LSTM (Long Short Term Memory)

  • 입력게이트, 출력게이트, 망각게이트등을 이용해 그라디언트 소실 문제를 극복하고 맥락을 잘 보존하게끔 하는 신경망 방법론
  • 텍스트분석처럼 앞뒤의 맥락파악이 중요하거나, 시계열 데이터처럼 순서가 있는 데이터에 강함.
  • 실제 텍스트분석 후 예측 정확도를 위해서는 embedding후 LSTM을 이용하는 방법이 대다수(2019년)

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