[MRG] Correct a few small doc issues following #280 #281
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This PR corrects a few minor problems with the doc that were left out of #280
Also added a temporary fix to a spacing issue due to a compatibility problem between
rtd_theme
and the new version of sphinx (seeconf.py
for details). This fix is used in other scikit-learn-contrib packages, such as imbalanced-learn