rszper commented on code in PR #24437:
URL: https://github.com/apache/beam/pull/24437#discussion_r1036511603


##########
examples/notebooks/beam-ml/run_inference_pytorch.ipynb:
##########
@@ -84,6 +84,13 @@
       "metadata": {
         "id": "loxD-rOVchRn"
       },
+      "outputs": [],
+      "source": [
+        "!pip install apache_beam[gcp,dataframe] --quiet"
+      ],
+      "metadata": {
+        "id": "loxD-rOVchRn"
+      },

Review Comment:
   I think I successfully got rid of this.



##########
examples/notebooks/beam-ml/run_inference_pytorch_tensorflow_sklearn.ipynb:
##########
@@ -41,25 +36,23 @@
         "# KIND, either express or implied. See the License for the\n",
         "# specific language governing permissions and limitations\n",
         "# under the License"
-      ]
-    },
-    {
-      "cell_type": "markdown",
+      ],
       "metadata": {
+        "cellView": "form",
         "id": "faayYQYrQzY3"
-      },
-      "source": [
-        "## Use RunInference in Apache Beam"
-      ]
+            },
+      "execution_count": null,
+      "outputs": []
     },
     {
       "cell_type": "markdown",
       "metadata": {
         "id": "JjAt1GesQ9sg"
       },
       "source": [
-        "Starting with Apache Beam 2.40.0, you can use Apache Beam with the 
RunInference API to use machine learning (ML) models for local and remote 
inference with batch and streaming pipelines.\n",
-        "The RunInference API leverages Apache Beam concepts, such as the 
BatchElements transform and the Shared class, to support models in your 
pipelines that create transforms optimized for machine learning inferences.\n",
+        "# Use RunInference in Apache Beam\n",
+        "You can use Apache Beam versions 2.40.0 and later with the 
[RunInference 
API](https://beam.apache.org/releases/pydoc/current/apache_beam.ml.inference.base.html#apache_beam.ml.inference.base.RunInference)
 to use machine learning (ML) models for local and remote inference with batch 
and streaming pipelines.\n",

Review Comment:
   Updated, thanks!



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