changes after reviews from Breck

Author: choudhary-shivani

guide/14-deep-learning/exploring_model_extensibility_for_named_entity_recognition.ipynb

@@ -132,7 +132,7 @@
     "\n",
     "1. **InferenceFunction**: This key specifies the name of the module that defines the NLP function.\n",
     "2. **ModelType**: This key indicates the type of task. For the **Extract Entities Using Deep Learning (GeoAI)** tool, the value will be `Transformer`.\n",
-    "3. **ArcGISLearnVersion**: This facility is introduced 2.4.0 and helps  **Extract Entities Using Deep Learning (GeoAI)** to filter the previous dlpk.\n",
+    "3. **ArcGISLearnVersion**: NLP functions are supported in `arcgis.learn` from version 2.4.0 onward. This parameter is used to exclude older `.dlpk` files that have unsupported NLP functions.\n",
     "\n",
     "Additional keys can be defined at the discretion of the model extension author. In this instance, we have included the pre-trained model name under the key **PretrainedModel**."
    ]
@@ -237,7 +237,7 @@
    "id": "1c20706a-296c-4921-8043-230cb2078f8b",
    "metadata": {},
    "source": [
-    "This function is designed to collect parameters from the user through the Extract Entities Using Deep Learning (GeoAI). For our use case, it will gather the name of the **entity** to be extracted from the input text. The default value will be a comma-separated string of the aforementioned classes."
+    "This function is designed to collect parameters from the user through Extract Entities Using Deep Learning (GeoAI). For our use case, it will gather the name of the **entity** to be extracted from the input text. The default value will be a comma-separated string of the aforementioned classes."
    ]
   },
   {