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홍차넷
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질문
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- 질문 게시판입니다.
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전체기타게임진로연애가정/육아체육/스포츠교육의료/건강철학/종교IT/컴퓨터여행과학문화/예술법률홍차넷경제
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| Date |
Warning: Use of undefined constant reg_date - assumed 'reg_date' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view.php on line 53 20/06/03 17:21:51 Warning: Use of undefined constant mod_date - assumed 'mod_date' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view.php on line 56 |
| Name | 타키투스 |
| Subject | 딥러닝 이론에 관한 질문 |
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딥러닝에 대한 공부 겸 연구를 하고있는 컴공과 학부생인데요. 인공지능쪽으로 교류가 아예 없다보니 전문용어도 모르고 그래서 인터넷에서 이론을 찾기가 힘듭니다. 1. 단어를 의미로 분류(Word2Vec)하는게 아닌 발음 내지는 음소로 분류하는 방법에 대한 이론이 있는지 궁금합니다. 예를들면 아메리카노와 어메뤼카노는 기존 의미 분류에서 후자쪽은 인식이 불가능하지만 의미가 아니라 단어 자체의 유사성으로 분류하면 거의 비슷한 벡터로 나오겠죠. 알파벳 한글자씩 숫자로 변환해서 1차원 컨볼루션, 앙상블, 어텐션 등등 여러가지 조합해서 오토인코더 방식으로 훈련해봤는데 정확도가 상당히 낮았습니다. 이 이론이 있다면 인터넷 커뮤니티에서 난무하는 온갖 오타나 슬랭을 번역할수 있을거라 생각됩니다. 2. 이미지나 영상, 사운드, 텍스트 등의 자료나 개념을 일정한 N 크기의 벡터 또는 벡터 시퀸스로 변환한다고 했을때 이러한 벡터들의 유사성에 따라 쿼리가 가능한 매핑 이론이 있는지 궁금합니다. 예를들어 개(Va), 개의 꼬리(Vb), 개의 귀(Vc) 등등의 개념이 이미 벡터화된 상태라고 가정하고 이때 개의 사진을 오토인코더 등으로 벡터화(Vt) 했을때 Vt로 쿼리하면 매핑에 따라 Va, Vb, Vc가 임의로 순서대로 반환되는겁니다. 전문용어를 몰라서 전 이걸 개념매핑이라고 부르고 있기는 한데 이 이론과 Memory Aumented Neural Network를 잘 조합하면 사고가 가능한 신경망을 만들수 있을것 같아서 찾아보거나 고안해보고는 있습니다만 영 마땅히 아이디어가 떠오르지도 않고, 이 단계에서 이미 1~2년은 지난거 같아서 혹시 이론이 나온게 없나 싶어서 여쭤봅니다. Warning: Use of undefined constant no - assumed 'no' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view.php on line 133 Warning: Use of undefined constant no - assumed 'no' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view.php on line 146 Warning: Use of undefined constant vote - assumed 'vote' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view.php on line 161 0 |
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Warning: Use of undefined constant file_name - assumed 'file_name' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view_comment.php on line 28
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85843 class="iamcmt" style="display:none;"> Warning: Use of undefined constant no - assumed 'no' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view_comment.php on line 66
85843 class='vcm '>
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Warning: Use of undefined constant ismember - assumed 'ismember' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view_comment.php on line 121
85843'> 유하
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20/06/03 17:42
85843>삭제 주소복사
Warning: Use of undefined constant level - assumed 'level' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view_comment.php on line 150
1. 알파벳 한 글자씩 하는 것은 character-level embedding이라 하고, 더 가서는 byte 단위 embedding 시도도 있습니다. 그 외에 다른 단위는 subword embedding으로 찾아보면 나올 것이라 보입니다.
이런 시도의 단점 중 큰 것은 문장을 generation할 때 정확한 단어를 generation하기 어렵다는 것입니다. word 단위는 문장이 이상할 지라도 단어들이 나오는데, 이건 단어가 아닌 것들이 막 튀어나오죠
2. 이건 무슨 뜻인지 정확히 이해를 못하였는데, 사진의 class를 분류해서 "개"로 분류되면 답을 "개", "개 꼬리", "개 귀"로 주는... 더 보기
이런 시도의 단점 중 큰 것은 문장을 generation할 때 정확한 단어를 generation하기 어렵다는 것입니다. word 단위는 문장이 이상할 지라도 단어들이 나오는데, 이건 단어가 아닌 것들이 막 튀어나오죠
2. 이건 무슨 뜻인지 정확히 이해를 못하였는데, 사진의 class를 분류해서 "개"로 분류되면 답을 "개", "개 꼬리", "개 귀"로 주는... 더 보기
1. 알파벳 한 글자씩 하는 것은 character-level embedding이라 하고, 더 가서는 byte 단위 embedding 시도도 있습니다. 그 외에 다른 단위는 subword embedding으로 찾아보면 나올 것이라 보입니다.
이런 시도의 단점 중 큰 것은 문장을 generation할 때 정확한 단어를 generation하기 어렵다는 것입니다. word 단위는 문장이 이상할 지라도 단어들이 나오는데, 이건 단어가 아닌 것들이 막 튀어나오죠
2. 이건 무슨 뜻인지 정확히 이해를 못하였는데, 사진의 class를 분류해서 "개"로 분류되면 답을 "개", "개 꼬리", "개 귀"로 주는 프로그램으로 이해했는데 맞나요? 맞다면 앞의 문제는 image classification 문제고 뒤는 word-embedding에서 유사 word를 찾는 문제같네요. 아니면 같은 label의 사진들의 embedding값을 묶어 label마다 대표 embedding값을 만들고 유사한 embedding값을 가지는 label을 찾아 반환해 줄 수도 있겠네요.
https://arxiv.org/pdf/1809.09924.pdf
이런게 참고 논문이 될 수도요..?
이런 시도의 단점 중 큰 것은 문장을 generation할 때 정확한 단어를 generation하기 어렵다는 것입니다. word 단위는 문장이 이상할 지라도 단어들이 나오는데, 이건 단어가 아닌 것들이 막 튀어나오죠
2. 이건 무슨 뜻인지 정확히 이해를 못하였는데, 사진의 class를 분류해서 "개"로 분류되면 답을 "개", "개 꼬리", "개 귀"로 주는 프로그램으로 이해했는데 맞나요? 맞다면 앞의 문제는 image classification 문제고 뒤는 word-embedding에서 유사 word를 찾는 문제같네요. 아니면 같은 label의 사진들의 embedding값을 묶어 label마다 대표 embedding값을 만들고 유사한 embedding값을 가지는 label을 찾아 반환해 줄 수도 있겠네요.
https://arxiv.org/pdf/1809.09924.pdf
이런게 참고 논문이 될 수도요..?
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Warning: Use of undefined constant password - assumed 'password' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view_comment.php on line 166
Warning: Use of undefined constant vote - assumed 'vote' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view_comment.php on line 171
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Warning: Use of undefined constant no - assumed 'no' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view_comment.php on line 173
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Warning: Use of undefined constant vote - assumed 'vote' (this will throw an Error in a future version of PHP) in /home/redtea/html/a_skin/bbsd/view_comment.php on line 173
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