메시지 내용을 특정 기준에 따라 분류 (예: 감정(긍/부정, 희/노/애/락 등))
ANN을 이용하여 분류하는 과정에서, ANN 학습까지를
담당하는 함수
Untitled
- Reference file: input file (tags_2gram.csv) 문장 분류 시 기준 단어로 쓰일 tag들 (첫 행은 컬럼명). 2gram은 두 개 단어가 공백 기준으로 나눠져 있다.
data:image/png;base64,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
data:image/png;base64,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
- Input file: 학습용 데이터로 정제한 텍스트와, 각각의 분류 정답을 명시한 CSV 파일
data:image/png;base64,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
두 번째와 세
번째의 document, label 열이 반드시 필요하다. Document 컬럼은 불용어 처리, lemmatization, 형태소 분석을
이용한 표준화와 정규화를 거친 정제 텍스트이다. Label 컬럼에는 각 메시지가 어느 감정 카테고리에 속하는지 정답이 적혀있고, 위 파일은
긍정(1), 부정(0) 분류 예시이다.
- Output file: 두 개의 산출물(학습시킨 ANN 모델 가중치를 h5 확장자로 저장한 것)
output_value.h5: 예측치
모델
output_accuracy.h5: 예측력
모델