Algorithms | SKLearner

Helpful examples of using machine learning algorithms in scikit-learn.

Examples	Tags
Scikit-Learn "BaggingClassifier" versus "RandomForestClassifier"	Comparison Algorithms Ensemble Bagging
Scikit-Learn "BaggingRegressor" versus "RandomForestRegressor"	Comparison Algorithms Ensemble Bagging
Scikit-Learn "CategoricalNB" versus "MultinomialNB"	Comparison Algorithms Naive Bayes
Scikit-Learn "ElasticNet" versus "ElasticNetCV"	Comparison Algorithms Linear Elastic Net
Scikit-Learn "ExtraTreesClassifier" versus "RandomForestClassifier"	Comparison Algorithms Ensemble Extra Tress
Scikit-Learn "ExtraTreesRegressor" versus "RandomForestRegressor"	Comparison Algorithms Ensemble Extra Tress
Scikit-Learn "GradientBoostingClassifier" versus "HistGradientBoostingClassifier"	Comparison Algorithms Ensemble Gradient Boosting
Scikit-Learn "GradientBoostingRegressor" versus "HistGradientBoostingRegressor"	Comparison Algorithms Ensemble Gradient Boosting
Scikit-Learn "KNeighborsClassifier" versus "KNeighborsRegressor"	Comparison Algorithms KNN
Scikit-Learn "Lars" versus "LarsCV"	Comparison Algorithms Linear
Scikit-Learn "Lasso" versus "LassoCV"	Comparison Algorithms Linear Lasso
Scikit-Learn "LassoLars" versus "LassoLarsCV"	Comparison Algorithms Linear Lasso
Scikit-Learn "LinearSVC" versus "SVC"	Comparison Algorithms SVM
Scikit-Learn "LinearSVR" versus "SVR"	Comparison Algorithms SVM
Scikit-Learn "LogisticRegression" versus "LogisticRegressionCV"	Comparison Algorithms Linear
Scikit-Learn "MultiTaskElasticNet" versus "MultiTaskElasticNetCV"	Comparison Algorithms Linear Multi-Output Elastic Net
Scikit-Learn "MultiTaskLasso" versus "MultiTaskLassoCV"	Comparison Algorithms Linear Multi-Output
Scikit-Learn "OneVsOneClassifier" versus "OneVsRestClassifier"	Comparison Algorithms Multi-Label
Scikit-Learn "OrthogonalMatchingPursuit" versus "OrthogonalMatchingPursuitCV"	Comparison Algorithms Linear
Scikit-Learn "Ridge" versus "RidgeCV"	Comparison Algorithms Linear Ridge
Scikit-Learn "RidgeClassifier" versus "RidgeClassifierCV"	Comparison Algorithms Linear Ridge
Scikit-Learn "StackingClassifier" versus "VotingClassifier"	Comparison Algorithms Ensemble Stacking Voting
Scikit-Learn "StackingRegressor" versus "VotingRegressor"	Comparison Algorithms Ensemble Stacking Voting
Scikit-Learn AdaBoostClassifier Model	Algorithms Ensemble Classification AdaBoost
Scikit-Learn AdaBoostRegressor Model	Algorithms Ensemble Regression AdaBoost
Scikit-Learn AffinityPropagation Model	Algorithms Clustering
Scikit-Learn AgglomerativeClustering Model	Algorithms Clustering
Scikit-Learn ARDRegression Model	Algorithms Linear Regression
Scikit-Learn BaggingClassifier Model	Algorithms Ensemble Classification Bagging
Scikit-Learn BaggingRegressor Model	Algorithms Ensemble Regression Bagging
Scikit-Learn BayesianGaussianMixture Model	Algorithms Mixture Model Clustering
Scikit-Learn BayesianRidge Regression Model	Algorithms Linear Regression
Scikit-Learn BernoulliNB Model	Algorithms Naive Bayes Classification
Scikit-Learn BernoulliRBM Model	Algorithms Neural Nets Dimensionality Reduction
Scikit-Learn Birch Model	Algorithms Clustering
Scikit-Learn BisectingKMeans Model	Algorithms Clustering
Scikit-Learn CalibratedClassifierCV Model	Algorithms Calibration Classification
Scikit-Learn CategoricalNB Model	Algorithms Naive Bayes Classification
Scikit-Learn ClassifierChain Model	Algorithms Multi-Output Multi-Label Classification
Scikit-Learn ComplementNB Model	Algorithms Naive Bayes Classification
Scikit-Learn DBSCAN Model	Algorithms Clustering
Scikit-Learn DecisionTreeClassifier Model	Algorithms Decision Tree Classification
Scikit-Learn DecisionTreeRegressor Model	Algorithms Decision Tree Regression
Scikit-Learn DictionaryLearning Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn ElasticNet Regression Model	Algorithms Linear Regression Elastic Net
Scikit-Learn ElasticNetCV Regression Model	Algorithms Linear Regression Elastic Net
Scikit-Learn EllipticEnvelope Model	Algorithms Covariance Outliers
Scikit-Learn ExtraTreeClassifier Model	Algorithms Decision Tree Classification
Scikit-Learn ExtraTreeRegressor Model	Algorithms Decision Tree Regression
Scikit-Learn ExtraTreesClassifier Model	Algorithms Ensemble Classification
Scikit-Learn ExtraTreesRegressor Model	Algorithms Ensemble Regression
Scikit-Learn FactorAnalysis Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn FastICA Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn FeatureAgglomeration Model	Algorithms Clustering
Scikit-Learn FixedThresholdClassifier Model	Algorithms Tuning Classification
Scikit-Learn GammaRegressor Model	Algorithms Linear Regression
Scikit-Learn GaussianMixture Model	Algorithms Mixture Model Clustering
Scikit-Learn GaussianNB Model	Algorithms Naive Bayes Classification
Scikit-Learn GaussianProcessClassifier Model	Algorithms Gaussian Process Classification
Scikit-Learn GaussianProcessRegressor Model	Algorithms Gaussian Process Regression
Scikit-Learn GradientBoostingClassifier Model	Algorithms Ensemble Classification Gradient Boosting
Scikit-Learn GradientBoostingRegressor Model	Algorithms Ensemble Regression Gradient Boosting
Scikit-Learn HDBSCAN Model	Algorithms Clustering
Scikit-Learn HistGradientBoostingClassifier Model	Algorithms Ensemble Classification Gradient Boosting
Scikit-Learn HistGradientBoostingRegressor Model	Algorithms Ensemble Regression Gradient Boosting
Scikit-Learn HuberRegressor Model	Algorithms Linear Regression Outliers
Scikit-Learn IncrementalPCA Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn IsolationForest Model	Algorithms Ensemble Anomaly Detection
Scikit-Learn Isomap Model	Algorithms Manifold Dimensionality Reduction
Scikit-Learn IsotonicRegression Model	Algorithms Regression
Scikit-Learn KernelDensity Model	Algorithms KNN Kernel
Scikit-Learn KernelPCA Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn KernelRidge Regression Model	Algorithms Kernel Regression
Scikit-Learn KMeans Model	Algorithms Clustering
Scikit-Learn KNeighborsClassifier Model	Algorithms KNN Classification
Scikit-Learn KNeighborsRegressor Model	Algorithms KNN Regression
Scikit-Learn LabelPropagation Model	Algorithms Semi-Supervised Classification
Scikit-Learn LabelSpreading Model	Algorithms Semi-Supervised Classification
Scikit-Learn Lars Regression Model	Algorithms Linear Regression
Scikit-Learn LarsCV Regression Model	Algorithms Linear Regression
Scikit-Learn Lasso Regression Model	Algorithms Linear Regression Lasso
Scikit-Learn LassoCV Regression Model	Algorithms Linear Regression Lasso
Scikit-Learn LassoLars Regression Model	Algorithms Linear Regression Lasso
Scikit-Learn LassoLarsCV Regression Model	Algorithms Linear Regression Lasso
Scikit-Learn LassoLarsIC Regression Model	Algorithms Linear Regression Lasso
Scikit-Learn LatentDirichletAllocation Model	Algorithms Decomposition Topic Modeling
Scikit-Learn LinearDiscriminantAnalysis Model	Algorithms Discriminant Analysis Classification
Scikit-Learn LinearRegression Model	Algorithms Linear Regression Linear Regression
Scikit-Learn LinearSVC Model	Algorithms SVM Classification
Scikit-Learn LinearSVR Model	Algorithms SVM Regression
Scikit-Learn LocallyLinearEmbedding Model	Algorithms Manifold Dimensionality Reduction
Scikit-Learn LocalOutlierFactor Model	Algorithms KNN Outliers
Scikit-Learn LogisticRegression Model	Algorithms Linear Classification Logistic Regression
Scikit-Learn LogisticRegressionCV Model	Algorithms Linear Classification Logistic Regression
Scikit-Learn MDS Model	Algorithms Manifold Dimensionality Reduction
Scikit-Learn MeanShift Model	Algorithms Clustering
Scikit-Learn MiniBatchDictionaryLearning Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn MiniBatchKMeans Model	Algorithms Clustering
Scikit-Learn MiniBatchNMF Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn MiniBatchSparsePCA Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn MLPClassifier Model	Algorithms Neural Nets Classification
Scikit-Learn MLPRegressor Model	Algorithms Neural Nets Regression
Scikit-Learn MultinomialNB Model	Algorithms Naive Bayes Classification
Scikit-Learn MultiOutputClassifier Model	Algorithms Multi-Output Multi-Label Classification
Scikit-Learn MultiOutputRegressor Model	Algorithms Multi-Output Regression
Scikit-Learn MultiTaskElasticNet Model	Algorithms Linear Regression Multi-Output Elastic Net
Scikit-Learn MultiTaskElasticNetCV Model	Algorithms Linear Regression Multi-Output Elastic Net
Scikit-Learn MultiTaskLasso Model	Algorithms Linear Regression Multi-Output
Scikit-Learn MultiTaskLassoCV Model	Algorithms Linear Regression Multi-Output
Scikit-Learn NearestCentroid Model	Algorithms KNN Classification
Scikit-Learn NMF Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn NuSVC Model	Algorithms SVM Classification
Scikit-Learn NuSVR Model	Algorithms SVM Regression
Scikit-Learn OneClassSVM Model	Algorithms SVM Classification Anomaly Detection
Scikit-Learn OneVsOneClassifier Model	Algorithms Multi-Class Classification
Scikit-Learn OneVsRestClassifier Model	Algorithms Multi-Class Classification
Scikit-Learn OPTICS Model	Algorithms Clustering
Scikit-Learn OrthogonalMatchingPursuit Model	Algorithms Linear Regression
Scikit-Learn OrthogonalMatchingPursuitCV Model	Algorithms Linear Regression
Scikit-Learn OutputCodeClassifier Model	Algorithms Multi-Class Classification
Scikit-Learn PassiveAggressiveClassifier Model	Algorithms Linear Classification
Scikit-Learn PassiveAggressiveRegressor Model	Algorithms Linear Regression
Scikit-Learn PCA Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn Perceptron Model	Algorithms Linear Classification
Scikit-Learn PLSRegression Model	Algorithms Cross Composition Regression
Scikit-Learn PoissonRegressor Model	Algorithms Linear Regression
Scikit-Learn QuadraticDiscriminantAnalysis Model	Algorithms Discriminant Analysis Classification
Scikit-Learn QuantileRegressor Model	Algorithms Linear Regression Outliers
Scikit-Learn RadiusNeighborsClassifier Model	Algorithms KNN Classification
Scikit-Learn RadiusNeighborsRegressor Model	Algorithms KNN Regression
Scikit-Learn RandomForestClassifier Model	Algorithms Ensemble Classification Random Forest
Scikit-Learn RandomForestRegressor Model	Algorithms Ensemble Regression Random Forest
Scikit-Learn RANSACRegressor Model	Algorithms Linear Regression Outliers
Scikit-Learn RegressorChain Model	Algorithms Multi-Output Regression
Scikit-Learn Ridge Regression Model	Algorithms Linear Regression Ridge
Scikit-Learn RidgeClassifier Model	Algorithms Linear Classification Ridge
Scikit-Learn RidgeClassifierCV Model	Algorithms Linear Classification Ridge
Scikit-Learn RidgeCV Regression Model	Algorithms Linear Regression Ridge
Scikit-Learn SelfTrainingClassifier Model	Algorithms Semi-Supervised Classification
Scikit-Learn SGDClassifier Model	Algorithms Linear Classification SGD
Scikit-Learn SGDOneClassSVM Model	Algorithms Linear Classification SVM Anomaly Detection SGD
Scikit-Learn SGDRegressor Model	Algorithms Linear Regression SGD
Scikit-Learn SparseCoder Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn SparsePCA Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn SpectralBiclustering Model	Algorithms Clustering
Scikit-Learn SpectralClustering Model	Algorithms Clustering
Scikit-Learn SpectralCoclustering Model	Algorithms Clustering
Scikit-Learn SpectralEmbedding Model	Algorithms Manifold Dimensionality Reduction
Scikit-Learn StackingClassifier Model	Algorithms Ensemble Classification Stacking
Scikit-Learn StackingRegressor Model	Algorithms Ensemble Regression Stacking
Scikit-Learn SVC Model	Algorithms SVM Classification
Scikit-Learn SVR Model	Algorithms SVM Regression
Scikit-Learn TheilSenRegressor Model	Algorithms Linear Regression Outliers
Scikit-Learn TruncatedSVD Model	Algorithms Decomposition Dimensionality Reduction
Scikit-Learn TSNE Model	Algorithms Manifold Dimensionality Reduction
Scikit-Learn TunedThresholdClassifierCV Model	Algorithms Tuning Classification
Scikit-Learn TweedieRegressor Model	Algorithms Linear Regression
Scikit-Learn VotingClassifier Model	Algorithms Ensemble Classification Voting
Scikit-Learn VotingRegressor Model	Algorithms Ensemble Regression Voting