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@@ -19,9 +19,7 @@ By the end of the session attendees should be able to easily create new AI and N
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  A preferred platform in 2022 for open source community AI development and demonstration is "HuggingFace Spaces". HuggingFace is an open source implementation of an AI platform which supports three main SDK's used within AI which are HTML5, Gradio, and Streamlit.  
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  As a pre-requisite you will need to create an account for yourself at HuggingFace (https://huggingface.co/) then join the classroom organization called "AINLPRoundTable".  
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- You can join the org with this URL after you have an HF account: https://huggingface.co/organizations/AINLPRoundTable/share/TJZkialgoiMIcGGRSuyXOpbjILZrttMhdj
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  **Intended audience:**
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- This AI NLP round table is for anyone with basic computing skills 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 or interest of development of AI programs is recommended but not required so this audience can include people interested and new to AI.
 
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  A preferred platform in 2022 for open source community AI development and demonstration is "HuggingFace Spaces". HuggingFace is an open source implementation of an AI platform which supports three main SDK's used within AI which are HTML5, Gradio, and Streamlit.  
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  As a pre-requisite you will need to create an account for yourself at HuggingFace (https://huggingface.co/) then join the classroom organization called "AINLPRoundTable".  
 
 
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  **Intended audience:**
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+ This AI NLP round table class is for anyone with basic computing skills 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 or interest of development of AI programs is recommended but not required so this audience can include people interested and new to AI.