feature_extraction.text.sparse.Vectorizer |
6.15. Pipeline¶
pipeline.Pipeline |