diff --git a/notebooks/official/ml_metadata/sdk-metric-parameter-tracking-for-custom-jobs.ipynb b/notebooks/official/ml_metadata/sdk-metric-parameter-tracking-for-custom-jobs.ipynb
index ff8af285b..97f9204d4 100644
--- a/notebooks/official/ml_metadata/sdk-metric-parameter-tracking-for-custom-jobs.ipynb
+++ b/notebooks/official/ml_metadata/sdk-metric-parameter-tracking-for-custom-jobs.ipynb
@@ -367,7 +367,7 @@
         "id": "f8fd397cc4f6"
       },
       "source": [
-        "# Download the Dataset to cloud storage"
+        "# Download the Dataset to Cloud Storage"
       ]
     },
     {
@@ -503,7 +503,7 @@
         "id": "k_QorXXztzPH"
       },
       "source": [
-        "Start a new experiment run to track training parameters and start the training job. Note that this operation  take around 10 mins."
+        "Start a new experiment run to track training parameters and start the training job. Note that this operation takes around 10 mins."
       ]
     },
     {
@@ -543,7 +543,7 @@
         "id": "O-uCOL3Naap4"
       },
       "source": [
-        "Next, deploy your Vertex AI Model resource to a Vertex AI Endpoint resource. This operation  take 10-20 mins."
+        "Next, deploy your Vertex AI Model resource to a Vertex AI endpoint resource. This operation takes 10-20 minutes."
       ]
     },
     {
@@ -747,7 +747,7 @@
       },
       "outputs": [],
       "source": [
-        "# Warning: Setting this to true  delete everything in your bucket\n",
+        "# Warning: Setting this to true deletes everything in your bucket\n",
         "delete_bucket = False\n",
         "\n",
         "# Delete dataset\n",