Data Versioning
Domain: Data & Datasets
🎯 Motivation
Tracking changes to datasets over time, like git for data. Essential for reproducibility.
📋 Concrete Example
Dataset v1: 10K examples. v2: 15K examples (added 5K). v3: 14K examples (removed 1K bad ones). Versioning tracks what changed and when.
🔗 Analogy
Saving drafts of an essay - v1, v2, v3. You can see what changed. Data versioning tracks dataset changes like draft versions.