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Last Week Had a Better Model. Nobody Can Find It
Build the run ledger, registry and promotion gate by hand
중급 · Lessons 13 · Lab 3
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Curriculum
Numbers Only the Person Who Ran It Knows
The Minimum Record That Rebuilds a Run
reading
Nobody Can Find Last Week's Model
lab
Quiz: What Must Be Written Down to Rebuild It
quiz
Which File Is Actually Serving Right Now?
Versions Are Facts, Aliases Are Roles
reading
Quiz: What a Registry Answers
quiz
Same Name, Different Data
A Name Is Not a Version
reading
The Same CSV Differs From Yesterday
lab
Quiz: Contracts and Leakage
quiz
Automatic, but Not at Any Time
Blocking It and Recording It
reading
A Worse Model Went to Production
lab
Quiz: Promotion Gates and Rollbacks
quiz
The Model Is the Same. The World Moved
A Distribution That Moves Inside the Range
reading
Quiz: Reading Drift
quiz
Reference docs
MLflow Tracking — 실행·실험·산출물
MLflow Model Registry — 버전·별칭·태그
MLflow Dataset Tracking — 데이터 지문과 계보
TensorFlow Data Validation — 스키마·왜곡·드리프트
scikit-learn — 흔한 함정과 데이터 누수
MLOps: 연속 배포와 자동화 파이프라인