Have a look at `sklearn.linear_model.SGDClassifier` that supports a
partial_fit method in master that you can call several times with
slices of data.

BTW: what is the structure of you data in PyTables? Is is mapped to a
scipy.sparse Compressed Sparse Row datastructure? How many features do
you have in your dataset?

-- 
Olivier

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