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Databases and AI Training

Talkat CPDP.ai 2025 Wednesday · on Wednesday, 2025-05-21· [databases, ai-assisted-development]
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Panel argues that training needs large, auditable datasets and lists concrete mitigations: differential privacy, federated learning and vector stores for retrieval-augmented generation; regulators demand dataset provenance, DPIAs and documentation under the AI Act and GDPR. A government-funded LLM for a single EU language surfaces latent retention where models reconstruct personal profiles from public sources. Built proposals include curated “reputable media” corpora and sector-specific governance; effectiveness depends on provenance checks and ongoing red-teaming, not on vague purpose statements.

AI-written summary · about

  1. 0:00Introduction
  2. 1:10Legal risks in AI training
  3. 4:05Databases in AI training
  4. 7:23GDPR principles and risks
  5. 10:17Mitigating legal risks
  6. 13:59Data scraping legality
  7. 14:22Ethical AI governance
  8. 15:31LLM personal data case study
  9. 24:46Anonymization challenges
  10. 38:22AI in journalism
  11. 48:22Key insights summary
  12. 54:22Q&A
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