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fraud-scoring-model-poc's Introduction

대출 사기 위험도 측정 모델 및 파이프라인 구축 PoC

kaggle lending club 데이터 기반 대출 사기 위험도 측정 모델 및 준실시간 예측(5분단위 배치) 파이프라인 구축 프로젝트입니다.

MODELING

    0. 데이터 전처리
    1. 변수 선정
    2. 모델 선정
    3. 하이퍼파라미터 최적화
      3-1. 하이퍼파라미터 최적화_그리드서치(LightGBM)
      3-2. 하이퍼파라미터 최적화_베이지안(LightGBM)
      3-3. 하이퍼파라미터 최적화_베이지안(Catboost)
      3-4. 하이퍼파라미터 최적화_베이지안(Xgboost)

PIPELINE

    0. 사전 준비
    1. 초기설정
      1-1. 테이블 생성
      1-2. 모델 로드
    2. 예측 파이프라인
      2-1. T0 수집
      2-2. T1 전처리
      2-3. 예측

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