b-chae / VibrationFromWarningForHearingImpaired

Notification system with vibration in emergency for hearing impaired
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keras 이용 classify 만들기 #12

Closed dizwe closed 4 years ago

dizwe commented 4 years ago

ref?) https://github.com/tensorflow/models/tree/master/research/audioset/yamnet https://www.kaggle.com/c/freesound-audio-tagging/notebooks

dizwe commented 4 years ago

Todo. np.stack, np.concatenate, append 비교해서 생각해볼것! Todo.generator 안쓰고 넣으면 데이터가 너무 크지는 않을지 생각해보기

dizwe commented 4 years ago

학습 완료 [0.265428379819724, 0.9130781292915344] (loss, precision)

Todo. classification report를 통해 각 class별 판별 현황 파악하기

              precision    recall  f1-score   support

           0       0.83      0.87      0.85       618
           1       0.84      0.88      0.86       693
           2       0.96      0.93      0.94      2451

    accuracy                           0.91      3762
   macro avg       0.88      0.89      0.89      3762
weighted avg       0.91      0.91      0.91      3762

Todo. 필요하면 다른 모델로 바꿔보기 Todo. np.stack, np.concatenate, append 비교해서 생각해볼것!