Update README.md

README.md

@@ -35,9 +35,7 @@ By the end of this session attendees will be able to easily create new AI and NL
 
 As a pre-requisite you will need to create an account for yourself at HuggingFace (https://huggingface.co/).  Next join the classroom organization called "AINLPRoundTable".
 
-**Intended audience:**  This AI NLP round table class is for anyone with basic computing skills of all ages and backgrounds to be able to set up a space for themselves where they can create, test and demonstrate AI and NLP programs to anyone on the internet as open source.  
-
-Prior knowledge and interest of development of AI programs is recommended but not required so this audience can include people interested and new to AI.
+**Intended audience:**  This AI NLP round table class is for anyone with basic computing skills of all ages and backgrounds to be able to set up a space for themselves where they can create, test and demonstrate AI and NLP programs to anyone on the internet as open source.  Prior knowledge and interest of development of AI programs is recommended but not required so this audience can include people interested and new to AI.
 
 ** AI and NLP Products **  This classroom follows three product design tenets:
   1) Describe the **"Pain"** customer is facing with problem you plan to solve.  
@@ -54,13 +52,9 @@ Prior knowledge and interest of development of AI programs is recommended but no
 By the end of this session attendees will be able to easily create new AI and NLP demos of their own to host and share including UI, ML models, user input and interaction, dataset load, save, transform and search.  The goal is to achieve proficience in using AI and NLP software development kits and libraries by sharing in an open source environment.
 
 
-**Pre-requisites:**  The preferred platform in 2022 for open source community AI development and demonstration is "HuggingFace Spaces".  Spaces supports a model hub, an inference API, github action integration, and ability to create and freely host new programs for world wide communities.  HuggingFace is an open source implementation of an AI platform which supports three main SDK's used within AI and NLP apps which are HTML5, Gradio, and Streamlit.  
-
-As a pre-requisite you will need to create an account for yourself at HuggingFace (https://huggingface.co/).  Next join the classroom organization called "AINLPRoundTable".  
-
-**Intended audience:**  This AI NLP round table class is for anyone with basic computing skills of all ages and backgrounds to be able to set up a space for themselves where they can create, test and demonstrate AI and NLP programs to anyone on the internet as open source.  
+**Pre-requisites:**  The preferred platform in 2022 for open source community AI development and demonstration is "HuggingFace Spaces".  Spaces supports a model hub, an inference API, github action integration, and ability to create and freely host new programs for world wide communities.  HuggingFace is an open source implementation of an AI platform which supports three main SDK's used within AI and NLP apps which are HTML5, Gradio, and Streamlit.  As a pre-requisite you will need to create an account for yourself at HuggingFace (https://huggingface.co/).  Next join the classroom organization called "AINLPRoundTable".  
 
-Prior knowledge and interest of development of AI programs is recommended but not required so this audience can include people interested and new to AI.
+**Intended audience:**  This AI NLP round table class is for anyone with basic computing skills of all ages and backgrounds to be able to set up a space for themselves where they can create, test and demonstrate AI and NLP programs to anyone on the internet as open source.  Prior knowledge and interest of development of AI programs is recommended but not required so this audience can include people interested and new to AI.
 
 **Democratize AI and NLP to Give Customers Superpowers**  This classroom follows three easy to remember customer focused product design tenets:
   1) Be able to describe easily the **"Pain"** customer is facing with problem you plan to solve.