[scikit-learn] Tune parameters when I need to load data segment by segment?

[lampahome]

As title

I have one huge data to load, so I need to train it incrementally.

So I load data segment by segment and train segment by segment like:
MiniBatchKMeans.

In that condition, how to tune parameters? tune the first part of data or
every part of data?
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