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bk21-hackathon's Introduction

BK21 Hackathon

python code

  • data_preprocess.py : EDA 및 데이터 전처리
  • Correlation.py : 변수 간 Correlation 확인
  • et_utils.py : timeonly_et.py, time_weather_et.py 돌리는 데 필요한 파일
  • timeonly_et.py : 시간 데이터만 활용한 Extra Trees 모델 학습 및 평가
  • time_weather_et.py : 시간, 날씨 데이터 활용한 Extra Trees 모델 학습 및 평가
  • DNN_utils.py : DNN.py 돌리는 데 필요한 파일
  • DNN.py : DNN 모델 학습 및 평가
  • metric.py : 모델 간 비교

Image(Folder)

  • timeonly_et(Folder) : 시간 데이터만 활용한 Extra Trees 모델의 각 Inverter별 성능
  • time_weather_et(Folder) : 시간, 날씨 데이터 활용한 Extra Trees 모델의 각 Inverter별 성능
  • DNN(Folder)
    • compare_real_pred(Folder) : DNN 모델의 각 Inverter별 성능
    • Loss(Folder) : DNN 학습과정 동안의 train, val Loss

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