Add more contextual information to Jupyter notebooks

notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb

@@ -4,16 +4,18 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Sentiment Analysis of Financial Data Using a Large Language Model (LLM)\n",
+    "# Sentiment analysis of financial data using a large language model (LLM)\n",
     "\n",
-    "This notebook guides model developers through the process of using a large language model (LLM) specialized in sentiment analysis for financial news. It shows you how to set up the ValidMind Developer Framework, initializes the client library, and uses a specific prompt template for analyzing the sentiment of sentences in a dataset. The notebook also includes example data to test the model's ability to correctly identify sentiment as positive, negative, or neutral.\n"
+    "Document a large language model (LLM) specialized in sentiment analysis for financial news using the ValidMind Developer Framework. \n",
+    "\n",
+    "This interactive notebook shows you how to set up the ValidMind Developer Framework, initializes the client library, and uses a specific prompt template for analyzing the sentiment of sentences in a dataset. The notebook also includes example data to test the model's ability to correctly identify sentiment as positive, negative, or neutral.\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## ValidMind at a glance\n",
+    "## About ValidMind\n",
     "\n",
     "ValidMind's platform enables organizations to identify, document, and manage model risks for all types of models, including AI/ML models, LLMs, and statistical models. As a model developer, you use the ValidMind Developer Framework to automate documentation and validation tests, and then use the ValidMind AI Risk Platform UI to collaborate on documentation projects. Together, these products simplify model risk management, facilitate compliance with regulations and institutional standards, and enhance collaboration between yourself and model validators.\n",
     "\n",
@@ -35,7 +37,7 @@
     "\n",
     "For access to all features available in this notebook, create a free ValidMind account.\n",
     "\n",
-    "Signing up is FREE — [**Sign up now**](https://app.prod.validmind.ai)\n",
+    "Signing up is FREE — [**Sign up now!**](https://app.prod.validmind.ai)\n",
     ":::\n",
     "\n",
     "This notebook requires an OpenAI API secret key to run. If you don't have one, visit [API keys](https://platform.openai.com/account/api-keys) on OpenAI's site to create a new key for yourself. Note that API usage charges may apply.\n",
@@ -302,15 +304,15 @@
    "source": [
     "## Next steps\n",
     "\n",
-    "You can look at the results of this test suite right in the notebook where you ran the code, as you would expect. But there is a better way: view the prompt validation test results as part of your model documentation right in the ValidMind Platform UI:\n",
+    "You can look at the results of this test suite right in the notebook where you ran the code, as you would expect. But there is a better way: view the prompt validation test results as part of your model documentation in the ValidMind Platform UI:\n",
     "\n",
     "1. In the [Platform UI](https://app.prod.validmind.ai), go to the **Documentation** page for the model you registered earlier.\n",
     "\n",
     "2. Expand **2. Data Preparation** or **3. Model Development** to review all test results.\n",
     "\n",
     "What you can see now is a more easily consumable version of the prompt validation testing you just performed, along with other parts of your model documentation that still need to be completed.\n",
     "\n",
-    "If you want to learn more about where you are in the model documentation process, take a look at [How do I use the framework?](https://docs.validmind.ai/guide/get-started-developer-framework.html#how-do-i-use-the-framework).\n"
+    "If you want to learn more about where you are in the model documentation process, take a look at [Get started with the ValidMind Developer Framework](https://docs.validmind.ai/guide/get-started-developer-framework.html).\n"
    ]
   }
  ],