Challenges with Delivering AI

• Data Semantics are increasing in complexity and long tail semantics will continue to grow
• Distribution & Decentralisation is Fundamental
  • Ambiguity
• Increasing amount of Multimodal Data
• Subjective Data: from facts to Alternative facts →
• Hallucinations

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Data Governance & AI Governance needs to come together

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Gen AI will be the killer app for data infra

Opportunities in Delivering AI

• New Human-Data Interaction paradigm
• Common European Data Spaces + GenAI (Killer App)
• Data & Knowledge driven AI systems can improve trust

EU AI act Risk Based Approach