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  Examples:
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  # 1. Datasets, EDA, and Knowledge Management for ML
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- Transcript EDA: https://huggingface.co/spaces/awacke1/Transcript-EDA-NLTK
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- Freedom of Info Act Datasets: https://huggingface.co/spaces/awacke1/Freedom-of-Information-Act-FOIA-Datasets
 
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  Clinical NER with Clinical Terminology: https://huggingface.co/spaces/awacke1/Clinical-Terminology-Search-NER-Datasets
 
 
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  Dataset of Datasets by State: https://huggingface.co/spaces/awacke1/DatasetofDatasetsUSA
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  Web Bulk Dataset Download: https://huggingface.co/spaces/awacke1/WebDataDownload
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- Care Team Finder: https://huggingface.co/spaces/awacke1/AIProviderSearchbySpecialtyandState
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- Provider FOIA Specialty Search: https://huggingface.co/spaces/awacke1/NPI-Registry-FOIA-Specialty
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  # 2. Improve Performance Metrics and Understand Bias and Fairness
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  LMSYS Chatbot Arena: https://huggingface.co/spaces/awacke1/lmsys-chatbot-arena-leaderboard
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  Social Vulnerability Index: https://huggingface.co/spaces/awacke1/Social-Vulnerability-Index-SVI
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- How to Autogen: https://huggingface.co/spaces/awacke1/HowToAutogen
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  Zero GPU Spaces: https://huggingface.co/spaces/awacke1/zero-gpu-spaces
 
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  # 3. Documents and Web as Datasets and Inputs
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  Arxiv RAG Search: https://huggingface.co/spaces/awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern
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- MedQA Speech and Dataset: https://huggingface.co/spaces/awacke1/RT-MLE
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- QOTD Streamlit and Dataset: https://huggingface.co/spaces/awacke1/QuoteOfTheDayStreamlit
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  RAG Sentence Embedding and Visualization: https://huggingface.co/spaces/awacke1/RAG-Sentence-Embedding-Viz
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  Google Chrome Bookmark: https://huggingface.co/spaces/awacke1/GoogleChromeBookmarkFileParser
 
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  # 4. Models, Datasets, and Spaces as AI Pair Programming Inputs
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  Model, Dataset, Space Search: https://huggingface.co/spaces/awacke1/Models-Datasets-Spaces-Search-Hub
@@ -40,14 +40,13 @@ Dr. Nova Quantum Voice AI: https://huggingface.co/spaces/awacke1/DrNovaQuantumV
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  Moshi Chats: https://huggingface.co/spaces/awacke1/GPT-4o-omni-text-audio-image-video
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  # 6. AI UI/UX
 
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  Streamlit Multiuser Chat: https://huggingface.co/spaces/awacke1/ChatStreamlitMultiplayer
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  Streamlit UI Cheatsheet: https://huggingface.co/spaces/awacke1/Streamlit-Cookbook-Code-Examples
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- Body Map: https://huggingface.co/spaces/awacke1/BodyMap2-HTML5
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- Azure Subscription Resources and Architecture: https://huggingface.co/spaces/awacke1/OptimizeAzureAppArchitecture
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- AI Life Sim 3D: https://huggingface.co/spaces/awacke1/AI-Life-Simulation-With-Chofko-the-Octopus
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  Web Copy UI Transfer: https://huggingface.co/spaces/awacke1/WebCopyYoutube
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  Force Directed Graph: https://huggingface.co/spaces/awacke1/ForceLayoutGraph
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- Streamlit TImer Test: https://huggingface.co/spaces/awacke1/StreamlitTimerTest
 
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  # 7. Real Time Video AI
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  Video Editor: https://huggingface.co/spaces/awacke1/Video-Editor
@@ -55,9 +54,10 @@ Web GPU RTV: https://huggingface.co/spaces/awacke1/Live-Video-Background-Remova
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  Autoplay Video: https://huggingface.co/spaces/awacke1/Base64StreamlitAutoplayVideo
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  # 8. Security and Safety
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- Memory with Authentication: https://huggingface.co/spaces/awacke1/MemoryOfMeTest
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- Indicators of Compromise: https://huggingface.co/spaces/awacke1/AdversarialAIToolbox
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  Presidio Demo: https://huggingface.co/spaces/awacke1/presidio_demo
 
 
 
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  Examples:
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  # 1. Datasets, EDA, and Knowledge Management for ML
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+ Care Team Finder: https://huggingface.co/spaces/awacke1/AIProviderSearchbySpecialtyandState
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+ Provider FOIA Specialty Search: https://huggingface.co/spaces/awacke1/NPI-Registry-FOIA-Specialty
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+ MedQA Speech and Dataset: https://huggingface.co/spaces/awacke1/RT-MLE
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  Clinical NER with Clinical Terminology: https://huggingface.co/spaces/awacke1/Clinical-Terminology-Search-NER-Datasets
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+ ---
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+ Freedom of Info Act Datasets: https://huggingface.co/spaces/awacke1/Freedom-of-Information-Act-FOIA-Datasets
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  Dataset of Datasets by State: https://huggingface.co/spaces/awacke1/DatasetofDatasetsUSA
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  Web Bulk Dataset Download: https://huggingface.co/spaces/awacke1/WebDataDownload
 
 
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  # 2. Improve Performance Metrics and Understand Bias and Fairness
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  LMSYS Chatbot Arena: https://huggingface.co/spaces/awacke1/lmsys-chatbot-arena-leaderboard
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  Social Vulnerability Index: https://huggingface.co/spaces/awacke1/Social-Vulnerability-Index-SVI
 
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  Zero GPU Spaces: https://huggingface.co/spaces/awacke1/zero-gpu-spaces
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+ How to Autogen: https://huggingface.co/spaces/awacke1/HowToAutogen
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  # 3. Documents and Web as Datasets and Inputs
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  Arxiv RAG Search: https://huggingface.co/spaces/awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern
 
 
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  RAG Sentence Embedding and Visualization: https://huggingface.co/spaces/awacke1/RAG-Sentence-Embedding-Viz
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  Google Chrome Bookmark: https://huggingface.co/spaces/awacke1/GoogleChromeBookmarkFileParser
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+ QOTD Streamlit and Dataset: https://huggingface.co/spaces/awacke1/QuoteOfTheDayStreamlit
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  # 4. Models, Datasets, and Spaces as AI Pair Programming Inputs
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  Model, Dataset, Space Search: https://huggingface.co/spaces/awacke1/Models-Datasets-Spaces-Search-Hub
 
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  Moshi Chats: https://huggingface.co/spaces/awacke1/GPT-4o-omni-text-audio-image-video
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  # 6. AI UI/UX
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+ Body Map: https://huggingface.co/spaces/awacke1/BodyMap2-HTML5
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  Streamlit Multiuser Chat: https://huggingface.co/spaces/awacke1/ChatStreamlitMultiplayer
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  Streamlit UI Cheatsheet: https://huggingface.co/spaces/awacke1/Streamlit-Cookbook-Code-Examples
 
 
 
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  Web Copy UI Transfer: https://huggingface.co/spaces/awacke1/WebCopyYoutube
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  Force Directed Graph: https://huggingface.co/spaces/awacke1/ForceLayoutGraph
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+ Streamlit Timer Test: https://huggingface.co/spaces/awacke1/StreamlitTimerTest
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+ AI Life Sim 3D: https://huggingface.co/spaces/awacke1/AI-Life-Simulation-With-Chofko-the-Octopus
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  # 7. Real Time Video AI
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  Video Editor: https://huggingface.co/spaces/awacke1/Video-Editor
 
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  Autoplay Video: https://huggingface.co/spaces/awacke1/Base64StreamlitAutoplayVideo
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  # 8. Security and Safety
 
 
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  Presidio Demo: https://huggingface.co/spaces/awacke1/presidio_demo
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+ Azure Subscription Resources and Architecture: https://huggingface.co/spaces/awacke1/OptimizeAzureAppArchitecture
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+ Indicators of Compromise: https://huggingface.co/spaces/awacke1/AdversarialAIToolbox
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+ Memory with Authentication: https://huggingface.co/spaces/awacke1/MemoryOfMeTest
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