diff --git a/deployment/bentoml/mednist_classifier_bentoml.ipynb b/deployment/bentoml/mednist_classifier_bentoml.ipynb
index 697317669a..35ff9c0752 100644
--- a/deployment/bentoml/mednist_classifier_bentoml.ipynb
+++ b/deployment/bentoml/mednist_classifier_bentoml.ipynb
@@ -94,12 +94,6 @@
     }
    ],
    "source": [
-    "from bentoml.utils import cached_property  # noqa: F401\n",
-    "from bentoml.adapters import FileInput, JsonOutput  # noqa: F401\n",
-    "from bentoml.frameworks.pytorch import PytorchModelArtifact  # noqa: F401\n",
-    "import bentoml  # noqa: F401\n",
-    "from PIL import Image  # noqa: F401\n",
-    "from typing import BinaryIO, List  # noqa: F401\n",
     "import os\n",
     "import shutil\n",
     "import tempfile\n",