--- title: README emoji: ๐Ÿจ colorFrom: blue colorTo: purple sdk: static pinned: false --- Examples: # 1. Datasets, EDA, and Knowledge Management for ML Transcript EDA: https://huggingface.co/spaces/awacke1/Transcript-EDA-NLTK Freedom of Info Act Datasets: https://huggingface.co/spaces/awacke1/Freedom-of-Information-Act-FOIA-Datasets Clinical NER with Clinical Terminology: https://huggingface.co/spaces/awacke1/Clinical-Terminology-Search-NER-Datasets Dataset of Datasets by State: https://huggingface.co/spaces/awacke1/DatasetofDatasetsUSA Web Bulk Dataset Download: https://huggingface.co/spaces/awacke1/WebDataDownload Care Team Finder: https://huggingface.co/spaces/awacke1/AIProviderSearchbySpecialtyandState Provider FOIA Specialty Search: https://huggingface.co/spaces/awacke1/NPI-Registry-FOIA-Specialty # 2. Improve Performance Metrics and Understand Bias and Fairness ML Review: https://huggingface.co/spaces/awacke1/ML-Review LMSYS Chatbot Arena: https://huggingface.co/spaces/awacke1/lmsys-chatbot-arena-leaderboard Social Vulnerability Index: https://huggingface.co/spaces/awacke1/Social-Vulnerability-Index-SVI How to Autogen: https://huggingface.co/spaces/awacke1/HowToAutogen Zero GPU Spaces: https://huggingface.co/spaces/awacke1/zero-gpu-spaces # 3. Documents and Web as Datasets and Inputs Arxiv RAG Search: https://huggingface.co/spaces/awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern MedQA Speech and Dataset: https://huggingface.co/spaces/awacke1/RT-MLE QOTD Streamlit and Dataset: https://huggingface.co/spaces/awacke1/QuoteOfTheDayStreamlit RAG Sentence Embedding and Visualization: https://huggingface.co/spaces/awacke1/RAG-Sentence-Embedding-Viz Google Chrome Bookmark: https://huggingface.co/spaces/awacke1/GoogleChromeBookmarkFileParser # 4. Models, Datasets, and Spaces as AI Pair Programming Inputs Model, Dataset, Space Search: https://huggingface.co/spaces/awacke1/Models-Datasets-Spaces-Search-Hub Spaces of the Week: https://huggingface.co/spaces/awacke1/SpacesoftheWeekReview # 5. Voice AI Dr. Nova Quantum Voice AI: https://huggingface.co/spaces/awacke1/DrNovaQuantumVoiceAI Moshi Chats: https://huggingface.co/spaces/awacke1/GPT-4o-omni-text-audio-image-video # 6. AI UI/UX Streamlit Multiuser Chat: https://huggingface.co/spaces/awacke1/ChatStreamlitMultiplayer Streamlit UI Cheatsheet: https://huggingface.co/spaces/awacke1/Streamlit-Cookbook-Code-Examples Body Map: https://huggingface.co/spaces/awacke1/BodyMap2-HTML5 Azure Subscription Resources and Architecture: https://huggingface.co/spaces/awacke1/OptimizeAzureAppArchitecture AI Life Sim 3D: https://huggingface.co/spaces/awacke1/AI-Life-Simulation-With-Chofko-the-Octopus Web Copy UI Transfer: https://huggingface.co/spaces/awacke1/WebCopyYoutube Force Directed Graph: https://huggingface.co/spaces/awacke1/ForceLayoutGraph Streamlit TImer Test: https://huggingface.co/spaces/awacke1/StreamlitTimerTest # 7. Real Time Video AI Video Editor: https://huggingface.co/spaces/awacke1/Video-Editor Web GPU RTV: https://huggingface.co/spaces/awacke1/Live-Video-Background-Removal Autoplay Video: https://huggingface.co/spaces/awacke1/Base64StreamlitAutoplayVideo # 8. Security and Safety Memory with Authentication: https://huggingface.co/spaces/awacke1/MemoryOfMeTest Indicators of Compromise: https://huggingface.co/spaces/awacke1/AdversarialAIToolbox Presidio Demo: https://huggingface.co/spaces/awacke1/presidio_demo For easier cloud AI development, the recipe below has security, performance, lifecycle management and scalability superpowers to make it easy. Preparation and model teaching: 0. Use Huggingface as Fastest way to document and plan with fast code testing. - https://huggingface.co/awacke1 1. Create a video playlist for Youtube that shows short videos on pattern implementation: - https://www.youtube.com/playlist?list=PLHgX2IExbFosXrdx5gTJO33VoDH9bXlFJ - Keep up with the latest in AI with Wes: https://www.youtube.com/watch?v=SQup5CeRGCM 2. Use Azure Free to set up initial patterns and gain familiarity - https://portal.azure.com/#view/Microsoft_Azure_Billing/FreeServicesBlade 3. Use an Azure pre-flight checklist to plan your resource selection which we will eventually get down to code. - https://portal.azure.com/?quickstart=true#view/Microsoft_Azure_Resources/QuickstartCenterBlade 4. New Azure subscription using an Account to explore $200 with resources free, Bookmark opening resources for starters. - My links are usually Subscription, Resource Group, ACR, ACA Apps. - For security tests, make it bulletproof - links with email and subscription GUID using self defense tests. - Sub: https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816/overview - RG: https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816 - ACR: https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816/resources - Apps: https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816/resourceGroups/acae/providers/Microsoft.App/managedEnvironments/acae 5. Github integration for subscription, github actions, and accelerators - Accelerator: https://github.com/Azure/aca-landing-zone-accelerator - LZA: https://github.com/topics/lza 6. Git with one easy example per type of app and secure access pattern. Do easiest first, refactor to easiest. - HTML5: Depth anything with Transformers.js: https://huggingface.co/spaces/awacke1/3D-Depth-Model-From-Image - Gradio: Models, Datasets, Spaces, Search Hub: https://huggingface.co/spaces/awacke1/Models-Datasets-Spaces-Search-Hub - Streamlit: Demonstrate transcript insights using AI libraries: https://huggingface.co/spaces/awacke1/Transcript-EDA-NLTK 7. Get your mobile device for MFA, SMS (IPad, Android, iPhone to demo) 8. Get your top LLM's to help with AI Pair Programming. Refactor model approach to use securely and internally. - GPT: https://chatgpt.com/ - Claude: https://claude.ai/new 9. Set up code for Github for HTML, Gradio, Streamlit examples 10. Demonstrate and teach others. Github AI Example Repositories: 1. HTML: https://github.com/AaronCWacker/AIExamples-8-24-HTML 2. Gradio: https://github.com/AaronCWacker/AIExamples-8-24-Gradio 3. Streamlit: https://github.com/AaronCWacker/AIExamples-8-24-Streamlit # Process: 1. Stage your three github repos with code. 2. In Azure Subscription search "App Services" 3. Add each git to an app service and configure command line call to start it. Reference Papers and Spaces: STaR: Self-Taught Reasoner, Bootstrapping Reasoning With Reasoning: https://openreview.net/pdf?id=_3ELRdg2sgI From Google Gemini to OpenAI Q* (Q-Star): A Survey of Reshaping the Generative Artificial Intelligence (AI) Research Landscape: https://arxiv.org/pdf/2312.10868 AI Research Papers via ArXiV Gradio Space and API: - https://huggingface.co/spaces/awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern HTML5: ๐ŸŒŸDepth Anything w/ ๐Ÿค— Transformers.js๐Ÿ† - index.html - main app Gradio: https://huggingface.co/spaces/awacke1/Models-Datasets-Spaces-Search-Hub Streamlit: Transcript EDA NLTK - https://huggingface.co/spaces/awacke1/Transcript-EDA-NLTK