chore(egen) : Adds the note to the deprecation of notebook and performs linter test (#3189)

* chore(egen):Added the details of the deprecation of the notebook and performed linter test

* chore(egen):changed the title of the link in the deprecated note

---------

Co-authored-by: sriramya2610 <sriramya.peddapally@egen.ai>

notebooks/official/migration/sdk-automl-text-classification-batch-prediction.ipynb

@@ -23,6 +23,16 @@
         "# limitations under the License."
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "90a6064798e9"
+      },
+      "source": [
+        "Starting on September 15, 2024, you can only customize classification, entity extraction, and sentiment analysis models by moving to Vertex AI Gemini prompts and tuning. Training or updating models for Vertex AI AutoML for Text classification, entity extraction, and sentiment analysis objectives will no longer be available. You can continue using existing Vertex AI AutoML Text objectives until June 15, 2025. For more information about how Gemini offers enhanced user experience through improved prompting capabilities, see \n",
+        "[Introduction to tuning](https://cloud.google.com/vertex-ai/generative-ai/docs/models/tune-gemini-overview)"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {