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AI Zero to Hero - Dec 2023

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https://github.com/AaronCWacker/AI-Zero-to-Hero-Dec-2023
Aaron_Wacker
AaronCWacker
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AI & ML interests

AI Pair Programming in the service of Health Care Delivery, Learning and Teaching of Organizational Intelligence - MoE, SOTA, Llama, Mistral, Stable Diffusion, Models, Datasets, Spaces, HTML5, Unity ML AGents: https://huggingface.co/organizations/AI-Zero-to-Hero-Dec-2023

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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.

image/png

  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. image/png

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
  1. 2🎓Med💡Speech - https://huggingface.co/spaces/awacke1/MedSpeech
  2. 3😊MediaPipe🤸‍♂️🕺 - https://huggingface.co/spaces/awacke1/RealTime-MediaPipe-AI-From-Video-On-Any-Device
  3. 5🧠AIHuman👕Body🩲 - https://huggingface.co/spaces/awacke1/AIHumanBody
  4. 6🦆USStates🌴 - https://huggingface.co/spaces/awacke1/USStates
  1. 7📥Web📂Datasets - https://huggingface.co/spaces/awacke1/WebDatasets
  2. 8🤖Mistral🐍Coder - https://huggingface.co/spaces/awacke1/MistralCoder
  3. 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
  1. AI Human Body, Body and Language for Health, Traige, Trauama, Exploration of Thematic Datasets as UI: https://huggingface.co/spaces/awacke1/AIHumanBody
  2. AI and The Human Brain, Map Making, Locational and Geographic Intelligence, Bias and Fairness: https://huggingface.co/spaces/awacke1/USStates
  3. 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

Additional Examples for 1/23

  1. Disability Assistance Demonstrations: Gesture Recognition for Communicating with your hands:
  1. Multi-Agent Systems - Group Exercise to Create Prompt Profile Text Files for MSA

Spotlight on New GenAI, New Techniques and New Models:

LLM Model Deep Dive:

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
    • AI chatbot for medical advice and emotional support.

  2. 2🎓Med💡Speech

    • Explore Here
    • Enhances medical documentation and patient interaction.

  3. 3😊MediaPipe🤸‍♂️🕺

    • Explore Here
    • Real-time analysis of physical movements for remote care.

  4. 4📝RT🖼️Images

    • Explore Here
    • Generates real-time medical images for diagnosis.

  5. 5🧠AIHuman👕Body🩲

  6. 6🦆USStates🌴

  7. 7📥Web📂Datasets

  8. 8🤖Mistral🐍Coder

  9. 9🎵MusicHub🌐StreamZone📘Socialify👥

    • Explore Here
    • Combines music therapy with social interaction.

  10. 10 Mixture of Experts Org Sim, MTBench

    • Explore Here
    • 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

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