8000 [MRG+1] DOC: complete list of online learners (#8152) · scikit-learn/scikit-learn@e874398 · GitHub
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GaelVaroquauxagramfort
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[MRG+1] DOC: complete list of online learners (#8152)
* DOC: complete list of online learners I have purposely left out the RBM, because it is a model that has fallen out of fashion and should probably not be used. * DOC: Add MaxAbsScaler to online learners
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doc/modules/scaling_strategies.rst

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@@ -62,16 +62,22 @@ Here is a list of incremental estimators for different tasks:
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+ :class:`sklearn.linear_model.Perceptron`
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+ :class:`sklearn.linear_model.SGDClassifier`
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+ :class:`sklearn.linear_model.PassiveAggressiveClassifier`
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+ :class:`sklearn.neural_network.MLPClassifier`
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- Regression
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+ :class:`sklearn.linear_model.SGDRegressor`
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+ :class:`sklearn.linear_model.PassiveAggressiveRegressor`
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+ :class:`sklearn.neural_network.MLPRegressor`
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- Clustering
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+ :class:`sklearn.cluster.MiniBatchKMeans`
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+ :class:`sklearn.cluster.Birch`
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- Decomposition / feature Extraction
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+ :class:`sklearn.decomposition.MiniBatchDictionaryLearning`
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+ :class:`sklearn.decomposition.IncrementalPCA`
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+ :class:`sklearn.decomposition.LatentDirichletAllocation`
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+ :class:`sklearn.cluster.MiniBatchKMeans`
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- Preprocessing
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+ :class:`sklearn.preprocessing.StandardScaler`
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+ :class:`sklearn.preprocessing.MinMaxScaler`
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+ :class:`sklearn.preprocessing.MaxAbsScaler`
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For classification, a somewhat important thing to note is that although a
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stateless feature extraction routine may be able to cope with new/unseen

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