Adding open ai file and fixing grammer

03-using-generative-ai-responsibly/README.md

@@ -4,7 +4,7 @@
 
 > _Click the image above to view video of this lesson_
 
-It's easy to be fascinated with AI and generative AI in particular, but you need to consider how you would use it responsibly. You need to consider things like how to ensure the output is fair, non-harmful and more. This chapter aims to provide you with mentioned context, what to consider, and how to take active steps to improve your AI usage.
+It's easy to be fascinated with AI and generative AI in particular, but you need to consider how you would use it responsibly. You need to consider things like how to ensure the output is fair, non-harmful and more. This chapter aims to provide you with the mentioned context, what to consider, and how to take active steps to improve your AI usage.
 
 ## Introduction
 
@@ -42,7 +42,7 @@ Hallucinations are a term used to describe when an LLM produces content that is
 
 Let's take for example we build a feature for our startup that allows students to ask historical questions to a model. A student asks the question `Who was the sole survivor of Titanic?`
 
-The model produces a response like the one below:
+The model produces a response such as the one below:
 
 ![Prompt saying "Who was the sole survivor of the Titanic"](../03-using-generative-ai-responsibly/images/ChatGPT-titanic-survivor-prompt.webp?WT.mc_id=academic-105485-koreyst)
 

11-integrating-with-function-calling/README.md

@@ -16,7 +16,7 @@ This lesson will cover:
 
 ## Learning Goals
 
-After completing this lesson you will be able to:
+By the end of this lesson, you will be able to:
 
 - Explain the purpose of using function calling.
 - Setup Function Call using the Azure OpenAI Service.
@@ -45,7 +45,7 @@ Function Calling is a feature of the Azure OpenAI Service to overcome to the fol
 
 ## Illustrating the problem through a scenario
 
-> We recommend you to use the [included notebook](/11-integrating-with-function-calling/Lesson11-FunctionCalling.ipynb) if you want to run the below scenario. You can also just read along as we're trying to illustrate a problem where functions can help to address the problem.
+> We recommend you to use the [included notebook](/11-integrating-with-function-calling/python/aoai-assignment.ipynb) if you want to run the below scenario. You can also just read along as we're trying to illustrate a problem where functions can help to address the problem.
 
 Let's look at the example that illustrates the response format problem:
 

11-integrating-with-function-calling/aoai-assignment.ipynb → 11-integrating-with-function-calling/python/aoai-assignment.ipynb

@@ -246,7 +246,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "![Function Calling Flow Diagram](./images/Function-Flow.png?WT.mc_id=academic-105485-koreyst)"
+    "![Function Calling Flow Diagram](../images/Function-Flow.png?WT.mc_id=academic-105485-koreyst)"
    ]
   },
   {
@@ -290,7 +290,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "![Flow of a Function Call](./images/LLM-Flow.png?WT.mc_id=academic-105485-koreyst)"
+    "![Flow of a Function Call](../images/LLM-Flow.png?WT.mc_id=academic-105485-koreyst)"
    ]
   },
   {