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2026-04-13
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Advanced RAG의 모든 것! 문서 청킹 전략(Semantic/Recursive/Agentic), 리랭킹(Cohere/ColBERT/Cross-encoder), Query Transformation, 에이전틱 RAG(Self-RAG/CRAG), Multi-modal RAG, 평가(RAGAS/TruLens), 프로덕션 최적화.- Published on
Edge AI의 모든 것! 온디바이스 추론(TensorRT/ONNX Runtime/CoreML/TFLite), 모델 최적화(양자화/프루닝/지식 증류), 하드웨어(NVIDIA Jetson/Apple Neural Engine/Qualcomm NPU), Federated Learning, 프라이버시 보존 AI, 실전 배포.- Published on
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.- Published on
FinOps의 모든 것! 클라우드 비용 가시성(Cost Explorer/Billing), 최적화 전략(Reserved/Spot/Savings Plans), 리소스 라이트사이징, 자동 스케일링, 스토리지 계층화, K8s 비용(Kubecost), AI/ML 비용 관리, FinOps 문화 구축.- Published on
K8s DB 운영 심화! CloudNativePG vs Percona Operator 비교, Primary-Replica 자동 Failover, pgBackRest/Velero 백업, WAL 아카이빙, Connection Pooling(PgBouncer), 리소스 튜닝(CPU/Memory/IOPS), Affinity/Topology Spread, 프로덕션 체크리스트.- Published on
Platform Engineering의 모든 것! Internal Developer Platform(IDP) 구축, Backstage(서비스 카탈로그/템플릿/TechDocs), Golden Path(표준화된 개발 경로), 셀프서비스 인프라, Developer Experience 측정, Platform as a Product, 조직 설계.- Published on
Service Mesh의 모든 것! Istio vs Linkerd 비교, Envoy 사이드카 프록시, mTLS 자동 암호화, 트래픽 관리(카나리/미러링/서킷브레이커), Observability(메트릭/트레이싱/로깅), Gateway API, Ambient Mesh, 프로덕션 운영 베스트 프랙티스.- Published on
Vector DB의 모든 것! 벡터 임베딩 원리, 유사도 검색(코사인/유클리드/내적), 인덱싱 알고리즘(HNSW/IVF/PQ), Pinecone vs Weaviate vs Qdrant vs Milvus vs pgvector 비교, 하이브리드 검색, 필터링, 프로덕션 운영, 성능 벤치마크.