Some models have a partial_fit method for incremental and out of core learning.

See for instance the documentation of the development version (that
match version0.15.0b1 or the master branch):

http://scikit-learn.org/dev/auto_examples/applications/plot_out_of_core_classification.html

-- 
Olivier

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