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| title: README | |
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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** | |
| 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 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. | |
| 2. Navigate to each of the three spaces below. As you find spaces you like leave a **Like**. Also leave a message in **Community** for a space. | |
| 3. Once there find the Duplicate this Space context menu shown below and duplicate it to your account by naming and committing. | |
| 4. **Share your new space URL to Chat** inviting others to test, like and share with their own changes. | |
|  | |
| 1. **HTML5** - https://huggingface.co/spaces/AI-Zero-to-Hero-Dec-2023/1-FirstHTML5Space-AIPP-AR-VR | |
| 2. **Gradio** - https://huggingface.co/spaces/AI-Zero-to-Hero-Dec-2023/02-FirstGradioSpace-Mistral | |
| 3. **Streamlit** - https://huggingface.co/spaces/AI-Zero-to-Hero-Dec-2023/03-FirstStreamlit-Transformers | |
| ### These three can be your **First AI Python Spaces**. Two are using a model called **Mistral** which was fine tuned on Instruct-GPT and uses **MoE**. | |
| 1. You can get to a model page from a space: | |
| 2. https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1 | |
| 3.  | |
| # 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 | |
| # 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. | |
| 5. If you succeed in getting it to work in your account share the URL of the completed space with the rest of the class in Chat. | |
| # Example List - Top for Health | |
| 1. 1🐪Llama🦙Whisperer - https://huggingface.co/spaces/awacke1/acw-dr-llama-7b-chat | |
| 2. 3 Spaces Together as AI Pipeline with three modalities - Image, Video, Music | |
| - RTI: 📝RT🖼️Images https://huggingface.co/spaces/awacke1/RealTimeImageGen | |
| - RTV: https://huggingface.co/spaces/awacke1/stable-video-diffusion | |
| - RTM: 🎵MusicHub🌐StreamZone📘Socialify👥 https://huggingface.co/spaces/awacke1/MusicGenStreamFacebook | |
| - Handle outputs as package - e.g. zip: https://huggingface.co/spaces/awacke1/RTZip2Video | |
| 3. 2🎓Med💡Speech - https://huggingface.co/spaces/awacke1/MedSpeech | |
| 4. 3😊MediaPipe🤸♂️🕺 - https://huggingface.co/spaces/awacke1/RealTime-MediaPipe-AI-From-Video-On-Any-Device | |
| 5. 5🧠AIHuman👕Body🩲 - https://huggingface.co/spaces/awacke1/AIHumanBody | |
| 6. 6🦆USStates🌴 - https://huggingface.co/spaces/awacke1/USStates | |
| - Google Maps, Datasets, Mental Health Provider Search with NPI Registry - https://huggingface.co/spaces/awacke1/Gradio-Maps-Latitude-Longitude | |
| 7. 7📥Web📂Datasets - https://huggingface.co/spaces/awacke1/WebDatasets | |
| 8. 8🤖Mistral🐍Coder - https://huggingface.co/spaces/awacke1/MistralCoder | |
| 9. 10 Mixture of Experts Org Sim, MTBench - https://huggingface.co/spaces/awacke1/MixtureOfMedicalExperts | |
| # Techniques - Describe Examples: | |
| 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 | |
| 4. Stable Diffusion Real Time Image Generation, Image Gallery Generation, Theme Based Prompting, Shared Memory: https://huggingface.co/spaces/awacke1/RealTimeImageGen | |
| - https://huggingface.co/spaces/awacke1/ImageObjectRecognizer | |
| 5. AI Human Body, Body and Language for Health, Traige, Trauama, Exploration of Thematic Datasets as UI: https://huggingface.co/spaces/awacke1/AIHumanBody | |
| 6. AI and The Human Brain, Map Making, Locational and Geographic Intelligence, Bias and Fairness: https://huggingface.co/spaces/awacke1/USStates | |
| 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: | |
| -  | |
| - 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: | |
| - https://huggingface.co/spaces/awacke1/MixtureOfMedicalExperts | |
| - https://huggingface.co/spaces/awacke1/MusicGenStreamFacebook | |
| - https://huggingface.co/spaces/awacke1/Mistral_Ultimate_Chords_and_Lyrics_Writer | |
| - https://huggingface.co/spaces/awacke1/MistralCoder | |
| - https://huggingface.co/spaces/awacke1/MistralAndABardGoRoleplaying | |
| ## LLM Model Deep Dive: | |
| - https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1 | |
| ## Map Techniques to Understand Organizations, States, Locations, Driving Directions, Map Making | |
| 1. US States: https://huggingface.co/spaces/awacke1/USStates | |
| 2. State of MN: https://huggingface.co/spaces/awacke1/Streamlit-Google-Maps-Minnesota | |
| 3. State of MN Med Centers: https://huggingface.co/spaces/awacke1/Minnesota-Medical-Centers-Streamlit | |
| 4. State of MA Reliant: https://huggingface.co/spaces/awacke1/Streamlit-Google-Maps-Reliant | |
| 5. State of MA Medical Centers: https://huggingface.co/spaces/awacke1/Streamlit-Google-Maps-Massachusetts | |
| 6. State of MN: Hospital Details: https://huggingface.co/spaces/awacke1/MN.Map.Hospitals.Top.Five | |
| 7. State of CA Medical Centers: https://huggingface.co/spaces/awacke1/Streamlit-Google-Maps-California | |
| 8. State of CA Hospital Details: https://huggingface.co/spaces/awacke1/California-Medical-Centers-Streamlit | |
| 9. State of CA Attractions: https://huggingface.co/spaces/awacke1/Map-California-AI | |
| 10. State of TX Medical Centers: https://huggingface.co/spaces/awacke1/Streamlit-Google-Maps-Texas | |
| 11. State of NJ Hospitals: https://huggingface.co/spaces/awacke1/VizLib-TopLargeHospitalsNewJersey | |
| 12. Iceland Myth Places and Routes: https://huggingface.co/spaces/awacke1/Maps.Markers.Honor.Iceland | |
| 13. US Corporation Map and CSV Location Data Loader: https://huggingface.co/spaces/awacke1/UnitedStatesMapAIandNLP | |
| 14. US Taxonomy Datasets: https://huggingface.co/spaces/awacke1/NPI-Provider-Map-By-Taxonomy-Search | |
| 15. NPI Registry Mental Health Provider Search and Cluster Map: https://huggingface.co/spaces/awacke1/Gradio-Maps-Latitude-Longitude | |
| 16. US City FIPS code, Location, Population: https://huggingface.co/spaces/awacke1/CityFipsLocationandPopulation | |
| 17. World Area PyDeck: https://huggingface.co/spaces/awacke1/StreamlitPydeckMapVisualViewStateForLatitudeLongitude | |
| 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**. | |
| ## AI in Healthcare: Key Areas 🚀 | |
| 1. **Telemedicine 📱** | |
| - AI-powered platforms connect patients with doctors remotely. | |
| - Ideal for rural or underserved areas. | |
| 2. **Chatbots & Virtual Assistants 🤖** | |
| - Provide knowledge, learning, advice, appointment scheduling, and facility location understanding. | |
| - Easily accessible through messaging apps and voice assistants. | |
| 3. **Predictive Analytics 🔮** | |
| - Analyze data to predict health risks. | |
| - Enable proactive care for high-risk patients. | |
| 4. **Personalized Medicine 💊** | |
| - Tailor treatments to individual genetic profiles and histories. | |
| - Lead to more effective treatments. | |
| 5. **Medical Imaging Analysis 🖼️** | |
| - AI analyzing image content like X-rays and MRIs for early and accurate diagnosis. | |
| 6. **Drug Discovery 🧪** | |
| - Accelerates the discovery of new drugs for rare diseases. | |
| 7. **Patient Engagement 🙌** | |
| - Provides personalized health information and reminders. | |
| - Encourages proactive health management. | |
| 8. **Public Health Surveillance 🌍** | |
| - Monitors public health trends to manage health crises. | |
| ## AI Products Transforming Healthcare: Top Ten in December 🎉 | |
| 1. **1🐪Llama🦙Whisperer** | |
| - [Explore Here](https://huggingface.co/spaces/awacke1/acw-dr-llama-7b-chat) | |
| - AI chatbot for medical advice and emotional support. | |
| 2. **2🎓Med💡Speech** | |
| - [Explore Here](https://huggingface.co/spaces/awacke1/MedSpeech) | |
| - Enhances medical documentation and patient interaction. | |
| 3. **3😊MediaPipe🤸♂️🕺** | |
| - [Explore Here](https://huggingface.co/spaces/awacke1/RealTime-MediaPipe-AI-From-Video-On-Any-Device) | |
| - Real-time analysis of physical movements for remote care. | |
| 4. **4📝RT🖼️Images** | |
| - [Explore Here](https://huggingface.co/spaces/awacke1/RealTimeImageGen) | |
| - Generates real-time medical images for diagnosis. | |
| 5. **5🧠AIHuman👕Body🩲** | |
| - [Explore Here](https://huggingface.co/spaces/awacke1/AIHumanBody) | |
| - Detailed human body analysis tool. | |
| 6. **6🦆USStates🌴** | |
| - [Explore Here](https://huggingface.co/spaces/awacke1/USStates) | |
| - Provides state-specific health data. | |
| 7. **7📥Web📂Datasets** | |
| - [Explore Here](https://huggingface.co/spaces/awacke1/WebDatasets) | |
| - Access to diverse healthcare datasets. | |
| 8. **8🤖Mistral🐍Coder** | |
| - [Explore Here](https://huggingface.co/spaces/awacke1/MistralCoder) | |
| - Facilitates healthcare AI development. | |
| 9. **9🎵MusicHub🌐StreamZone📘Socialify👥** | |
| - [Explore Here](https://huggingface.co/spaces/awacke1/MusicGenStreamFacebook) | |
| - Combines music therapy with social interaction. | |
| 10. **10 Mixture of Experts Org Sim, MTBench** | |
| - [Explore Here](https://huggingface.co/spaces/awacke1/MixtureOfMedicalExperts) | |
| - Simulates healthcare organizational dynamics. | |
| ## Conclusion 🎯 | |
| AI in healthcare is shaping our approach to health and wellness today. | |
| ## 36 Video Playlists on State of the Art (SOTA) AI Methods, Techniques, and Software Libraries | |
| 1. 2024 AI Current Events - https://www.youtube.com/playlist?list=PLHgX2IExbFosNT2xm9HI15ay7TV_g1j88 | |
| 2. 2023 AGI, GAI, Super Intelligence, Organizational AI, Graph Nets and AI Multimodal Pipelines - https://www.youtube.com/playlist?list=PLHgX2IExbFosuSvLxesS16a5cRbzqceCY | |
| 3. AI Azure Cosmos DB Azure Blob Storage Azure Container Registry Azure Container Apps - https://www.youtube.com/playlist?list=PLHgX2IExbFos07Jf1iT2gg94A2IArbmLC | |
| 4. AR Glasses and Smart Glasses - https://www.youtube.com/playlist?list=PLHgX2IExbFoucnmRext9KNH1jsKTURl4w | |
| 5. Multiagent systems, AI Agents AI Pipelines like ChatDev and AutoGen - https://www.youtube.com/playlist?list=PLHgX2IExbFovL8XZF5Zu-VH9gU2YhnBFc | |
| 6. School of AI - Favorite Teachers - https://www.youtube.com/playlist?list=PLHgX2IExbFot_VUzRyr3Y70ApBNIPmU7U | |
| 7. Streamlit Maps Geospatial and Folium - https://www.youtube.com/playlist?list=PLHgX2IExbFovf9Y1AmsG2p0ehwR30_FDW | |
| 8. MS AI AutoGen, Azure, and LLM with Multiple Role and Context Memory Agents - https://www.youtube.com/playlist?list=PLHgX2IExbFot6rLRWrl8QEEFlkrEoUEek | |
| 9. Azure AI Studio Prompt Flow for Adding Real Time Knowledge Context Authoring - https://www.youtube.com/playlist?list=PLHgX2IExbFot1nzSmFSRHAsKJNRzZUKDh | |
| 10. Llama for Health Care AI Chatbots for Medical Knowledge - https://www.youtube.com/playlist?list=PLHgX2IExbFosl9T8W48aw1j5ylx087cOg | |
| 11. Specialist Referral Documentation - https://www.youtube.com/playlist?list=PLHgX2IExbFosDe_coCqI641ecD7AoiGes | |
| 12. Medical Writing 2023 - https://www.youtube.com/playlist?list=PLHgX2IExbFouBNqrYsadnIyn6813XkpXt | |
| 13. KD, LATM, CoT - Knowledge Distillation, Tool Making, Chain of Thought - https://www.youtube.com/playlist?list=PLHgX2IExbFotFhhDJJwYbqzvksB7Et1hj | |
| 14. MoE - Mixture of Experts - https://www.youtube.com/playlist?list=PLHgX2IExbFov6Uubcs4gigUzsJxDZ_l43 | |
| 15. AI Future - https://www.youtube.com/playlist?list=PLHgX2IExbFouub6yfz-_H5gIkErNi6DMu | |
| 16. ChatGPT Custom Instructions - https://www.youtube.com/playlist?list=PLHgX2IExbFoutnno4fbBabTlMWdq8y-Q8 | |
| 17. ChatGPT Code Interpreter - https://www.youtube.com/playlist?list=PLHgX2IExbFou1pOQMayB7PArCalMWLfU- | |
| 18. Video AI and 3D AI - https://www.youtube.com/playlist?list=PLHgX2IExbFovcHgzW8kP7nvVdpfwwleXy | |
| 19. Pytorch For Beginners - https://www.youtube.com/playlist?list=PLHgX2IExbFotELILwl6_wkNBiPYGP16Ii | |
| 20. 2023 Terraform Github Actions Docker to Azure Container Registry - https://www.youtube.com/playlist?list=PLHgX2IExbFovn26XVkW4MyYjbbgv5RcCE | |
| 21. Low Code or No Code Apps with LLM ChatGPT and NLP AI Models - https://www.youtube.com/playlist?list=PLHgX2IExbFouwgEVK51uOKD_ADLk1EIUB | |
| 22. Andrej Karpathy - https://www.youtube.com/playlist?list=PLHgX2IExbFovbOFCgLNw1hRutQQKrfYNP | |
| 23. Andrew Huberman - Neuroscience and Health - https://www.youtube.com/playlist?list=PLHgX2IExbFotRU0jl_a0e0mdlYU-NWy1r | |
| 24. Ilya Sutskever and Sam Altman - https://www.youtube.com/playlist?list=PLHgX2IExbFovr66KW6Mqa456qyY-Vmvw- | |
| 25. ChatGPT FastAPI Web Services - https://www.youtube.com/playlist?list=PLHgX2IExbFosyX2jzJJimPAI9C0FHflwB | |
| 26. ChatGPT Streamlit 2023 - https://www.youtube.com/playlist?list=PLHgX2IExbFotDzxBRWwUBTb0_XFEr4Dlg | |
| 27. ChatGPT, GPT4, and Health Care with Medical Advancements - https://www.youtube.com/playlist?list=PLHgX2IExbFosVaCMZCZ36bYqKBYqFKHB2 | |
| 28. AI News - https://www.youtube.com/playlist?list=PLHgX2IExbFotMOKWOErYeyHSiikf6RTeX | |
| 29. Gradio and FastAPI for ML API Services - https://www.youtube.com/playlist?list=PLHgX2IExbFovPX9z4m61rQImM7cDDY79L | |
| 30. Streamlit Snowpark Snowflake AI - https://www.youtube.com/playlist?list=PLHgX2IExbFouTC9hxXAAUQhuq3kpw-QqE | |
| 31. Lex Fridman, Elon Musk, Ilya Sutskever, Andrew Huberman, Oriol Vinyals, Mark Zuckerberg - Great Thinkers of 2023 - https://www.youtube.com/playlist?list=PLHgX2IExbFou-bP2IJJy4X30kfqeU-3wg | |
| 32. 2023 HuggingFace AI, Transformers, NLP and ChatGPT - https://www.youtube.com/playlist?list=PLHgX2IExbFotVahXsehQ_ZNBrMKUZTLzS | |
| 33. ACA ML ChatGPT and AutoGPT 2023 - https://www.youtube.com/playlist?list=PLHgX2IExbFoviub6U9Fsk84fkBGsbTcC9 | |
| 34. Python-Azure-Container-Registry-and-Apps - https://www.youtube.com/playlist?list=PLHgX2IExbFovHgtRVA_vtkNsvqcKvhkVy | |
| 35. Remote Dev Using VSCode.Dev SSH Python VSCode plugins VM ACA ACR Docker Web Remote Dev - https://www.youtube.com/playlist?list=PLHgX2IExbFosbrcjVhF_GIlFGTuu_9dIc | |
| 36. 2023 Best Minds in AGI AI Gamification and Large Language Models - https://www.youtube.com/playlist?list=PLHgX2IExbFotmFeBTpyje1uI22n0GAkXT | |