Revisit how to handle bottleneck/array API implelementation

[mwcraig]

The question was raised in this comment as to whether bottleneck should be used in place of whatever array library the user has opted into. Current leaning is to use bottleneck only as a last resort unless the array library is numpy or unspecified.