diff --git a/app/models/setting.rb b/app/models/setting.rb
index a35d8b6c2..45de7d3ea 100644
--- a/app/models/setting.rb
+++ b/app/models/setting.rb
@@ -8,7 +8,7 @@ class Setting < ApplicationRecord
   end
 
   def type
-    if %w[feature process proposals map html homepage uploads sdg].include? prefix
+    if %w[feature process proposals map html homepage uploads sdg machine_learning].include? prefix
       prefix
     elsif %w[remote_census].include? prefix
       key.rpartition(".").first
diff --git a/spec/system/admin/settings_spec.rb b/spec/system/admin/settings_spec.rb
index d839241d4..d4af85d41 100644
--- a/spec/system/admin/settings_spec.rb
+++ b/spec/system/admin/settings_spec.rb
@@ -346,4 +346,26 @@ describe "Admin settings", :admin do
       expect(page).to have_css "h2", exact_text: "SDG configuration"
     end
   end
+
+  describe "Machine learning settings" do
+    scenario "show the machine learning feature but not its settings" do
+      Setting["feature.machine_learning"] = true
+
+      visit admin_settings_path
+
+      expect(page).not_to have_content "Machine Learning"
+      expect(page).not_to have_content "Comments Summary"
+      expect(page).not_to have_content "Related Content"
+      expect(page).not_to have_content "Tags"
+      expect(page).not_to have_css ".translation_missing"
+
+      click_link "Features"
+
+      expect(page).to have_content "Machine Learning"
+      expect(page).not_to have_content "Comments Summary"
+      expect(page).not_to have_content "Related Content"
+      expect(page).not_to have_content "Tags"
+      expect(page).not_to have_css ".translation_missing"
+    end
+  end
 end