diff --git a/sagemaker-inference-recommender/inference-recommender.ipynb b/sagemaker-inference-recommender/inference-recommender.ipynb
index 9ad1914ecf..7c25789e8e 100644
--- a/sagemaker-inference-recommender/inference-recommender.ipynb
+++ b/sagemaker-inference-recommender/inference-recommender.ipynb
@@ -420,11 +420,11 @@
     "import uuid\n",
     "from sagemaker import get_execution_role\n",
     "\n",
-    "client = boto3.client(\"sagemaker\", region)\n",
+    "inference_client = boto3.client(\"sagemaker\", region)\n",
     "\n",
     "role = get_execution_role()\n",
     "default_job = uuid.uuid1()\n",
-    "default_response = client.create_inference_recommendations_job(\n",
+    "default_response = inference_client.create_inference_recommendations_job(\n",
     "    JobName=str(default_job),\n",
     "    JobDescription=\"Job Description\",\n",
     "    JobType=\"Default\",\n",
@@ -460,11 +460,11 @@
     "import pprint\n",
     "import pandas as pd\n",
     "\n",
-    "client = boto3.client(\"sagemaker\", region)\n",
+    "inference_client = boto3.client(\"sagemaker\", region)\n",
     "\n",
     "stopped = False\n",
     "while not stopped:\n",
-    "    inference_recommender_job = client.describe_inference_recommendations_job(\n",
+    "    inference_recommender_job = inference_client.describe_inference_recommendations_job(\n",
     "        JobName=str(default_job)\n",
     "    )\n",
     "    if inference_recommender_job[\"Status\"] in [\"COMPLETED\", \"STOPPED\", \"FAILED\"]:\n",
@@ -525,11 +525,11 @@
     "import boto3\n",
     "import uuid\n",
     "\n",
-    "client = boto3.client(\"sagemaker\", region)\n",
+    "inference_client = boto3.client(\"sagemaker\", region)\n",
     "\n",
     "role = get_execution_role()\n",
     "advanced_job = uuid.uuid1()\n",
-    "advanced_response = client.create_inference_recommendations_job(\n",
+    "advanced_response = inference_client.create_inference_recommendations_job(\n",
     "    JobName=str(advanced_job),\n",
     "    JobDescription=\"JobDescription\",\n",
     "    JobType=\"Advanced\",\n",
@@ -586,11 +586,11 @@
     "import pprint\n",
     "import pandas as pd\n",
     "\n",
-    "client = boto3.client(\"sagemaker\", region)\n",
+    "inference_client = boto3.client(\"sagemaker\", region)\n",
     "\n",
     "stopped = False\n",
     "while not stopped:\n",
-    "    inference_recommender_job = client.describe_inference_recommendations_job(\n",
+    "    inference_recommender_job = inference_client.describe_inference_recommendations_job(\n",
     "        JobName=str(advanced_job)\n",
     "    )\n",
     "    if inference_recommender_job[\"Status\"] in [\"COMPLETED\", \"STOPPED\", \"FAILED\"]:\n",