sklearn-xarray compatability
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Description
There was a question over in https://github.com/pangeo-data/pangeo/issues/61#issuecomment-356113485 about how dask-ml works with [sklearn-xarray](https://phausamann.github.io/sklearn-xarray/)
When I first tried it out, things like `dask_ml.preprocessing.StandardScalar()` failed since we do `X.mean(0)`, instead of `X.mean(axis=0)`. I think I tried fixing that locally and a small example worked, though my memory is hazy.
I don't personally have much experience with xarray , but would certainly welcome PRs to make things work smoothly.
cc @phausamann , @gmaze
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