During a recent debug session with @TomAugspurger we thought that dask-ml could take advantage of data which was pre-scattered:

client.scatter(data, broadcast=True)

Current understanding is that dask-ml will not take advantage of pre-scatter data as the call to KFold will chop up data and not see the cached data on the workers.