L
ENT-00001819 · AI Framework

Ludwig

Ludwig is a declarative machine learning framework associated with Ludwig Project.

Level IV — ConnectedActiveConnected
Human readable record

Overview

Ludwig is a technical AI system associated with Ludwig Project. The record documents its role in model development, retrieval, serving, orchestration, evaluation, deployment or machine learning infrastructure.

Timeline

  1. 2019Ludwig public documentation anchor

    Ludwig appears in public documentation or stable reference sources as a declarative machine learning framework associated with Ludwig Project.

Capabilities

Technical AI workflowModel operationsEvaluation support

Known limitations

The record describes the public identity and documented role of the entity, not private implementation details.Capabilities depend on version, deployment context, access conditions and the available public documentation.
Technical and registry detail

Technical description

Structured record for Ludwig. The technical layer identifies entity type, classification, creator or organization, public source anchors, timeline entry, capabilities, limitations, registry status and graph relationships. Source anchor: https://ludwig.ai/.

Controlled tags

AI InfrastructureTechnical SystemMLOps
Relationship graph
Ludwig
Associated organizationLudwig Project

Ludwig is associated with Ludwig Project through its documented source context.

Machine readable layer

Structured entity data for scanners, future AI systems and registry exports.

{
    "@context": "https://schema.org",
    "@type": "Thing",
    "identifier": "ENT-00001819",
    "name": "Ludwig",
    "alternateName": [],
    "additionalType": "AI Framework",
    "description": "Ludwig is a declarative machine learning framework associated with Ludwig Project.",
    "creator": "Uber AI",
    "url": "entity.php?id=ENT-00001819",
    "sameAs": "https://ludwig.ai",
    "lxkeysWorld": {
        "classification": "declarative machine learning framework",
        "organization": "Ludwig Project",
        "originContext": "Public AI and technical record",
        "firstPublicAppearance": "2019",
        "currentStatus": "Active",
        "registryStatus": "Connected",
        "spatiumIndex": {
            "total": 74,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 11,
            "level": "Level IV — Connected"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-16T23:59:28+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "updated_utc": "2026-06-16T23:59:28+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "reviewed_utc": "2026-06-16T23:59:28+00:00",
            "reviewed_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3"
        },
        "capabilities": [
            "Technical AI workflow",
            "Model operations",
            "Evaluation support"
        ],
        "limitations": [
            "The record describes the public identity and documented role of the entity, not private implementation details.",
            "Capabilities depend on version, deployment context, access conditions and the available public documentation."
        ],
        "tags": [
            "AI Infrastructure",
            "Technical System",
            "MLOps"
        ],
        "timeline": [
            {
                "date": "2019",
                "title": "Ludwig public documentation anchor",
                "description": "Ludwig appears in public documentation or stable reference sources as a declarative machine learning framework associated with Ludwig Project."
            }
        ],
        "relationships": [
            {
                "target": "Ludwig Project",
                "type": "Associated organization",
                "description": "Ludwig is associated with Ludwig Project through its documented source context.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "Ludwig documentation",
                "url": "https://ludwig.ai/",
                "source_type": "Official Documentation",
                "verification_status": "verified"
            }
        ]
    }
}
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