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turfk/ai-governance-en

AI Governance - Enterprise Framework (EN) Reference bilingual dataset on enterprise artificial intelligence governance Created by AYI-NEDJIMI Consultants - AI, Cyberdefense & Compliance Expertise Description This dataset covers essential aspects of enterprise AI governance, including: AI TRiSM (Trust, Risk and Security Management) - Gartner Framework Enterprise AI Governance - Ethics committee, policies, audit, documentation Shadow AI - Detection, prevention, and… See the full description on the dataset page: https://huggingface.co/datasets/turfk/ai-governance-en.

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AI Governance - Enterprise Framework (EN)

Reference bilingual dataset on enterprise artificial intelligence governance

Created by AYI-NEDJIMI Consultants - AI, Cyberdefense & Compliance Expertise

Description

This dataset covers essential aspects of enterprise AI governance, including:

  • —AI TRiSM (Trust, Risk and Security Management) - Gartner Framework
  • —Enterprise AI Governance - Ethics committee, policies, audit, documentation
  • —Shadow AI - Detection, prevention, and management of unauthorized AI
  • —Generative AI ROI - Metrics, benchmarks, and maturity model
  • —AI and GDPR Compliance - Obligations, DPIA, individual rights
  • —Data Privacy in LLMs - PII, retention, sovereignty
  • —Data Poisoning and Model Backdoors - AI model security

Dataset Structure

Split structured (49 entries)

Structured data covering 4 domains:

CategoryEntriesDescription
governance_framework15AI governance framework (ethics, risk, audit, documentation)
shadow_ai12Shadow AI detection and management
privacy_llm12Privacy and data protection in LLMs
roi_metrics10ROI measurement and AI maturity model

Split qa (80 entries)

Detailed Q&A covering all topics:

TopicQuestions
AI Governance25+
Shadow AI15+
GDPR & Compliance12+
LLM Privacy12+
AI Security8+
ROI & Metrics8+

Source Articles

  1. 1.AI TRiSM: Gartner Framework - The 4 pillars of AI trust, risk, and security management
  2. 2.Enterprise AI Governance - Complete governance structure (ethics committee, registry, audit)
  3. 3.Shadow AI - Phenomenon, detection, prevention, and balanced management
  4. 4.Generative AI ROI - Productivity, cost, quality metrics, and maturity model
  5. 5.AI and GDPR Compliance - AI-specific GDPR obligations, DPIA, rights
  6. 6.Data Privacy in LLMs - PII, retention, sovereignty, PET techniques
  7. 7.Data Poisoning and Model Backdoors - AI model attacks and defenses

Usage

python
from datasets import load_dataset

# Load the dataset
dataset = load_dataset("AYI-NEDJIMI/ai-governance-en")

# Structured data
structured = dataset["structured"]
print(f"Structured entries: {len(structured)}")

# Q&A
qa = dataset["qa"]
print(f"Q&A entries: {len(qa)}")

# Filter by category
governance = structured.filter(lambda x: x["category"] == "governance_framework")
shadow_ai = structured.filter(lambda x: x["category"] == "shadow_ai")

# Search for a specific question
for item in qa:
    if "Shadow AI" in item["question"]:
        print(f"Q: {item['question']}")
        print(f"A: {item['answer'][:200]}...")
        break

Regulatory Alignment

  • —EU AI Act (European AI Regulation) - Phased entry into force 2024-2027
  • —GDPR (General Data Protection Regulation) - AI-specific obligations
  • —CNIL - French recommendations on AI and personal data (2024-2025)
  • —ISO/IEC 42001 - AI Management System
  • —NIST AI RMF - AI Risk Management Framework
  • —NIS2 - Network and Information Security Directive

Useful Links

Regulations & Standards

AYI-NEDJIMI Consultants

Author

  • —AYI-NEDJIMI Consultants - AI, Cyberdefense & Compliance Consulting Firm
  • —Expertise: AI Governance, AI Act, GDPR, Shadow AI, AI Model Security
  • —Contact: ayinedjiconsultants.com/contact

French Version

This dataset is also available in French: AYI-NEDJIMI/ai-governance-fr

License

Apache 2.0 - Free to use with attribution.

Citation

bibtex
@dataset{ayinedjimi_ai_governance_en_2025,
  title={AI Governance - Enterprise Framework (EN)},
  author={AYI-NEDJIMI Consultants},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/AYI-NEDJIMI/ai-governance-en}
}

About the Author

AYI NEDJIMI Consultants - Consulting firm specialized in Artificial Intelligence, Cybersecurity and Digital Transformation.

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Dataset generated by AYI NEDJIMI Consultants. MIT License.