PR comments

Author: Amnah199

tutorials/28_Structured_Output_With_OpenAI.ipynb

@@ -8,7 +8,7 @@
    "source": [
     "# Tutorial: Generating Structured Output with OpenAIChatGenerator\n",
     "\n",
-    "- **Level**: Intermediate\n",
+    "- **Level**: Beginner\n",
     "- **Time to complete**: 15 minutes\n",
     "- **Prerequisites**: You must have an API key from an active OpenAI account as this tutorial is using the gpt-4o-mini model by OpenAI.\n",
     "- **Components Used**: `ChatPromptBuilder`, `OpenAIChatGenerator`, `OpenAIResponsesChatGenerator`\n",
@@ -20,31 +20,6 @@
     "Note: Only latest model starting with `gpt-4o-mini` can be used for this feature.\n"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "jmiAHh1oGsKI"
-   },
-   "source": [
-    "## Preparing the Colab Environment\n",
-    "\n",
-    "Enable the debug mode of logging:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "id": "Vor9IHuNRvEh"
-   },
-   "outputs": [],
-   "source": [
-    "import logging\n",
-    "\n",
-    "logging.basicConfig()\n",
-    "logging.getLogger(\"canals.pipeline.pipeline\").setLevel(logging.DEBUG)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -125,7 +100,7 @@
     "id": "Cmjfa8CiCeFl"
    },
    "source": [
-    "## Structured outputs in OpenAIChatGenerator\n",
+    "## Structured Outputs with `OpenAIChatGenerator`\n",
     "\n",
     "### Using Pydantic Models\n",
     "First, we'll see how to pass Pydantic model to `OpenAIChatGenerator`. For this purpose, we define two [Pydantic models](https://docs.pydantic.dev/1.10/usage/models/), `City` and `CitiesData`. These models specify the fields and types that represent the data structure we want."
@@ -441,7 +416,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Structured outputs in OpenAIResponsesChatGenerator\n",
+    "## Structured Outputs with `OpenAIResponsesChatGenerator`\n",
     "\n",
     "### Using Pydantic Models\n",
     "We'll use the models City and CitiesData defined above. \n",