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AI Zero to Hero - Dec 2023
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
In this classroom organization we are covering these topics:
- AI Pair Programming in the service of Health Care Delivery, Learning and Teaching of Organizational Intelligence
- Spaces and ML Techniques using MoE, MAS, Self Reward, GPT, Llama, Mistral, Stable Diffusion, Models, Datasets, Spaces, HTML5, Torch, Transformers, NLTK
- 100x Your Speed of Learning and Teaching AI using creation and curation of YouTube Playlists
- 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.
- These videos openly share knowledge on Effective General AI patterns for problem solving in a variety of fields.
- 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..
- For the start of this classroom we will cover how to gain instant experience creating your first 3 Huggingface Spaces.
- 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.
- Once there find the Duplicate this Space context menu shown below and duplicate it to your account by naming and committing.
- Share your new space URL to Chat inviting others to test, like and share with their own changes.
- HTML5 - https://huggingface.co/spaces/AI-Zero-to-Hero-Dec-2023/1-FirstHTML5Space-AIPP-AR-VR
- Gradio - https://huggingface.co/spaces/AI-Zero-to-Hero-Dec-2023/02-FirstGradioSpace-Mistral
- 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.
- You can get to a model page from a space:
- https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1
Lesson 2 - 2024 Favorite AI Teachers - Most Relevant Topics This Month:
- Playlist: https://www.youtube.com/watch?v=vKMvQqw91n4&list=PLHgX2IExbFovOnNLCnbE2-RE6cFSrC_4D
- MoE - Mixture of Experts - Show MTBench with 8 MoE Roles - https://huggingface.co/spaces/awacke1/MTBenchmarkForChatGPTMetricsScoring
- MultiAgent Systems - Use and AI Pipeline with multiple different context inputs / prompts, AI models, modalities: https://huggingface.co/SantaAndTheToyFactory
- Self Rewarding AI - Community writeup on https://huggingface.co/spaces/awacke1/acw-dr-llama-7b-chat and output https://huggingface.co/spaces/awacke1/WBCs
- 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
- For AI Pair Programming you will need to open two browser windows arranged side by side..
- On Left hand side have your Inputs browser which will be the source of code generation and code dataset context examples.
- On Right hand side have your Outputs browser which will be where you create and modify your output programs.
- 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.
- 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🐪Llama🦙Whisperer - https://huggingface.co/spaces/awacke1/acw-dr-llama-7b-chat
- 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
- 2🎓Med💡Speech - https://huggingface.co/spaces/awacke1/MedSpeech
- 3😊MediaPipe🤸♂️🕺 - https://huggingface.co/spaces/awacke1/RealTime-MediaPipe-AI-From-Video-On-Any-Device
- 5🧠AIHuman👕Body🩲 - https://huggingface.co/spaces/awacke1/AIHumanBody
- 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📥Web📂Datasets - https://huggingface.co/spaces/awacke1/WebDatasets
- 8🤖Mistral🐍Coder - https://huggingface.co/spaces/awacke1/MistralCoder
- 10 Mixture of Experts Org Sim, MTBench - https://huggingface.co/spaces/awacke1/MixtureOfMedicalExperts
Techniques - Describe Examples:
- Llama, Whisper, Inference Endpoints, AI UI UX: https://huggingface.co/spaces/awacke1/acw-dr-llama-7b-chat
- Medical Speech Synthesis, Medical Licensing Exam Datasets, Medical Learning and Testing: https://huggingface.co/spaces/awacke1/MedSpeech
- MediaPipe, Real Time Video AI, Javascript and Node.JS: https://huggingface.co/spaces/awacke1/RealTime-MediaPipe-AI-From-Video-On-Any-Device
- Stable Diffusion Real Time Image Generation, Image Gallery Generation, Theme Based Prompting, Shared Memory: https://huggingface.co/spaces/awacke1/RealTimeImageGen
- AI Human Body, Body and Language for Health, Traige, Trauama, Exploration of Thematic Datasets as UI: https://huggingface.co/spaces/awacke1/AIHumanBody
- AI and The Human Brain, Map Making, Locational and Geographic Intelligence, Bias and Fairness: https://huggingface.co/spaces/awacke1/USStates
- 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
- 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
- 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:
Map Techniques to Understand Organizations, States, Locations, Driving Directions, Map Making
- US States: https://huggingface.co/spaces/awacke1/USStates
- State of MN: https://huggingface.co/spaces/awacke1/Streamlit-Google-Maps-Minnesota
- State of MN Med Centers: https://huggingface.co/spaces/awacke1/Minnesota-Medical-Centers-Streamlit
- State of MA Reliant: https://huggingface.co/spaces/awacke1/Streamlit-Google-Maps-Reliant
- State of MA Medical Centers: https://huggingface.co/spaces/awacke1/Streamlit-Google-Maps-Massachusetts
- State of MN: Hospital Details: https://huggingface.co/spaces/awacke1/MN.Map.Hospitals.Top.Five
- State of CA Medical Centers: https://huggingface.co/spaces/awacke1/Streamlit-Google-Maps-California
- State of CA Hospital Details: https://huggingface.co/spaces/awacke1/California-Medical-Centers-Streamlit
- State of CA Attractions: https://huggingface.co/spaces/awacke1/Map-California-AI
- State of TX Medical Centers: https://huggingface.co/spaces/awacke1/Streamlit-Google-Maps-Texas
- State of NJ Hospitals: https://huggingface.co/spaces/awacke1/VizLib-TopLargeHospitalsNewJersey
- Iceland Myth Places and Routes: https://huggingface.co/spaces/awacke1/Maps.Markers.Honor.Iceland
- US Corporation Map and CSV Location Data Loader: https://huggingface.co/spaces/awacke1/UnitedStatesMapAIandNLP
- US Taxonomy Datasets: https://huggingface.co/spaces/awacke1/NPI-Provider-Map-By-Taxonomy-Search
- NPI Registry Mental Health Provider Search and Cluster Map: https://huggingface.co/spaces/awacke1/Gradio-Maps-Latitude-Longitude
- US City FIPS code, Location, Population: https://huggingface.co/spaces/awacke1/CityFipsLocationandPopulation
- World Area PyDeck: https://huggingface.co/spaces/awacke1/StreamlitPydeckMapVisualViewStateForLatitudeLongitude
- 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 🚀
Telemedicine 📱
- AI-powered platforms connect patients with doctors remotely.
- Ideal for rural or underserved areas.
Chatbots & Virtual Assistants 🤖
- Provide knowledge, learning, advice, appointment scheduling, and facility location understanding.
- Easily accessible through messaging apps and voice assistants.
Predictive Analytics 🔮
- Analyze data to predict health risks.
- Enable proactive care for high-risk patients.
Personalized Medicine 💊
- Tailor treatments to individual genetic profiles and histories.
- Lead to more effective treatments.
Medical Imaging Analysis 🖼️
- AI analyzing image content like X-rays and MRIs for early and accurate diagnosis.
Drug Discovery 🧪
- Accelerates the discovery of new drugs for rare diseases.
Patient Engagement 🙌
- Provides personalized health information and reminders.
- Encourages proactive health management.
Public Health Surveillance 🌍
- Monitors public health trends to manage health crises.
AI Products Transforming Healthcare: Top Ten in December 🎉
1🐪Llama🦙Whisperer
- Explore Here
- AI chatbot for medical advice and emotional support.
2🎓Med💡Speech
- Explore Here
- Enhances medical documentation and patient interaction.
3😊MediaPipe🤸♂️🕺
- Explore Here
- Real-time analysis of physical movements for remote care.
4📝RT🖼️Images
- Explore Here
- Generates real-time medical images for diagnosis.
5🧠AIHuman👕Body🩲
- Explore Here
- Detailed human body analysis tool.
6🦆USStates🌴
- Explore Here
- Provides state-specific health data.
7📥Web📂Datasets
- Explore Here
- Access to diverse healthcare datasets.
8🤖Mistral🐍Coder
- Explore Here
- Facilitates healthcare AI development.
9🎵MusicHub🌐StreamZone📘Socialify👥
- Explore Here
- Combines music therapy with social interaction.
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
- 2024 AI Current Events - https://www.youtube.com/playlist?list=PLHgX2IExbFosNT2xm9HI15ay7TV_g1j88
- 2023 AGI, GAI, Super Intelligence, Organizational AI, Graph Nets and AI Multimodal Pipelines - https://www.youtube.com/playlist?list=PLHgX2IExbFosuSvLxesS16a5cRbzqceCY
- AI Azure Cosmos DB Azure Blob Storage Azure Container Registry Azure Container Apps - https://www.youtube.com/playlist?list=PLHgX2IExbFos07Jf1iT2gg94A2IArbmLC
- AR Glasses and Smart Glasses - https://www.youtube.com/playlist?list=PLHgX2IExbFoucnmRext9KNH1jsKTURl4w
- Multiagent systems, AI Agents AI Pipelines like ChatDev and AutoGen - https://www.youtube.com/playlist?list=PLHgX2IExbFovL8XZF5Zu-VH9gU2YhnBFc
- School of AI - Favorite Teachers - https://www.youtube.com/playlist?list=PLHgX2IExbFot_VUzRyr3Y70ApBNIPmU7U
- Streamlit Maps Geospatial and Folium - https://www.youtube.com/playlist?list=PLHgX2IExbFovf9Y1AmsG2p0ehwR30_FDW
- MS AI AutoGen, Azure, and LLM with Multiple Role and Context Memory Agents - https://www.youtube.com/playlist?list=PLHgX2IExbFot6rLRWrl8QEEFlkrEoUEek
- Azure AI Studio Prompt Flow for Adding Real Time Knowledge Context Authoring - https://www.youtube.com/playlist?list=PLHgX2IExbFot1nzSmFSRHAsKJNRzZUKDh
- Llama for Health Care AI Chatbots for Medical Knowledge - https://www.youtube.com/playlist?list=PLHgX2IExbFosl9T8W48aw1j5ylx087cOg
- Specialist Referral Documentation - https://www.youtube.com/playlist?list=PLHgX2IExbFosDe_coCqI641ecD7AoiGes
- Medical Writing 2023 - https://www.youtube.com/playlist?list=PLHgX2IExbFouBNqrYsadnIyn6813XkpXt
- KD, LATM, CoT - Knowledge Distillation, Tool Making, Chain of Thought - https://www.youtube.com/playlist?list=PLHgX2IExbFotFhhDJJwYbqzvksB7Et1hj
- MoE - Mixture of Experts - https://www.youtube.com/playlist?list=PLHgX2IExbFov6Uubcs4gigUzsJxDZ_l43
- AI Future - https://www.youtube.com/playlist?list=PLHgX2IExbFouub6yfz-_H5gIkErNi6DMu
- ChatGPT Custom Instructions - https://www.youtube.com/playlist?list=PLHgX2IExbFoutnno4fbBabTlMWdq8y-Q8
- ChatGPT Code Interpreter - https://www.youtube.com/playlist?list=PLHgX2IExbFou1pOQMayB7PArCalMWLfU-
- Video AI and 3D AI - https://www.youtube.com/playlist?list=PLHgX2IExbFovcHgzW8kP7nvVdpfwwleXy
- Pytorch For Beginners - https://www.youtube.com/playlist?list=PLHgX2IExbFotELILwl6_wkNBiPYGP16Ii
- 2023 Terraform Github Actions Docker to Azure Container Registry - https://www.youtube.com/playlist?list=PLHgX2IExbFovn26XVkW4MyYjbbgv5RcCE
- Low Code or No Code Apps with LLM ChatGPT and NLP AI Models - https://www.youtube.com/playlist?list=PLHgX2IExbFouwgEVK51uOKD_ADLk1EIUB
- Andrej Karpathy - https://www.youtube.com/playlist?list=PLHgX2IExbFovbOFCgLNw1hRutQQKrfYNP
- Andrew Huberman - Neuroscience and Health - https://www.youtube.com/playlist?list=PLHgX2IExbFotRU0jl_a0e0mdlYU-NWy1r
- Ilya Sutskever and Sam Altman - https://www.youtube.com/playlist?list=PLHgX2IExbFovr66KW6Mqa456qyY-Vmvw-
- ChatGPT FastAPI Web Services - https://www.youtube.com/playlist?list=PLHgX2IExbFosyX2jzJJimPAI9C0FHflwB
- ChatGPT Streamlit 2023 - https://www.youtube.com/playlist?list=PLHgX2IExbFotDzxBRWwUBTb0_XFEr4Dlg
- ChatGPT, GPT4, and Health Care with Medical Advancements - https://www.youtube.com/playlist?list=PLHgX2IExbFosVaCMZCZ36bYqKBYqFKHB2
- AI News - https://www.youtube.com/playlist?list=PLHgX2IExbFotMOKWOErYeyHSiikf6RTeX
- Gradio and FastAPI for ML API Services - https://www.youtube.com/playlist?list=PLHgX2IExbFovPX9z4m61rQImM7cDDY79L
- Streamlit Snowpark Snowflake AI - https://www.youtube.com/playlist?list=PLHgX2IExbFouTC9hxXAAUQhuq3kpw-QqE
- 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
- 2023 HuggingFace AI, Transformers, NLP and ChatGPT - https://www.youtube.com/playlist?list=PLHgX2IExbFotVahXsehQ_ZNBrMKUZTLzS
- ACA ML ChatGPT and AutoGPT 2023 - https://www.youtube.com/playlist?list=PLHgX2IExbFoviub6U9Fsk84fkBGsbTcC9
- Python-Azure-Container-Registry-and-Apps - https://www.youtube.com/playlist?list=PLHgX2IExbFovHgtRVA_vtkNsvqcKvhkVy
- 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
- 2023 Best Minds in AGI AI Gamification and Large Language Models - https://www.youtube.com/playlist?list=PLHgX2IExbFotmFeBTpyje1uI22n0GAkXT