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Sklearn - The headstart

Overview

Headstart

sklearn Model Registry (Tabular)

Group Category Task Learning Register Import Path
Tree Single Tree Classification Supervised sklearn.tree.DecisionTreeClassifier
Tree Single Tree Regression Supervised sklearn.tree.DecisionTreeRegressor
Tree Extra Tree Classification Supervised sklearn.tree.ExtraTreeClassifier
Tree Extra Tree Regression Supervised sklearn.tree.ExtraTreeRegressor
Ensemble Bagging Classification Supervised sklearn.ensemble.RandomForestClassifier
Ensemble Bagging Regression Supervised sklearn.ensemble.RandomForestRegressor
Ensemble Bagging Classification Supervised sklearn.ensemble.ExtraTreesClassifier
Ensemble Boosting Classification Supervised sklearn.ensemble.GradientBoostingClassifier
Ensemble Boosting Regression Supervised sklearn.ensemble.GradientBoostingRegressor
Ensemble Boosting Classification Supervised sklearn.ensemble.AdaBoostClassifier
Linear Linear Model Classification Supervised sklearn.linear_model.LogisticRegression
Linear Linear Model Regression Supervised sklearn.linear_model.LinearRegression
Linear Linear Model Classification Supervised sklearn.linear_model.SGDClassifier
SVM Kernel-based Classification Supervised sklearn.svm.SVC
SVM Kernel-based Regression Supervised sklearn.svm.SVR
Neighbors Distance-based Classification Supervised sklearn.neighbors.KNeighborsClassifier
Neighbors Distance-based Regression Supervised sklearn.neighbors.KNeighborsRegressor
Clustering Centroid-based Clustering Unsupervised sklearn.cluster.KMeans
Clustering Density-based Clustering Unsupervised sklearn.cluster.DBSCAN
Clustering Hierarchical Clustering Unsupervised sklearn.cluster.AgglomerativeClustering
Decomposition Feature Reduction Dimensionality Reduction Unsupervised sklearn.decomposition.PCA