diff --git a/sagemaker-featurestore/feature_store_introduction.ipynb b/sagemaker-featurestore/feature_store_introduction.ipynb
index 9a47a045df..77db4bf8a2 100644
--- a/sagemaker-featurestore/feature_store_introduction.ipynb
+++ b/sagemaker-featurestore/feature_store_introduction.ipynb
@@ -24,9 +24,9 @@
     "This notebook uses both `boto3` and Python SDK libraries, and the `Python 3 (Data Science)` kernel. This notebook works with Studio, Jupyter, and JupyterLab. \n",
     "\n",
     "#### Library dependencies:\n",
-    "* sagemaker>=2.100.0\n",
-    "* NumPy\n",
-    "* pandas\n",
+    "* `sagemaker>=2.100.0`\n",
+    "* `numpy`\n",
+    "* `pandas`\n",
     "\n",
     "#### Role requirements:\n",
     "**IMPORTANT**: You must attach the following policies to your execution role:\n",
@@ -316,7 +316,7 @@
    "source": [
     "### Add metadata to a feature\n",
     "\n",
-    "We can put some searchable metadata to the features of the FeatureGroup by using the `UpdateFeatureMetadata` API. The current support metadata fields are `description` and `parameters`."
+    "We can add searchable metadata fields to FeatureGroup features by using the `UpdateFeatureMetadata` API. The currently supported metadata fields are `description` and `parameters`."
    ]
   },
   {
@@ -338,7 +338,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "To confirm that the feature has been updated with the new metadata, we use `DescribeFeatureMetadata` to display that feature."
+    "To view feature metadata, we can use `DescribeFeatureMetadata` to display that feature."
    ]
   },
   {
@@ -354,7 +354,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Feature metadata fields are searchable. We use `search` API with filters to display the specific feature."
+    "Feature metadata fields are searchable. We use `search` API to find features with metadata that matches some search criteria."
    ]
   },
   {