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title: README
emoji: 🦀
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Zero GPU Spaces - Best of AI Models Development Using Shared Quota GPU for Inference

https://huggingface.co/spaces/awacke1/ZeroHot

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AI Multimodal Media Workflows and Pipelines

Simple Graph: https://github.com/AaronCWacker/Yggdrasil/blob/main/Mermaid/MultimodalAIPipelines.md Detail Graph: https://github.com/AaronCWacker/Yggdrasil/blob/main/Mermaid/MultimodalPipelinesDetail.md

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Architecture to AI Space

🤖 AI Types and Capabilities Classification

1. Foundation Models & Orchestrators 🎯

Large Language Models (LLMs)

  • 🧠 General Purpose
    • GPT-4 Omni
    • Claude 3.5 Sonnet
  • 📚 Domain-Specific
    • Medical knowledge models

Mapped Spaces:

  • GPT-4o-omni-text-audio-image-video
  • AnthropicClaude3.5Sonnet-ACW

2. Content Generation 🎨

2.1 Image Generation

Static Images

  • 🖼️ Text-to-Image
    • Stable Diffusion 3
    • DALL-E 3
    • Midjourney
  • 🔄 Image-to-Image
    • ControlNet
    • Stable Cascade

Mapped Spaces:

  • OpenDalleV1.1-GPU-Demo
  • stable-cascade
  • stable-diffusion-3-medium
  • playgroundai/playground-v2.5

2.2 Video Generation

Dynamic Content

  • 🎥 Text-to-Video
    • Stable Video Diffusion
  • 🎬 Image-to-Video
    • Video Generation models

Mapped Spaces:

  • stable-video-diffusion
  • AI-MovieMaker-Comedy

2.3 Audio Generation

Sound Creation

  • 🎵 Music Generation
    • MusicGen
    • MIDI Composer
  • 🗣️ Text-to-Speech
    • Edge TTS
  • 🎙️ Voice Cloning
    • Voice Clone tools

Mapped Spaces:

  • midi-composer
  • AudioFileGenerationWithSDAudio
  • MusicGenStreamFacebook
  • EZ-Voice-Clone-From-Long-Text

3. Analysis & Understanding 🔍

3.1 Text Analysis

Document Processing

  • 📄 RAG Systems
    • Arxiv RAG
  • 📚 Knowledge Extraction

Mapped Spaces:

  • Arxiv-Paper-Search-And-QA-RAG-Pattern
  • AIKnowledgeTreeBuilder

3.2 Speech Processing

Audio Analysis

  • 🎤 Speech Recognition
    • Real-Time ASR
  • 📢 Speech Understanding

Mapped Spaces:

  • RealTimeAsyncASR
  • whisper-web

4. Visualization & Presentation 📊

4.1 Data Visualization

Chart Generation

  • 📈 AutoML Plotting
  • 🗺️ Mapping Tools

Mapped Spaces:

  • AutoMLUsingStreamlit-Plotly
  • DynamicMapCreator2

4.2 3D Visualization

3D Content

  • 💠 Mesh Generation
    • InstantMesh
  • 🎮 Interactive 3D

Mapped Spaces:

  • InstantMesh

5. Integration & Composition 🔄

5.1 Media Composition

Multi-modal Integration

  • 🎬 Video Composition
  • 🔊 Audio Mixing

Mapped Spaces:

  • Jasperai/Flux.1-dev-Controlnet-Upscaler

5.2 Interactive Systems

User Interaction

  • 👥 Chat Interfaces
  • 🤝 Multiplayer Systems

Mapped Spaces:

  • anychat
  • Multiplayer-Eval-App-Upvote
  • SocketIO-Multiplayer-DrawingGame

6. Specialized Applications 🏥

6.1 Healthcare Specific

Medical Tools

  • 📋 Training Material Generation
  • 👨‍⚕️ Patient Communication

Mapped Spaces:

  • USMLE-Story-Voting-Evals
  • PDF-text-to-speech-Per-Page

6.2 Research Tools

Scientific Applications

  • 📚 Literature Analysis
  • 🔬 Data Processing

Mapped Spaces:

  • Models-Datasets-Spaces-Search-Hub
  • RLHF.Reinforce.Learn.With.Human.Feedback

AI Pipeline Architecture Models for Multimodal Model Space Workflows

Zero GPU and GPU Spaces of note:

  1. https://huggingface.co/spaces/awacke1/midi-composer

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  1. https://huggingface.co/spaces/awacke1/OpenDalleV1.1-GPU-Demo

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  1. https://huggingface.co/spaces/awacke1/AudioFileGenerationWithSDAudio

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  1. https://huggingface.co/spaces/multimodalart/stable-video-diffusion

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  1. https://huggingface.co/spaces/mukaist/Midjourney

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  1. https://huggingface.co/spaces/multimodalart/stable-cascade

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  1. https://huggingface.co/spaces/stabilityai/stable-diffusion-3-medium

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  1. https://huggingface.co/spaces/ehristoforu/dalle-3-xl-lora-v2

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  1. https://huggingface.co/spaces/stabilityai/stable-diffusion-3.5-large

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  1. https://huggingface.co/spaces/TencentARC/InstantMesh

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  1. https://huggingface.co/spaces/playgroundai/playground-v2.5

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  1. https://huggingface.co/spaces/jasperai/Flux.1-dev-Controlnet-Upscaler

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  1. https://huggingface.co/spaces/akhaliq/anychat

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  1. https://huggingface.co/spaces/awacke1/stable-video-diffusion
  2. https://huggingface.co/spaces/awacke1/GPT-4o-omni-text-audio-image-video
  3. https://huggingface.co/spaces/awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern
  4. https://huggingface.co/spaces/awacke1/AnthropicClaude3.5Sonnet-ACW
  5. https://huggingface.co/spaces/awacke1/MusicGenStreamFacebook
  6. https://huggingface.co/spaces/awacke1/AIKnowledgeTreeBuilder
  7. https://huggingface.co/spaces/awacke1/RescuerOfStolenBikes
  8. https://huggingface.co/spaces/awacke1/PDF-text-to-speech-Per-Page
  9. https://huggingface.co/spaces/awacke1/AzureCosmosDBUI
  10. https://huggingface.co/spaces/awacke1/MSGraphAPI
  11. https://huggingface.co/spaces/awacke1/RealTimeAsyncASR
  12. https://huggingface.co/spaces/awacke1/whisper-web
  13. https://huggingface.co/spaces/awacke1/MarkdownMagicEditor.md
  14. https://huggingface.co/spaces/awacke1/EZ-Voice-Clone-From-Long-Text
  15. https://huggingface.co/spaces/awacke1/Edge-TTS-Text-to-Speech
  16. https://huggingface.co/spaces/awacke1/StreamlitDotEdgeGraphViz-Images-SVG (Image button and rounded buttons)
  17. https://huggingface.co/spaces/awacke1/DynamicMapCreator2
  18. https://huggingface.co/spaces/awacke1/RealTimeAsyncASR
  19. https://huggingface.co/spaces/awacke1/realtime-whisper-webgpu
  20. https://huggingface.co/collections/Xenova/transformersjs-demos-64f9c4f49c099d93dbc611df
  21. https://huggingface.co/spaces/awacke1/Models-Datasets-Spaces-Search-Hub
  22. https://huggingface.co/spaces/awacke1/AutoMLUsingStreamlit-Plotly (CSV to Plotly Graph Objects)
  23. https://huggingface.co/spaces/awacke1/Multiplayer-Eval-App-Upvote
  24. https://huggingface.co/spaces/awacke1/AI-MovieMaker-Comedy
  25. https://huggingface.co/spaces/awacke1/Multiplayer-Image-Evaluate-Upvote
  26. https://huggingface.co/spaces/awacke1/Multiplayer-USMLE-Story-Voting-Evals
  27. https://huggingface.co/spaces/awacke1/Multiplayer-RLHF-Evals
  28. https://huggingface.co/spaces/awacke1/RLHF.Reinforce.Learn.With.Human.Feedback
  29. https://huggingface.co/spaces/awacke1/MultiuserFarmSimulator
  30. https://huggingface.co/spaces/awacke1/SocketIO-Multiplayer-DrawingGame
  31. https://huggingface.co/spaces/awacke1/Multiplayer-Self-Play-Sankey-Simulator
  32. https://huggingface.co/spaces/awacke1/Multiplayer-Action-Battle
  33. https://huggingface.co/spaces/awacke1/Multiplayer-Image-Character-Terrain
  34. https://huggingface.co/spaces/awacke1/MultiplayerMapMovement
  35. https://huggingface.co/spaces/awacke1/MultiplayerDiceGameFromGrok
  36. https://huggingface.co/spaces/awacke1/AaronWackerMusic

Evolvable In:

Technology and Science: Software and Systems: In computing, an "evolvable" system or software might refer to those that are designed with future changes in mind, incorporating modularity, scalability, and flexibility. For instance: Evolvable APIs: Application Programming Interfaces (APIs) that are designed to evolve with changes in technology or user needs without breaking existing integrations. Evolvable Hardware: Refers to hardware systems where the physical or functional aspects can be altered or improved, often through reconfigurable technology like FPGAs (Field-Programmable Gate Arrays). Biological and Evolutionary Science: In biology, "evolvable" might describe organisms, traits, or genetic structures that have a high potential for evolutionary change due to variability, plasticity, or other mechanisms that aid in adaptation. Machine Learning and AI: Here, "evolvable" could describe algorithms or models that can learn and adapt from data over time, improving their performance or changing their behavior based on new inputs or changes in the environment.

Business and Organizational Context: Business Models: A company might be described as "evolvable" if it has the capability to adapt its business model to new market conditions, technologies, or consumer behaviors without losing its core identity or value proposition. Organizational Structures: Refers to organizational designs that allow for change, learning, and growth, often through decentralized decision-making or agile methodologies.

Cultural and Philosophical Implications: Ideas and Culture: Can describe ideas, cultures, or societal structures that are capable of changing, growing, or adapting in response to new knowledge, ethics, or external pressures.