diff --git a/guides/release/tutorial/part-2/ember-data.md b/guides/release/tutorial/part-2/ember-data.md
index a12148e1ce..05da01c8a9 100644
--- a/guides/release/tutorial/part-2/ember-data.md
+++ b/guides/release/tutorial/part-2/ember-data.md
@@ -357,6 +357,6 @@ The UI works exactly the same as before as well, just with much less code!
-
+
EmberData offers many, many features (like managing the _relationships_ between different models) and there's a lot more we can learn about it. For example, if your backend's have some inconsistencies across different endpoints, EmberData allows you to define more specific, per-model adapters and serializers too! We are just scratching the surface here. If you want to learn more about EmberData, check out [its own dedicated section](../../../models/) in the guides!
diff --git a/public/images/tutorial/part-2/ember-data/detailed@2x.png b/public/images/tutorial/part-2/ember-data/detailed@2x.png
index e992fd3a8b..ca346b760e 100644
Binary files a/public/images/tutorial/part-2/ember-data/detailed@2x.png and b/public/images/tutorial/part-2/ember-data/detailed@2x.png differ
diff --git a/public/images/tutorial/part-2/route-params/grand-old-mansion@2x.png b/public/images/tutorial/part-2/route-params/grand-old-mansion@2x.png
index f49a149e27..42ae1d93b0 100644
Binary files a/public/images/tutorial/part-2/route-params/grand-old-mansion@2x.png and b/public/images/tutorial/part-2/route-params/grand-old-mansion@2x.png differ
diff --git a/public/images/tutorial/part-2/service-injection/share-button@2x.png b/public/images/tutorial/part-2/service-injection/share-button@2x.png
index 5df7009b5f..42ae1d93b0 100644
Binary files a/public/images/tutorial/part-2/service-injection/share-button@2x.png and b/public/images/tutorial/part-2/service-injection/share-button@2x.png differ