diff --git a/how-to-use-azureml/explain-model/tabular-data/advanced-feature-transformations-explain-local.ipynb b/how-to-use-azureml/explain-model/tabular-data/advanced-feature-transformations-explain-local.ipynb
index 441671c9..aa0e06c9 100644
--- a/how-to-use-azureml/explain-model/tabular-data/advanced-feature-transformations-explain-local.ipynb
+++ b/how-to-use-azureml/explain-model/tabular-data/advanced-feature-transformations-explain-local.ipynb
@@ -50,7 +50,7 @@
         "\n",
         "We will showcase raw feature transformations with three tabular data explainers: TabularExplainer (SHAP), MimicExplainer (global surrogate), and PFIExplainer.\n",
         "\n",
-        "| ![Interpretability Toolkit Architecture](img/interpretability-architecture.PNG) |\n",
+        "| ![Interpretability Toolkit Architecture](./img/interpretability-architecture.png) |\n",
         "|:--:|\n",
         "| *Interpretability Toolkit Architecture* |\n",
         "\n",