diff --git a/website/usage/_data.json b/website/usage/_data.json
index 193787d91..f081cb9e1 100644
--- a/website/usage/_data.json
+++ b/website/usage/_data.json
@@ -148,7 +148,6 @@
             "Basics": "basics",
             "NER": "ner",
             "Tagger & Parser": "tagger-parser",
-            "Similarity": "similarity",
             "Text Classification": "textcat",
             "Tips and Advice": "tips",
             "Saving & Loading": "saving-loading"
diff --git a/website/usage/_training/_similarity.jade b/website/usage/_training/_similarity.jade
deleted file mode 100644
index eb7991c37..000000000
--- a/website/usage/_training/_similarity.jade
+++ /dev/null
@@ -1,3 +0,0 @@
-//- 💫 DOCS > USAGE > TRAINING > SIMILARITY
-
-+under-construction
diff --git a/website/usage/training.jade b/website/usage/training.jade
index ec8401fb1..c726d400f 100644
--- a/website/usage/training.jade
+++ b/website/usage/training.jade
@@ -20,10 +20,6 @@ p
     +h(2, "tagger-parser") Training the tagger and parser
     include _training/_tagger-parser
 
-+section("similarity")
-    +h(2, "similarity") Training a similarity model
-    include _training/_similarity
-
 +section("textcat")
     +h(2, "textcat") Training a text classification model
     include _training/_textcat