Úvod do Data Governance

CIO/CDO office, AI/ML tímy, management, enterprise architekti, risk management, compliance, legal, cyber security, data governance a produktové tímy.

Po absolvovaní kurzu budete vedieť:

• navrhnúť AI Governance operating model,
• klasifikovať AI systémy podľa rizika,
• vytvoriť AI inventory,
• definovať governance role a procesy,
• implementovať AI risk management,
• pripraviť organizáciu na AI compliance,
• vytvoriť roadmapu zavedenia AI Governance.

V rámci praktickej časti školenia si vytvoríte:

• AI Governance framework,
• AI inventory template,
• AI risk assessment template,
• AI Governance RACI model,
• AI policy checklist,
• roadmapu zavedenia AI Governance.

Príručka ku kurzu firmy Gopas podľa programu kurzu.

Deň 1 – Základy AI Governance a AI Operating Model

Úvod do AI Governance

• Prečo AI Governance vzniká
• Riziká GenAI a produkčných AI systémov
• AI Governance vs Data Governance
• AI lifecycle management

AI Governance framework

• Governance operating model
• Centrálne vs federované governance
• AI Governance Council
• AI policies a standards

AI use cases a AI inventory

• Identifikácia AI systémov
• AI inventory management
• Shadow AI
• Third-party AI systems

Workshop

• Identifikácia AI use cases vo firme
• Návrh AI inventory
• Mapovanie AI systémov

Deň 2 – AI Risk Management a Compliance

AI risk management

• Risk taxonomy
• Bias a fairness
• Hallucinations
• Explainability
• Security risks
• Third-party risks

EU AI Act v praxi

• Risk-based klasifikácia
• High-risk AI systémy
• Foundation models a GenAI
• Povinnosti providerov a deployerov

AI controls a governance procesy

• Human oversight
• Approval workflows
• AI incident management
• Monitoring a observability
• Auditability a logging

Workshop

• AI risk assessment
• Klasifikácia AI systémov podľa AI Act
• Návrh AI controls

Deň 3 – Implementácia AI Governance v produkcii

AI Governance v enterprise architektúre

• AI platform governance
• MLOps a LLMOps governance
• Model lifecycle management
• Vendor governance

AI Governance procesy

• Onboarding AI systémov
• Schvaľovanie AI use cases
• Model monitoring
• AI change management
• AI documentation

AI Governance tooling

• Microsoft Purview
• MLflow
• LangSmith
• OpenMetadata
• Model cards
• AI risk registers

Zavedenie AI Governance vo firme

• Change management
• AI literacy program
• Governance maturity assessment
• Pilot domain
• Rollout roadmap

Záverečný workshop

• Návrh AI Governance roadmapy
• Governance operating model
• Definícia KPI a ownershipu