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Feature Store와 MLOps의 모든 것! Feature Store 아키텍처(Feast/Tecton/Hopsworks), Feature Engineering 패턴, MLOps 파이프라인(학습→검증→배포→모니터링), 모델 서빙(BentoML/Seldon/TFServing), 모델 레지스트리(MLflow), 드리프트 감지, A/B 테스트.
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- Published on
Feast Feature Store의 아키텍처와 오프라인/온라인 스토어 설계, 피처 정의와 엔티티 관리, 실시간 서빙 파이프라인 구축, 학습-서빙 스큐(Training-Serving Skew) 방지 전략, 그리고 프로덕션 운영 트러블슈팅까지 다루는 종합 가이드.