Resnet18 ultrasound 이미지 전처리 MLops DEEPLEARNING ComputerVision 초음파 영상 numpy OpenCV scalebar EfficientNet 스케일바 ROI Transaction 딥러닝성능 modeltraining ultrasoundai simpleblobdetector_params multiclass AWS VPC typeorm nestjs nest.js Sigmoid HoughCircles 딥러닝 DevOps softmax 입체초음파 MySQL Token_Lifecycle AWS_Secrets_Manager Fallback_Strategy Backward_Compatibility Zero_Downtime Secret_Rotation Key_Rotation 스냅샷비용절감 WarmPoolReuseHack ECSOnDemandScaling LargeAMIBaking EBSFastSnapshotRestore ColdStartMitigation AWSWarmPoolStrategy FSRCostoOptimization S3GatewayEndpoint InfraOptimization Service Temporarily Unavailable internal host is unavailable private hosted zone singleclass 푸시 시스템 workerthreads 클래스세분화 bentoml focalloss crossentropyloss bcewithlogitsloss imageclassification weightedrandomsampler mlpipeline hnl hard negative learning 장애 복구 ultrasoundimaging 초음파 관심 영역 초음파 스케일바 bpddetection 잠금 순서 exceptionfilter 클라우드비용절감 networkoptimization 개발자 경험 AsyncLocalStorage 데이터불균형 Catastrophic Forgetting privatesubnet MedicalAI 교착 상태 onnx DEPENDENT SUBQUERY Ambient transaction module wrapper function Private Subnet Public Subnet ✼ Routing Table 이미지분류 대용량트래픽 Internet Gateway deepleanring security group F1-score sqs 성능최적화 terraform 서브 쿼리 event loop sourcetree 푸시 서버 성능 최적화 리팩터링 JWT NaCl 실행 계획 테라폼 데코레이터 BPD Sub Query AWS alb Decorator VPC n+1 503 FSR 데드락 Index FCM 인덱스 deadlock 회고 s3 ImageProcessing JavaScript Ai 트랜잭션 DX ebs 추천