Atlas · GenAI 2026

Data Versioning

Data versioning, lineage & reproducibility

conceptPeak: 2021Versioning & LineageAI consensus: 2/3

Prerequisites

  • hardGit

    DVC extends Git for data versioning — Git is the foundation

Recommended reference

DVC docs: dvc.org/doc — plus Sato, D. et al. (2019) 'Continuous Delivery for ML' on ThoughtWorks blog

Notes from AI deep research

Anthropic Opus

DVC + Git = wersjonowanie danych jak kodu. Kluczowe dla audytu i reproducibility

OpenAI Deep Research

Odtwarzalność eksperymentów [OA#43]

Related skills

  • → is subcategory of: Data Engineering(1/3)
  • ← is an instance of: DVC(0/3)