{"id":39651,"date":"2024-11-02T06:50:46","date_gmt":"2024-11-02T06:50:46","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39651"},"modified":"2024-11-26T06:41:09","modified_gmt":"2024-11-26T06:41:09","slug":"%ed%95%99%ec%8a%b5%ec%9a%a9-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%9d%98-%ec%a3%bc%ec%9a%94-%ec%9c%a0%ed%98%95-%ec%9d%8c%ec%84%b1-%eb%b0%8f-%ec%98%a4%eb%94%94%ec%98%a4-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%85%8b","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39651\/","title":{"rendered":"\ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \uc8fc\uc694 \uc720\ud615, \uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ub370\uc774\ud130\uc14b"},"content":{"rendered":"<p>\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \ud604\ub300 \uc778\uacf5\uc9c0\ub2a5\uc758 \uadfc\ubcf8\uc801\uc778 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub2e4\uc591\ud55c \uc720\ud615\uc758 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \uacfc\uc815\uc744 \ud1b5\ud574 \ubc1c\uc804\ud574 \uc654\uc2b5\ub2c8\ub2e4. \uc774 \uc911 \uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ub370\uc774\ud130\uc14b\uc740 \uc2a4\ud53c\uce58 \uc778\uc2dd, \uc74c\uc545 \ucd94\ucc9c \uc2dc\uc2a4\ud15c, \uac10\uc815 \ubd84\uc11d, \uadf8\ub9ac\uace0 \ub2e4\uc591\ud55c \uc624\ub514\uc624 \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud544\uc218\uc801\uc778 \ub370\uc774\ud130\uc758 \ud55c \uc885\ub958\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \uc8fc\uc694 \uc720\ud615\uc744 \uc0b4\ud3b4\ubcf4\uace0, \ud2b9\ud788 \uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>1. \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \uc8fc\uc694 \uc720\ud615<\/h2>\n<p>\ud559\uc2b5\uc6a9 \ub370\uc774\ud130\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uc138 \uac00\uc9c0 \uc8fc\uc694 \uc720\ud615\uc73c\ub85c \ub098\ub258\uc5b4\uc9d1\ub2c8\ub2e4. \uac01 \uc720\ud615\uc740 \ub370\uc774\ud130\uc758 \uad6c\uc870\uc640 \ud2b9\uc131\uc5d0 \ub530\ub77c \ub2e4\ub974\uba70, \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \ud559\uc2b5\uc5d0 \uc801\ud569\ud55c \ubc29\uc2dd\uc73c\ub85c \uc81c\uacf5\ub429\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uad6c\uc870\ud654\ub41c \ub370\uc774\ud130(Structured Data):<\/strong> \uc815\ud615 \ub370\uc774\ud130\ub85c, \ud45c \ud615\uc2dd\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uc77c\ubc18\uc801\uc73c\ub85c \uad00\uacc4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \uad00\ub9ac\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc5d1\uc140 \ud30c\uc77c, CSV \ud30c\uc77c \ub4f1\uc774 \uc788\uc73c\uba70, \uac01 \uc5f4\uc740 \ud2b9\uc131(feature)\uc744 \ub098\ud0c0\ub0b4\uace0 \uac01 \ud589\uc740 \ub808\ucf54\ub4dc\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\ub294 \uc8fc\ub85c \uc815\ub7c9\uc801 \ubd84\uc11d\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uad6c\uc870\ud654\ub41c \ub370\uc774\ud130(Unstructured Data):<\/strong> \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc624\ub514\uc624 \ubc0f \ube44\ub514\uc624 \ub4f1\uc758 \ud615\ud0dc\ub85c \uc874\uc7ac\ud558\uba70, \uba85\ud655\ud55c \uad6c\uc870\uac00 \uc5c6\ub294 \ub370\uc774\ud130\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP), \ucef4\ud4e8\ud130 \ube44\uc804, \uc74c\uc131 \uc778\uc2dd\uacfc \uac19\uc740 \ubd84\uc57c\uc5d0\uc11c \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ube14\ub85c\uadf8 \ud3ec\uc2a4\ud2b8, \uc18c\uc15c \ubbf8\ub514\uc5b4 \uae00, \uc0ac\uc9c4 \ubc0f \uc624\ub514\uc624 \ud30c\uc77c\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubc18\uad6c\uc870\ud654\ub41c \ub370\uc774\ud130(Semi-Structured Data):<\/strong> \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\uc640 \ube44\uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\uc758 \uc911\uac04 \ud615\ud0dc\ub85c, \ud0dc\uadf8\ub098 \ub2e4\ub978 \uba54\ud0c0\ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc815\ubcf4\ub97c \uc870\uc9c1\ud569\ub2c8\ub2e4. XML, JSON \ud3ec\ub9f7\uc758 \ub370\uc774\ud130\uac00 \uc5ec\uae30\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4. \ubc18\uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\ub294 \uc8fc\ub85c \uc6f9 \ub370\uc774\ud130 \ubc0f API \uc751\ub2f5\uc5d0\uc11c \ubc1c\uacac\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. \uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ub370\uc774\ud130\uc14b\uc758 \uc911\uc694\uc131<\/h2>\n<p>\uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc74c\uc131 \uc778\uc2dd, \uc74c\ub7c9 \ubd84\uc11d, \uac10\uc815 \uc778\uc2dd, \uc74c\uc545 \ucd94\ucc9c \ub4f1 \ubc29\ub300\ud55c \uc218\uc758 \uc2e4\uc81c \uc11c\ube44\uc2a4\uc640 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\ub4e4\uc774 \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc758 \ub3c4\uc6c0\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc74c\uc131 \ub370\uc774\ud130\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c \uc751\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc2a4\ud53c\uce58 \uc778\uc2dd(Speech Recognition):<\/strong> \uc778\uac04\uc758 \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\ub294 \uae30\uc220\ub85c, \uc74c\uc131 \ube44\uc11c, \uc790\ub3d9 \uc790\ub9c9 \uc0dd\uc131 \ubc0f \uc74c\uc131 \uba85\ub839 \uc2dc\uc2a4\ud15c\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc74c\uc545 \ucd94\ucc9c(Music Recommendation):<\/strong> \uc720\uc800\uc758 \uc74c\uc545 \uc120\ud638\ub3c4\ub97c \ubd84\uc11d\ud558\uc5ec \ub9de\ucda4\ud615 \ucd94\ucc9c\uc744 \uc81c\uacf5\ud558\ub294 \uac83\uacfc \uad00\ub828\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ub2e4\uc591\ud55c \uc74c\uc545 \ub370\uc774\ud130\uc14b\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uac10\uc815 \ubd84\uc11d(Emotion Recognition):<\/strong> \uc74c\uc131\uc758 \uac10\uc815\uc744 \ubd84\uc11d\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub098 \ube44\ub514\uc624\uc5d0 \uac10\uc815\uc744 \ubd80\uc5ec\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \uace0\uac1d \uc11c\ube44\uc2a4 \ubc0f \uc601\ud654 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ub370\uc774\ud130\uc14b\uc758 \uc608\uc2dc<\/h2>\n<p>\uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ub370\uc774\ud130\uc14b\uc740 \uc138\uacc4 \uac01\uc9c0\uc5d0\uc11c \uacf5\uac1c\ub418\uace0 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \uc5f0\uad6c \ubc0f \uac1c\ubc1c\uc5d0 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \uc8fc\uc694 \uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ub370\uc774\ud130\uc14b\uc758 \uc608\uc2dc\uc785\ub2c8\ub2e4.<\/p>\n<h3>3.1. LibriSpeech<\/h3>\n<p>LibriSpeech\ub294 \ub300\uaddc\ubaa8 \uc624\ub514\uc624\ubd81 \ub370\uc774\ud130\uc14b\uc73c\ub85c, \uc57d 1000\uc2dc\uac04\uc758 \uc601\uc5b4 \uc2a4\ud53c\uce58 \ub370\uc774\ud130\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \uc8fc\ub85c \uc2a4\ud53c\uce58 \uc778\uc2dd\uc744 \uc704\ud55c \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<p><strong>\ud2b9\uc9d5:<\/strong><\/p>\n<ul>\n<li>\ub2e4\uc591\ud55c \ud654\uc790\uc758 \uc74c\uc131 \ub370\uc774\ud130<\/li>\n<li>\uc815\ud655\ud55c \ud14d\uc2a4\ud2b8 \ud2b8\ub79c\uc2a4\ud06c\ub9bd\ud2b8 \uc81c\uacf5<\/li>\n<li>\ub808\ubca8\uc774 \ub2e4\ub978 \uc5ec\ub7ec \ud558\uc704 \ub370\uc774\ud130\uc14b\uc73c\ub85c \uad6c\ubd84<\/li>\n<\/ul>\n<p><strong>\uc811\uc18d \ub9c1\ud06c:<\/strong> <a href=\"http:\/\/www.openslr.org\/12\/\">LibriSpeech \ub370\uc774\ud130\uc14b<\/a><\/p>\n<h3>3.2. Common Voice<\/h3>\n<p>Mozilla\uac00 \uc8fc\uad00\ud558\ub294 Common Voice \ud504\ub85c\uc81d\ud2b8\ub294 \uc138\uacc4 \uac01\uad6d\uc758 \uc790\uc6d0\ubd09\uc0ac\uc790\ub4e4\uc774 \uc81c\uacf5\ud55c \uc74c\uc131 \ub370\uc774\ud130\ub97c \ubaa8\uc740 \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc5b8\uc5b4\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc5b4 \ub2e4\uad6d\uc5b4 \uc2a4\ud53c\uce58 \uc778\uc2dd\uc744 \uc704\ud55c \uc5f0\uad6c\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\ud2b9\uc9d5:<\/strong><\/p>\n<ul>\n<li>\ub2e4\uc591\ud55c \uc5b8\uc5b4\ub85c \ub41c \uc2a4\ud53c\uce58 \uc0d8\ud50c<\/li>\n<li>\uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 \uc74c\uc131 \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\uc2dd<\/li>\n<li>\uac1c\ubc1c\uc790 \ubc0f \uc5f0\uad6c\uc790\uc5d0\uac8c \ubb34\ub8cc\ub85c \uacf5\uac1c<\/li>\n<\/ul>\n<p><strong>\uc811\uc18d \ub9c1\ud06c:<\/strong> <a href=\"https:\/\/commonvoice.mozilla.org\/en\/datasets\">Common Voice \ub370\uc774\ud130\uc14b<\/a><\/p>\n<h3>3.3. Speech Commands<\/h3>\n<p>Speech Commands \ub370\uc774\ud130\uc14b\uc740 Google\uc5d0\uc11c \uc81c\uacf5\ud558\uba70, \ud2b9\uc815 \ub2e8\uc5b4 \ubc0f \uba85\ub839\uc5b4\ub97c \uc778\uc2dd\ud558\ub294 \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uae30 \uc704\ud55c \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4. \uc57d 65,000\uac1c\uc758 \uc624\ub514\uc624 \uc0d8\ud50c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, 30\uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 \ub2e8\uc5b4\ub85c \ucd5c\ub300 65,000\uac1c\uc758 \uc0d8\ud50c\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\ud2b9\uc9d5:<\/strong><\/p>\n<ul>\n<li>\uc9e7\uc740 \uc74c\uc131 \uba85\ub839\uc5b4 \ub370\uc774\ud130\uc14b<\/li>\n<li>\ub2e4\uc591\ud55c \ud654\uc790\uc758 \ub370\uc774\ud130 \ud3ec\ud568<\/li>\n<li>\ubaa8\ub378 \ud559\uc2b5 \ubc0f \ubca4\uce58\ub9c8\ud06c\uc5d0 \uc801\ud569<\/li>\n<\/ul>\n<p><strong>\uc811\uc18d \ub9c1\ud06c:<\/strong> <a href=\"https:\/\/ai.googleblog.com\/2017\/08\/launching-speech-commands-dataset.html\">Speech Commands \ub370\uc774\ud130\uc14b<\/a><\/p>\n<h3>3.4. Google AudioSet<\/h3>\n<p>AudioSet\uc740 \ube44\ub514\uc624\uc5d0\uc11c \uc624\ub514\uc624 \uc0d8\ud50c\uc744 \ucd94\ucd9c\ud55c \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc591\ud55c \ub3d9\ubb3c \uc18c\ub9ac, \uc74c\uc545, \ud658\uacbd \uc18c\uc74c \ub4f1 630\uac1c \uc774\uc0c1\uc758 \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\ud2b9\uc9d5:<\/strong><\/p>\n<ul>\n<li>\ub2e4\uc591\ud55c \uc18c\ub9ac\uc640 \uc74c\ud5a5 \ud074\ub798\uc2a4<\/li>\n<li>\uc57d 2.1\ubc31\ub9cc \uac1c\uc758 \uc624\ub514\uc624 \ud074\ub9bd \uc81c\uacf5<\/li>\n<li>\uc74c\uc131 \uc778\uc2dd\ubfd0\ub9cc \uc544\ub2c8\ub77c \uc624\ub514\uc624 \uae30\ubc18 \ubd84\ub958\uc5d0\ub3c4 \ud65c\uc6a9 \uac00\ub2a5\ud569\ub2c8\ub2e4<\/li>\n<\/ul>\n<p><strong>\uc811\uc18d \ub9c1\ud06c:<\/strong> <a href=\"https:\/\/research.google.com\/audioset\/\">Google AudioSet \ub370\uc774\ud130\uc14b<\/a><\/p>\n<h2>4. \uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ub370\uc774\ud130\uc14b\uc758 \ud65c\uc6a9<\/h2>\n<p>\uc774\ub7ec\ud55c \ub370\uc774\ud130\uc14b\ub4e4\uc740 \uc5ec\ub7ec \uc0b0\uc5c5\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc74c\uc131 \uc778\uc2dd API, \uac10\uc815 \ubd84\uc11d \uc18c\ud504\ud2b8\uc6e8\uc5b4, \uc74c\uc545 \ucd94\ucc9c \uc54c\uace0\ub9ac\uc998 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ub370\uc774\ud130\uc14b\uc774 \uae30\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uae30\uc220 \ubc1c\uc804\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0, \uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ub370\uc774\ud130\uc758 \ud559\uc2b5\uacfc \ud65c\uc6a9\uc5d0\ub294 \ub3c4\uc804\uacfc\uc81c\uac00 \ub0a8\uc544 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ubc29\uc5b8, \uc5b5\uc591, \ubc1c\uc74c \ucc28\uc774 \ub4f1 \ub2e4\uc591\ud55c \ubcc0\uc218\ub4e4\uc774 \uc74c\uc131 \uc778\uc2dd \uc815\ud655\ub3c4\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \ub2e4\uc591\ud55c \uc778\uc885, \uc131\ubcc4, \ub098\uc774\uc758 \ubc1c\ud654\ub97c \ud3ec\ud568\ud558\ub294 \ub370\uc774\ud130\uc14b\uc744 \uc218\uc9d1\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h2>5. \uacb0\ub860<\/h2>\n<p>\uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ub370\uc774\ud130\uc14b\uc740 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c \ud544\uc218\uc801\uc778 \uc694\uc18c\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uacf5\uac1c \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud558\uc5ec \uc5f0\uad6c\uc790 \ubc0f \uac1c\ubc1c\uc790\ub4e4\uc740 \ud601\uc2e0\uc801\uc778 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4e4\uace0 AI \uae30\uc220\uc744 \ubc1c\uc804\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \uc774\ud574\uc640 \ud65c\uc6a9 \ubc29\ubc95\uc744 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