Update README.md

README.md

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 Welcome - This classroom organization holds examples and links for this session.
-Begin by adding a bookmark.  At the end there are eight examples we will review together:
-
-## Easy Examples:
-1. Exercises - Create These Spaces in Your Account and Test / Modify
-2. FastSpeech - https://huggingface.co/spaces/AIZero2HeroBootcamp/FastSpeech2LinerGradioApp
-3. Memory - https://huggingface.co/spaces/AIZero2HeroBootcamp/Memory
-4. StaticHTML5PlayCanvas - https://huggingface.co/spaces/AIZero2HeroBootcamp/StaticHTML5Playcanvas
-5. 3DHuman - https://huggingface.co/spaces/AIZero2HeroBootcamp/3DHuman
-6. TranscriptAILearnerFromYoutube - https://huggingface.co/spaces/AIZero2HeroBootcamp/TranscriptAILearnerFromYoutube
-7. AnimatedGifGallery - https://huggingface.co/spaces/AIZero2HeroBootcamp/AnimatedGifGallery
-8. VideoToAnimatedGif - https://huggingface.co/spaces/AIZero2HeroBootcamp/VideoToAnimatedGif
+Begin by adding a bookmark.  
+
+# Examples and Exercises - Create These Spaces in Your Account and Test / Modify
+
+## Easy Examples
+1. FastSpeech - https://huggingface.co/spaces/AIZero2HeroBootcamp/FastSpeech2LinerGradioApp
+2. Memory - https://huggingface.co/spaces/AIZero2HeroBootcamp/Memory
+3. StaticHTML5PlayCanvas - https://huggingface.co/spaces/AIZero2HeroBootcamp/StaticHTML5Playcanvas
+4. 3DHuman - https://huggingface.co/spaces/AIZero2HeroBootcamp/3DHuman
+5. TranscriptAILearnerFromYoutube - https://huggingface.co/spaces/AIZero2HeroBootcamp/TranscriptAILearnerFromYoutube
+6. AnimatedGifGallery - https://huggingface.co/spaces/AIZero2HeroBootcamp/AnimatedGifGallery
+7. VideoToAnimatedGif - https://huggingface.co/spaces/AIZero2HeroBootcamp/VideoToAnimatedGif
 
 ## Hard Examples:
-9. ChatGPTandLangChain - https://huggingface.co/spaces/AIZero2HeroBootcamp/ChatGPTandLangchain
-10. MultiPDFQAChatGPTLangchain - https://huggingface.co/spaces/AIZero2HeroBootcamp/MultiPDF-QA-ChatGPT-Langchain
+8. ChatGPTandLangChain - https://huggingface.co/spaces/AIZero2HeroBootcamp/ChatGPTandLangchain
+    a. Keys:  https://platform.openai.com/account/api-keys
+9. MultiPDFQAChatGPTLangchain - https://huggingface.co/spaces/AIZero2HeroBootcamp/MultiPDF-QA-ChatGPT-Langchain
 
 
-# 👋 Two easy ways to turbo boost your AI learning journey! 💻
+# 👋 Two easy ways to turbo boost your AI learning journey - Lets go 100X! 💻
 
 # 🌐 AI Pair Programming with GPT
 ### Open 2 Browsers to:
@@ -33,7 +35,7 @@ Begin by adding a bookmark.  At the end there are eight examples we will review
 1. 🤖 Use prompts to generate a streamlit program on Huggingface or locally to test it.
 2. 🔧 For advanced work, add Python 3.10 and VSCode locally, and debug as gradio or streamlit apps.
 3. 🚀 Use these two superpower processes to reduce the time it takes you to make a new AI program! ⏱️
-Keys:  https://platform.openai.com/account/api-keys
+
 
 
 # 🎥 YouTube University Method: