35 실습 - 임베딩 (Embedding) - FastText

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"35 강의 - 임베딩 (Embedding) - FastText 실습","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"dMVqD431-HS4"},"source":["#FastText"]},{"cell_type":"code","metadata":{"id":"lTFmK6XOFPud","executionInfo":{"status":"ok","timestamp":1637508365099,"user_tz":-540,"elapsed":256,"user":{"displayName":"이민호","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiFPPatrtQJJCEfMd6D3DoTVRog9gVm7Ovj5Lex=s64","userId":"15829449822908558555"}}},"source":["import pandas as pd\n","it_df = pd.read_csv('./word_embedding_it.csv').dropna()\n","culture_df = pd.read_csv('./word_embedding_culture.csv').dropna()\n","\n","it_token_ls = list(it_df.loc[:,'1']) \n","culture_token_ls = list(culture_df.loc[:,'1'])\n","\n","total_token_ls = it_token_ls + culture_token_ls  \n","\n","# 리스트의 값을 ','로 분리\n","total_token_ls = [tokens.split(',') for tokens in total_token_ls]"],"execution_count":11,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"q3zZSMrtGsR0","executionInfo":{"status":"ok","timestamp":1637508373560,"user_tz":-540,"elapsed":478,"user":{"displayName":"이민호","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiFPPatrtQJJCEfMd6D3DoTVRog9gVm7Ovj5Lex=s64","userId":"15829449822908558555"}},"outputId":"97a3b01a-233a-4946-fc99-0e77e2e4982c"},"source":["total_token_ls[:50]"],"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[['배',\n","  '정회',\n","  '신임',\n","  '과학기술',\n","  '일자리',\n","  '진흥',\n","  '원장',\n","  '아시아',\n","  '경제',\n","  '이민',\n","  '우',\n","  '배',\n","  '정회',\n","  '전',\n","  '국립',\n","  '중앙',\n","  '과학',\n","  '관',\n","  '전시',\n","  '연구',\n","  '단장',\n","  '과학기술',\n","  '일자리',\n","  '진흥',\n","  '제',\n","  '원장',\n","  '취임',\n","  '과학기술',\n","  '정보',\n","  '통신',\n","  '같은',\n","  '인사',\n","  '발표',\n","  '임기',\n","  '날',\n","  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 '선',\n","  '위',\n","  '이번',\n","  '판결',\n","  '대해',\n","  '구체',\n","  '내용',\n","  '뒤',\n","  '즉시',\n","  '항고',\n","  '여부',\n","  '향후',\n","  '대응',\n","  '방안',\n","  '검토',\n","  '계획',\n","  '입장',\n","  '스포츠',\n","  '서울',\n","  '공식',\n","  '페이스',\n","  '북',\n","  '팟',\n","  '캐스트',\n","  '스포츠',\n","  '서울',\n","  '야구',\n","  '파일',\n","  '스포츠',\n","  '서울',\n","  '공식',\n","  '유',\n","  '튜브',\n","  '채널',\n","  '기사',\n","  '제보',\n","  '스포츠',\n","  '서울'],\n"," ['수술',\n","  '없이',\n","  '초음파',\n","  '원하는',\n","  '세포',\n","  '선택',\n","  '제거',\n","  '연구',\n","  '기반',\n","  '마련',\n","  '데',\n","  '일리',\n","  '연호',\n","  '초',\n","  '강력',\n","  '초음파',\n","  '에너지',\n","  '곳',\n","  '집중',\n","  '초점',\n","  '부위',\n","  '조직',\n","  '제거',\n","  '거나',\n","  '치료',\n","  '고',\n","  '강도',\n","  '집',\n","  '속',\n","  '초음파',\n","  '기술',\n","  '차세대',\n","  '의료',\n","  '기술',\n","  '주목',\n","  '외과',\n","  '수술',\n","  '없이',\n","  '종양',\n","  '제거',\n","  '가능해',\n","  '정상',\n","  '조직',\n","  '부작용',\n","  '회복',\n","  '시간',\n","  '빨라',\n","  '실제',\n","  '임',\n","  '적용',\n","  '위',\n","  '다양한',\n","  '연구',\n","  '진행',\n","  '이런',\n","  '가운데',\n","  '최근',\n","  '국내',\n","  '연',\n","  '구진',\n","  '수학',\n","  '모델링',\n","  '기법',\n","  '초고',\n","  '속',\n","  '카메라',\n","  '이용',\n","  '실험',\n","  '통해',\n","  '집',\n","  '속',\n","  '초음파',\n","  '연조직',\n","  '제거',\n","  '효과',\n","  '메커니즘',\n","  '최초',\n","  '규명',\n","  '주목',\n","  '집속',\n","  '초음파',\n","  '연조직',\n","  '제거',\n","  '효과',\n","  '의해',\n","  '물리',\n","  '제거',\n","  '동물',\n","  '간',\n","  '조직',\n","  '사진',\n","  '한국',\n","  '과학기술',\n","  '연구원',\n","  '바이오',\n","  '닉스',\n","  '연구',\n","  '단',\n","  '박',\n","  '기주',\n","  '김형',\n","  '민',\n","  '박사',\n","  '팀',\n","  '영국',\n","  '런던',\n","  '대학교',\n","  '기계공학',\n","  '사파리',\n","  '교수',\n","  '팀',\n","  '공동',\n","  '연구',\n","  '통해',\n","  '강력한',\n","  '초음파',\n","  '영역',\n","  '발생',\n","  '음향',\n","  '공동현',\n","  '예측',\n","  '수학',\n","  '모델',\n","  '개발',\n","  '집',\n","  '속',\n","  '초음파',\n","  '연조직',\n","  '제거',\n","  '효과',\n","  '메커니즘',\n","  '학계',\n","  '최초',\n","  '규명',\n","  '음향',\n","  '공동현',\n","  '은',\n","  '액체',\n","  '내',\n","  '압력',\n","  '변화',\n","  '의해',\n","  '기',\n","  '포',\n","  '공기',\n","  '방울',\n","  '발생',\n","  '현상',\n","  '또는',\n","  '액체',\n","  '내',\n","  '이미',\n","  '존재',\n","  '있는',\n","  '기',\n","  '포',\n","  '압력',\n","  '변화',\n","  '진동',\n","  '붕괴하는',\n","  '현상',\n","  '대기압',\n","  '수백',\n","  '배',\n","  '달',\n","  '수십',\n","  '메',\n","  '파스칼',\n","  '의',\n","  '압력',\n","  '세기',\n","  '고',\n","  '강도',\n","  '집',\n","  '속',\n","  '초음파',\n","  '남짓한',\n","  '짧은',\n","  '시간',\n","  '초점',\n","  '부위',\n","  '온도',\n","  '점',\n","  '때',\n","  '초점',\n","  '발생',\n","  '수증기',\n","  '기',\n","  '포의',\n","  '운동',\n","  '에너지',\n","  '이용',\n","  '주변',\n","  '세포',\n","  '조직',\n","  '물리',\n","  '제거',\n","  '이런',\n","  '원리',\n","  '이용',\n","  '다양한',\n","  '의료',\n","  '기술',\n","  '연구',\n","  '있지만',\n","  '아직',\n","  '관련',\n","  '현상',\n","  '완벽하게',\n","  '설명',\n","  '메커니즘',\n","  '연구',\n","  '팀',\n","  '먼저',\n","  '강력한',\n","  '초음파',\n","  '영역',\n","  '발생',\n","  '음향',\n","  '공동현',\n","  '상의',\n","  '운동',\n","  '변화',\n","  '예측',\n","  '있는',\n","  '수학',\n","  '모델',\n","  '개발',\n","  '이용',\n","  '세포',\n","  '조직',\n","  '변형률',\n","  '계산',\n","  '인체',\n","  '조직',\n","  '모',\n","  '사',\n","  '실험',\n","  '수행',\n","  '때',\n","  '발생',\n","  '공동현',\n","  '초',\n","  '고속',\n","  '카메라',\n","  '촬영',\n","  '연',\n","  '구진',\n","  '정확도',\n","  '검증',\n","  '위해',\n","  '수학',\n","  '모델',\n","  '이용',\n","  '예측',\n","  '값',\n","  '초고',\n","  '속',\n","  '카메라',\n","  '촬영',\n","  '결과',\n","  '동',\n","  '일',\n","  '조건',\n","  '비교',\n","  '분석',\n","  '그',\n","  '결과',\n","  '기',\n","  '포의',\n","  '운동',\n","  '의해',\n","  '발생',\n","  '강도',\n","  '연조직',\n","  '파괴',\n","  '있을',\n","  '만큼',\n","  '강하면서',\n","  '혈관',\n","  '파괴',\n","  '있는',\n","  '강도',\n","  '약하다는',\n","  '결과',\n","  '고',\n","  '강도',\n","  '집',\n","  '속',\n","  '초음파',\n","  '연조직',\n","  '제거',\n","  '효과',\n","  '메커니즘',\n","  '규명',\n","  '뿐',\n","  '아니라',\n","  '기',\n","  '포의',\n","  '운동',\n","  '변화',\n","  '강도',\n","  '조절',\n","  '원하는',\n","  '세포조직',\n","  '선택',\n","  '제거',\n","  '있는',\n","  '가능성',\n","  '제시',\n","  '박',\n","  '기주',\n","  '박사',\n","  '이번',\n","  '연구',\n","  '초음파',\n","  '이용',\n","  '연조직',\n","  '제거',\n","  '메커니즘',\n","  '학계',\n","  '최초',\n","  '규명',\n","  '수학',\n","  '모델링',\n","  '기법',\n","  '최적화',\n","  '초음파',\n","  '조사',\n","  '조건',\n","  '외과',\n","  '수술',\n","  '없이도',\n","  '종양',\n","  '치료',\n","  '특정',\n","  '세포',\n","  '선택',\n","  '제거',\n","  '가능할',\n","  '전망',\n","  '설명',\n","  '김형',\n","  '민',\n","  '박사',\n","  '지속',\n","  '연구',\n","  '통해',\n","  '향후',\n","  '항암',\n","  '면역',\n","  '치료',\n","  '세포',\n","  '이식',\n","  '술',\n","  '분야',\n","  '활용',\n","  '기술',\n","  '발전',\n","  '기대한다',\n","  '고',\n","  '연구',\n","  '기관',\n","  '고유',\n","  '사업',\n","  '국가',\n","  '과학기술',\n","  '연구',\n","  '회',\n","  '창의',\n","  '형',\n","  '융합',\n","  '연구',\n","  '사업',\n","  '지원',\n","  '수행',\n","  '연',\n","  '구결',\n","  '최',\n","  '신호',\n","  '게재',\n","  '연호',\n","  '네이버',\n","  '데',\n","  '일리',\n","  '구독',\n","  '꿀',\n","  '잼',\n","  '가득',\n","  '영상',\n","  '보기',\n","  '빡',\n","  '침해',\n","  '소',\n","  '청춘',\n","  '뉘',\n","  '우스',\n","  '스냅',\n","  '타임',\n","  '종합',\n","  '경제',\n","  '정보',\n","  '미디어',\n","  '데',\n","  '일리',\n","  '전',\n","  '재',\n","  '재'],\n"," ['데',\n","  '일리',\n","  '연호',\n","  '직책',\n","  '승진',\n","  '명',\n","  '감사',\n","  '부',\n","  '부장',\n","  '변재',\n","  '규',\n","  '창의',\n","  '융합',\n","  '교육',\n","  '단',\n","  '단장',\n","  '경호',\n","  '과학',\n","  '문화',\n","  '산업',\n","  '기반',\n","  '실',\n","  '실장',\n","  '김명수',\n","  '창의',\n","  '융합',\n","  '기획',\n","  '실',\n","  '실장',\n","  '민영',\n","  '경',\n","  '교육',\n","  '기',\n","  '부자유',\n","  '학기',\n","  '지원',\n","  '실',\n","  '실장',\n","  '윤',\n","  '종',\n","  '현',\n","  '소프트웨어',\n","  '인재',\n","  '육성',\n","  '실',\n","  '실장',\n","  '홍',\n","  '옥수',\n","  '기획',\n","  '평가',\n","  '실',\n","  '실장',\n","  '임',\n","  '세진',\n","  '경영',\n","  '지원',\n","  '실',\n","  '실장',\n","  '장미',\n","  '경',\n","  '겸직',\n","  '명',\n","  '창의',\n","  '융합',\n","  '교육',\n","  '단장',\n","  '종합',\n","  '교육',\n","  '연수',\n","  '원장',\n","  '원격교육',\n","  '연수',\n","  '원장',\n","  '경호',\n","  '과학',\n","  '문화',\n","  '협력',\n","  '단장',\n","  '과학',\n","  '문화',\n","  '협력',\n","  '실장',\n","  '최',\n","  '연구',\n","  '전보',\n","  '명',\n","  '경영',\n","  '기획',\n","  '단',\n","  '단장',\n","  '정규',\n","  '과학',\n","  '문화',\n","  '확산',\n","  '실',\n","  '실장',\n","  '정원',\n","  '선',\n","  '과학',\n","  '수학',\n","  '교육',\n","  '개발',\n","  '실',\n","  '실장',\n","  '현숙',\n","  '과학',\n","  '수학',\n","  '검',\n","  '인정',\n","  '팀',\n","  '팀',\n","  '이환',\n","  '철',\n","  '과학',\n","  '영재',\n","  '육성',\n","  '실',\n","  '실장',\n","  '길이',\n","  '연호',\n","  '네이버',\n","  '데',\n","  '일리',\n","  '구독',\n","  '꿀',\n","  '잼',\n","  '가득',\n","  '영상',\n","  '보기',\n","  '빡',\n","  '침해',\n","  '소',\n","  '청춘',\n","  '뉘',\n","  '우스',\n","  '스냅',\n","  '타임',\n","  '종합',\n","  '경제',\n","  '정보',\n","  '미디어',\n","  '데',\n","  '일리',\n","  '전',\n","  '재',\n","  '재']]"]},"metadata":{},"execution_count":12}]},{"cell_type":"code","metadata":{"id":"lfJ-l1Po-IhS","executionInfo":{"status":"ok","timestamp":1637508417224,"user_tz":-540,"elapsed":5574,"user":{"displayName":"이민호","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiFPPatrtQJJCEfMd6D3DoTVRog9gVm7Ovj5Lex=s64","userId":"15829449822908558555"}}},"source":["from gensim.models import FastText\n","\n","# FastText 모델생성\n","ft_model = FastText(total_token_ls,  \n","                      size=10,                 # 임베딩된 단어 벡터의 차원 크기\n","                      window=8,                 # 문맥의 크기(window_size)\n","                      min_count=2,            # 2번 미만 등장한 단어는 제외\n","                      alpha = 0.025,                    # 학습률(Learning rate)\n","                      sg = 1,                             # 0: CBOW, 1: Skip-gram\n","                      iter = 10,              # 전체 문장 반복학습 횟수(epoch)\n","                      min_n=3, max_n=6)            # 최소, 최대 N-gram 수   "],"execution_count":13,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0ytgiZR7G5Xk","executionInfo":{"status":"ok","timestamp":1637508432133,"user_tz":-540,"elapsed":270,"user":{"displayName":"이민호","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiFPPatrtQJJCEfMd6D3DoTVRog9gVm7Ovj5Lex=s64","userId":"15829449822908558555"}},"outputId":"1e8cbd56-a6de-42ec-fabf-ac7144ee24c8"},"source":["ft_model.wv['인공']"],"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([-0.62968594,  0.23484541,  0.1682869 , -1.2112854 , -0.6498948 ,\n","       -0.13025495, -0.20293023,  0.7200947 ,  0.59119844,  0.10689488],\n","      dtype=float32)"]},"metadata":{},"execution_count":14}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6wlhX-LLG8cE","executionInfo":{"status":"ok","timestamp":1637508442374,"user_tz":-540,"elapsed":268,"user":{"displayName":"이민호","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiFPPatrtQJJCEfMd6D3DoTVRog9gVm7Ovj5Lex=s64","userId":"15829449822908558555"}},"outputId":"c4d22d94-a5bd-41a3-df15-e424a505f88a"},"source":["ft_model.wv['인공지능']"],"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([-0.6961131 ,  0.28356546,  0.15396447, -1.3493905 , -0.8858595 ,\n","       -0.07262872, -0.05468421,  0.9745741 ,  0.73570406, -0.08994563],\n","      dtype=float32)"]},"metadata":{},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"SOvGNGjG-LAW","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1637508464439,"user_tz":-540,"elapsed":251,"user":{"displayName":"이민호","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiFPPatrtQJJCEfMd6D3DoTVRog9gVm7Ovj5Lex=s64","userId":"15829449822908558555"}},"outputId":"0c77a1c0-a63b-481f-e029-60f862eccb9d"},"source":["# Getting most similar vectors\n","print(ft_model.wv.most_similar('인공'))\n","\n","# Getting most similar vectors\n","print(ft_model.wv.most_similar('인공지능'))\n"],"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["[('지능', 0.9551432132720947), ('관제', 0.918044924736023), ('결합', 0.8986109495162964), ('측정', 0.8976536989212036), ('체인', 0.8894953727722168), ('커뮤니티', 0.8850618600845337), ('필수', 0.8849857449531555), ('접목', 0.8833997249603271), ('블록', 0.8827598094940186), ('컨텐츠', 0.8790439963340759)]\n","[('인공', 0.9859704375267029), ('지능', 0.9712799191474915), ('결합', 0.9432092905044556), ('관제', 0.9351277351379395), ('컨텐츠', 0.934576690196991), ('필수', 0.9256923198699951), ('블록', 0.9248343706130981), ('체인', 0.9197674989700317), ('커뮤니티', 0.9090615510940552), ('주력', 0.9089792966842651)]\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"cQOzEVqtGYWI","executionInfo":{"status":"ok","timestamp":1637508485935,"user_tz":-540,"elapsed":265,"user":{"displayName":"이민호","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiFPPatrtQJJCEfMd6D3DoTVRog9gVm7Ovj5Lex=s64","userId":"15829449822908558555"}},"outputId":"aba1c28b-7b94-4a83-d51e-1b3a363274a9"},"source":["ft_model.wv['니티']"],"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([-0.5216531 , -0.27237293,  0.538858  , -0.87211835, -0.33458582,\n","       -0.05431077,  0.1288107 ,  1.2560449 ,  0.67487967,  0.21804442],\n","      dtype=float32)"]},"metadata":{},"execution_count":17}]},{"cell_type":"code","metadata":{"id":"JhM5jFIvGaF8","executionInfo":{"status":"ok","timestamp":1637508324242,"user_tz":-540,"elapsed":309,"user":{"displayName":"이민호","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiFPPatrtQJJCEfMd6D3DoTVRog9gVm7Ovj5Lex=s64","userId":"15829449822908558555"}}},"source":[""],"execution_count":10,"outputs":[]}]}