diff --git a/website/docs/usage/training.jade b/website/docs/usage/training.jade
index 98afef36b..6963730ab 100644
--- a/website/docs/usage/training.jade
+++ b/website/docs/usage/training.jade
@@ -13,14 +13,17 @@ p
 
 +code.
     from spacy.vocab import Vocab
-    from spacy.pipeline import Tagger
+    from spacy.tagger import Tagger
     from spacy.tokens import Doc
+    from spacy.gold import GoldParse
+
 
     vocab = Vocab(tag_map={'N': {'pos': 'NOUN'}, 'V': {'pos': 'VERB'}})
     tagger = Tagger(vocab)
 
     doc = Doc(vocab, words=['I', 'like', 'stuff'])
-    tagger.update(doc, ['N', 'V', 'N'])
+    gold = GoldParse(doc, tags=['N', 'V', 'N'])
+    tagger.update(doc, gold)
 
     tagger.model.end_training()