# dair-ai/ml-visuals

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17,288 stars · 1,560 forks · MIT

## Links

- GitHub: https://github.com/dair-ai/ml-visuals
- awesome-repositories: https://awesome-repositories.com/repository/dair-ai-ml-visuals.md

## Topics

`artificial-intelligence` `deep-learning` `design` `machine-learning` `natural-language-processing`

## Description

ml-visuals is a machine learning figure library and research asset repository containing reusable scientific diagrams and visual templates. It provides a modular system of graphical primitives and layout templates designed to standardize the visual representation of machine learning concepts and architectures.

The project utilizes a schema-driven illustration system that defines visual elements and spatial relationships using structured data to ensure reproducible scientific figures. This framework allows for the creation of professional diagrams and charts for academic papers and technical presentations through a centralized registry of standardized components.

The system covers technical asset management and research figure standardization, allowing users to compose visuals from predefined templates and export them into multiple file formats for use in external documents. It supports a collaborative workflow where contributors can propose and store versioned visual assets in a shared repository.

## Tags

### Artificial Intelligence & ML

- [ML Visualization Libraries](https://awesome-repositories.com/f/artificial-intelligence-ml/ml-visualization-libraries.md) — Provides a comprehensive library for generating professional visual representations of machine learning architectures. ([source](https://cdn.jsdelivr.net/gh/dair-ai/ml-visuals@master/README.md))
- [Academic Visuals](https://awesome-repositories.com/f/artificial-intelligence-ml/academic-paper-generators/academic-visuals.md) — Creates publication-quality architecture diagrams and charts specifically for scientific research papers.
- [ML Architecture Illustrations](https://awesome-repositories.com/f/artificial-intelligence-ml/ml-architecture-illustrations.md) — Designs professional visual representations of complex machine learning research and architectures.
- [ML Figure Libraries](https://awesome-repositories.com/f/artificial-intelligence-ml/ml-figure-libraries.md) — Serves as a dedicated library of reusable scientific diagrams and visual templates for ML research.

### Graphics & Multimedia

- [Visual Style Standardization](https://awesome-repositories.com/f/graphics-multimedia/research-figure-generation/visual-style-standardization.md) — Maintains consistent visual style across research projects using standardized figure templates.
- [Visualization Exporters](https://awesome-repositories.com/f/graphics-multimedia/3d-asset-exporters/visualization-exporters.md) — Exports data visualization specifications into standalone image or web files for external use. ([source](https://cdn.jsdelivr.net/gh/dair-ai/ml-visuals@master/README.md))
- [Digital Asset Composition](https://awesome-repositories.com/f/graphics-multimedia/digital-asset-composition.md) — Combines predefined visual components and layouts to compose consistent scientific figures.
- [Technical Asset Libraries](https://awesome-repositories.com/f/graphics-multimedia/technical-asset-libraries.md) — Provides a curated library of customizable graphical primitives for reuse across multiple scientific projects.

### Programming Languages & Runtimes

- [Graphical Primitive Libraries](https://awesome-repositories.com/f/programming-languages-runtimes/language-ecosystems-tooling/programming-environments-tooling/modular-library-architectures/graphical-primitive-libraries.md) — Organizes reusable graphical primitives into a shared set of assets for modular composition.

### Software Engineering & Architecture

- [Visual Asset Registries](https://awesome-repositories.com/f/software-engineering-architecture/team-collaboration-tools/shared-feature-registry-coordination/shared-asset-registries/visual-asset-registries.md) — Provides a centralized registry for standardized machine learning diagrams and technical visual assets.
- [Versioned Content Repositories](https://awesome-repositories.com/f/software-engineering-architecture/versioned-content-repositories.md) — Tracks historical changes and peer-contributed updates to a library of visual components.

### User Interface & Experience

- [Research](https://awesome-repositories.com/f/user-interface-experience/design-asset-repositories/research.md) — Provides a shared library of customizable graphical assets to standardize ML visual representations.
- [Illustration Schemas](https://awesome-repositories.com/f/user-interface-experience/schema-driven-element-mapping/illustration-schemas.md) — Uses schema-driven structured data to define visual elements and their spatial relationships for reproducible figures.
- [Illustration Systems](https://awesome-repositories.com/f/user-interface-experience/ui-architecture/design-utilities/design-systems/illustration-systems.md) — Implements a modular framework for generating consistent and reproducible graphical assets via structured definitions.
- [Technical Illustration Assets](https://awesome-repositories.com/f/user-interface-experience/ui-architecture/design-utilities/design-assets/vector-graphic-assets/technical-illustration-assets.md) — Maintains a shared library of versioned graphical primitives and layout templates for technical illustration.

### Content Management & Publishing

- [Multi-Format Document Exports](https://awesome-repositories.com/f/content-management-publishing/multi-format-document-exports.md) — Exports internal visual representations into multiple standard file formats for use in external documents.

### Repository Format

- [Improvement Proposal Repositories](https://awesome-repositories.com/f/repository-format/improvement-proposal-repositories.md) — Implements a version-controlled archive for collaborative contributions to scientific figure templates.