diff --git a/source/examples/rapids-sagemaker-hpo/notebook.ipynb b/source/examples/rapids-sagemaker-hpo/notebook.ipynb
index 9ab5d7b0..c615b8c0 100644
--- a/source/examples/rapids-sagemaker-hpo/notebook.ipynb
+++ b/source/examples/rapids-sagemaker-hpo/notebook.ipynb
@@ -43,7 +43,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<img src='../../_static/images/examples/rapids-sagemaker-hpo/hpo.png'>"
+    "![](../../_static/images/examples/rapids-sagemaker-hpo/hpo.png)"
    ]
   },
   {
@@ -595,7 +595,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<img src='../../_static/images/examples/rapids-sagemaker-hpo/ml_workflow.png' width='800'> "
+    "![](../../_static/images/examples/rapids-sagemaker-hpo/ml_workflow.png) "
    ]
   },
   {
@@ -707,7 +707,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<img src='../../_static/images/examples/rapids-sagemaker-hpo/estimator.png' width='800'>"
+    "![](../../_static/images/examples/rapids-sagemaker-hpo/estimator.png)"
    ]
   },
   {
@@ -1477,7 +1477,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<img src='../../_static/images/examples/rapids-sagemaker-hpo/run_hpo.png'>"
+    "![](../../_static/images/examples/rapids-sagemaker-hpo/run_hpo.png)"
    ]
   },
   {
@@ -2186,7 +2186,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<img src='../../_static/images/examples/rapids-sagemaker-hpo/results.png' width='70%'>"
+    "![](../../_static/images/examples/rapids-sagemaker-hpo/results.png)"
    ]
   },
   {