Update README.md

README.md

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 # In this classroom organization we are covering these topics:  
 1. **AI Pair Programming** in the service of **Health Care Delivery**, **Learning** and **Teaching** of **Organizational Intelligence** 
 2. **Spaces and ML Techniques** using **MoE, MAS, Self Reward, GPT, Llama, Mistral, Stable Diffusion, Models, Datasets, Spaces, HTML5, Torch, Transformers, NLTK**
-
-# 100x Speed of Learning and Teaching AI using YouTube Playlists
+3. **100x Your Speed of Learning** and Teaching AI using creation and curation of YouTube Playlists
 4. **YouTube Video Playlists on SOTA in AI** are one of the best ways to **grok and learn** all about cutting edge **AI techniques** ensuring your exposure to 'zero day' drops and releases of papers, datasets, models, and spaces.
-5. These videos openly share knowledge on effective AI patterns for problem solving in a variety of fields.
-6. The curated YouTube Play Lists below represent the best AI related developments I have found over the past year in LLM technology, Models, ML training, AI context with text and datasets, Cognitive AI & Azure integration patterns.
-
-# 2024 Favorite AI Teachers - Most Relevant Topics This Month:
-1. Playlist: https://www.youtube.com/watch?v=vKMvQqw91n4&list=PLHgX2IExbFovOnNLCnbE2-RE6cFSrC_4D
-2. MoE - Mixture of Experts - Show MTBench with 8 MoE Roles - https://huggingface.co/spaces/awacke1/MTBenchmarkForChatGPTMetricsScoring
-3. MultiAgent Systems - Use and AI Pipeline with multiple different context inputs / prompts, AI models, modalities:  https://huggingface.co/SantaAndTheToyFactory
-4. Self Rewarding AI - Community writeup on https://huggingface.co/spaces/awacke1/acw-dr-llama-7b-chat and output https://huggingface.co/spaces/awacke1/WBCs
-5. Discuss Results:  **Mistral**  **Llama**  **ChatGPT** and **Community** https://chat.openai.com/c/2172d0c3-a887-4c88-8b6c-c4986ff84da5  https://huggingface.co/spaces/awacke1/WBCs
+5. These videos openly share knowledge on **Effective General AI** patterns for problem solving in a variety of fields.
+6. The curated YouTube Play Lists represent best AI related developments I have found over the past year in **LLM Models, ML training, AI context text datasets, Cognitive AI & Azure** integration patterns.
 
 # Lesson 1 - First three programs in record time..
 1. For the **start of this classroom** we will cover how to gain instant experience creating your first 3 Huggingface Spaces.
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 3. ![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/9fWHNpjAQgPQke6pfJu4X.png)
 
 
-# Lesson 2 - More advanced techniques and AI Pair Programming
+# Lesson 2 - 2024 Favorite AI Teachers - Most Relevant Topics This Month:
+1. Playlist: https://www.youtube.com/watch?v=vKMvQqw91n4&list=PLHgX2IExbFovOnNLCnbE2-RE6cFSrC_4D
+2. **MoE** - Mixture of Experts - Show MTBench with 8 MoE Roles - https://huggingface.co/spaces/awacke1/MTBenchmarkForChatGPTMetricsScoring
+3. **MultiAgent Systems** - Use and AI Pipeline with multiple different context inputs / prompts, AI models, modalities:  https://huggingface.co/SantaAndTheToyFactory
+4. **Self Rewarding AI** - Community writeup on https://huggingface.co/spaces/awacke1/acw-dr-llama-7b-chat and output https://huggingface.co/spaces/awacke1/WBCs
+5. Discuss Results:  **Mistral**  **Llama**  **ChatGPT** and **Community** https://chat.openai.com/c/2172d0c3-a887-4c88-8b6c-c4986ff84da5  https://huggingface.co/spaces/awacke1/WBCs
+
 
-1. For AI Pair Programming you will need to open two browser windows arranged side by side..
+# Lesson 3 - More advanced techniques and AI Pair Programming
+1. For **AI Pair Programming** you will need to open two browser windows arranged side by side..
 2. On **Left** hand side have your **Inputs** browser which will be the source of code generation and code dataset context examples.
 3. On **Right** hand side have your **Outputs** browser which will be where you create and modify your output programs.
 4. One at a time as we demonstrate these, check for models, review files tab, inspect README.md, and Duplicate to make changes in your account.
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 9. 9🎵MusicHub🌐StreamZone📘Socialify👥 - https://huggingface.co/spaces/awacke1/MusicGenStreamFacebook
 10. 10 Mixture of Experts Org Sim, MTBench - https://huggingface.co/spaces/awacke1/MixtureOfMedicalExperts
 
-# Additional Examples for 1/23
-1. Disability Assistance: Gesture Recognition for Communicating with your hands:
-  - 😊MediaPipe🤸‍♂️🕺 - https://developers.google.com/mediapipe/solutions/vision/gesture_recognizer#models
-  - 😊MediaPipe🤸‍♂️🕺 - https://mediapipe-studio.webapps.google.com/studio/demo/gesture_recognizer
-    
-2. Multi-Agent Systems - Group Exercise to Create Prompt Profile Text Files for MSA
-  - Community Tutorial - Comments
-  - https://huggingface.co/spaces/awacke1/User-Profile-Management
-  - https://huggingface.co/spaces/awacke1/RT-SMS-Phone-Verify
-  - https://huggingface.co/spaces/awacke1/PromptChordSheet
-   
-
 # Techniques by Example:
-
 1. Llama, Whisper, Inference Endpoints, AI UI UX:  https://huggingface.co/spaces/awacke1/acw-dr-llama-7b-chat
 2. Medical Speech Synthesis, Medical Licensing Exam Datasets, Medical Learning and Testing:  https://huggingface.co/spaces/awacke1/MedSpeech
 3. MediaPipe, Real Time Video AI, Javascript and Node.JS:  https://huggingface.co/spaces/awacke1/RealTime-MediaPipe-AI-From-Video-On-Any-Device
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 7. Web Datasets, Building an Intelligence Dataset Repository, Using Vector Databases and FAISS in AI Pipelines to Answer Questions Using Documents.  : https://huggingface.co/spaces/awacke1/WebDatasets
   - https://huggingface.co/spaces/awacke1/Streamlit-Google-Maps-Minnesota
 
+# Additional Examples for 1/23
+1. Disability Assistance Demonstrations: Gesture Recognition for Communicating with your hands:
+  - 😊MediaPipe🤸‍♂️🕺 - https://developers.google.com/mediapipe/solutions/vision/gesture_recognizer#models
+  - 😊MediaPipe🤸‍♂️🕺 - https://mediapipe-studio.webapps.google.com/studio/demo/gesture_recognizer
+    
+2. Multi-Agent Systems - Group Exercise to Create Prompt Profile Text Files for MSA
+  - Community Tutorial - Comments - add as we go - try an image upload too with copy/paste to share screenshots:  https://huggingface.co/spaces/awacke1/acw-dr-llama-7b-chat
+  - Show Inference Endpoints and how to create from model page:
+  - ![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/fqA2eZqRwbYX2jwSDjBr5.png)
+  - Demo AI Pair Programming to refactor and demo these:
+  - https://huggingface.co/spaces/awacke1/User-Profile-Management
+  - https://huggingface.co/spaces/awacke1/RT-SMS-Phone-Verify
+  - https://huggingface.co/spaces/awacke1/PromptChordSheet
+   
 ---
 
 ## Spotlight on New GenAI, New Techniques and New Models: 
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 18. City, State - Latitude and Longitude Search (try Mound, MN):  https://huggingface.co/spaces/awacke1/Google-Maps-Web-Service-Py  
 
 # AI in Healthcare: Revolutionize Access to Care 🌟
+(Sample article for Writing Demo)
 
 ## Introduction 🌐
 Artificial Intelligence (AI) can be a beacon of hope in transforming healthcare, offering **equal access to quality care for all**.