diff --git a/07-train-pipeline.ipynb b/07-train-pipeline.ipynb
index 204883a..26457a9 100644
--- a/07-train-pipeline.ipynb
+++ b/07-train-pipeline.ipynb
@@ -9,7 +9,7 @@
     "\n",
     "When completed you should have a pipeline that looks like this:\n",
     "\n",
-    "![](img/train-pipeline.png)\n",
+    "![](img/train-pipeline-sp-e2e.png)\n",
     "\n",
     "#### Setps performed\n",
     "1. Create custom components for training and parallel vocabulary adapts\n",