from sklearn.utils.validation import check_arrays
执行  from sklearn.utils.validation import check_arrays

ImportError: cannot import name 'check_arrays'

解决办法:修改为 from sklearn.utils.validation import check_array as check_arrays

因为This method was removed in 0.16, replaced by a (very different) check_array function.

或者:

You are likely getting this error because you didn't upgrade from 0.15 to 0.16 properly. [Or because you relied on a not-really-public function in sklearn]. See http://scikit-learn.org/dev/install.html#canopy-and-anaconda-for-all-supported-platforms . If you installed using anaconda / conda, you should use the conda mechanism to upgrade, not pip. Otherwise old .pyc files might remain in your folder.

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