acrolinx fixes

Author: jboback

articles/ai-services/language-service/tutorials/prompt-flow.md

@@ -15,7 +15,7 @@ ms.date: 07/09/2024
 
 [Prompt flow in Azure AI Studio](../../../ai-studio/how-to/prompt-flow.md) is a development tool designed to streamline the entire development cycle of AI applications powered by Large Language Models (LLMs). You can explore and quickly start to use and fine-tune various natural language processing capabilities from Azure AI Language, reducing your time to value and deploying solutions with reliable evaluation.
 
-This tutorial will teach you how to use Language in prompt flow utilizing [Azure AI Studio](https://ai.azure.com).                            |
+This tutorial teaches you how to use Language in prompt flow utilizing [Azure AI Studio](https://ai.azure.com).                            |
 
 ## Prerequisites
 
@@ -39,7 +39,7 @@ Your project is used to organize your work and save state.
 
 ## Using Azure AI Language via the prompt flow gallery
 
-You can create a Azure AI Language flow by either cloning the samples available in the gallery or creating a flow from scratch. If you already have flow files in local or file share, you can also import the files to create a flow. For the purposes of this tuturial we'll be using the prebuilt **Analyze Conversations** flow.
+You can create an Azure AI Language flow by either cloning the samples available in the gallery or creating a flow from scratch. If you already have flow files in local or file share, you can also import the files to create a flow. For the purposes of this tutorial we'll be using the prebuilt **Analyze Conversations** flow.
 
 To create a prompt flow from the gallery in Azure AI Studio:
 
@@ -53,13 +53,13 @@ To create a prompt flow from the gallery in Azure AI Studio:
 
 1. In the right sidebar, name the folder and click the **Clone** button.
 
-1. After the process is complete, you will be taken to the prompt flow wizard. Click **Start Compute Session** in the upper right hand corner to begin. The various parts of the wizard are out lined below:
+1. After the process is complete, you'll be taken to the prompt flow wizard. Click **Start Compute Session** in the upper right hand corner to begin. The various parts of the wizard are out lined below:
 
     :::image type="content" source="../media/prompt-flow/prompt-flow-wizard.png" alt-text="Screenshot of the prompt flow wizard page with each part of the tool numbered." lightbox="../media/prompt-flow/prompt-flow-wizard.png":::
 
     1. A graph view of your flow.
     1. Files in your flow. Click the arrow to expand this section.
-    1. Azure AI Language tools in the “More tools” dropdown menu, which you can add capabilities that you need for your flow. There are more tools that you can add from LLM, Prompt, and Python menu. This menu is only accessible after the compute session has started.
+    1. Azure AI Language tools in the "More tools" dropdown menu, which you can add capabilities that you need for your flow. There are more tools that you can add from LLM, Prompt, and Python menu. This menu is only accessible after the compute session has started.
     1. Configure your output.
     1. Configure steps (or tools) in the flow.
     1. Run, evaluate, and deploy your flow.