diff --git a/docs/source/whatsnew/0.8.5.txt b/docs/source/whatsnew/0.8.5.txt
index f1add731..9257ffbe 100644
--- a/docs/source/whatsnew/0.8.5.txt
+++ b/docs/source/whatsnew/0.8.5.txt
@@ -32,6 +32,13 @@ Enhancements
   factors use the new ``CashBuybackAuthorizations`` and
   ``ShareBuybackAuthorizations`` datasets, respectively. (:issue:`1022`).
 
+* Added factor normalization methods:
+  :meth:`zipline.pipeline.Factor.demean` and
+  :meth:`zipline.pipeline.Factor.zscore`. (:issue:`1046`)
+
+* Implemented :class:`zipline.pipeline.Classifier`, a new core pipeline API
+  term representing grouping keys.  Classifiers are primarily used by passing
+  them as the ``groupby`` parameter to factor normalization methods.
 
 Experimental Features
 ~~~~~~~~~~~~~~~~~~~~~