{"id":39693,"date":"2024-11-02T06:51:03","date_gmt":"2024-11-02T06:51:03","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39693"},"modified":"2024-11-26T06:41:03","modified_gmt":"2024-11-26T06:41:03","slug":"%ed%95%99%ec%8a%b5-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%85%8b%ec%9d%84-%ed%99%9c%ec%9a%a9%ed%95%9c-%ed%94%84%eb%a1%9c%ec%a0%9d%ed%8a%b8-%ec%98%88%ec%a0%9c-%ec%9d%8c%ec%84%b1-%ec%9d%b8%ec%8b%9d%ec%9d%84","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39693\/","title":{"rendered":"\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \uc74c\uc131 \uc778\uc2dd\uc744 \ud65c\uc6a9\ud55c \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c"},"content":{"rendered":"<p>\ud604\uc7ac \uc778\uacf5\uc9c0\ub2a5(AI) \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc8fc\ubaa9\ubc1b\uace0 \uc788\ub294 \uae30\uc220 \uc911 \ud558\ub098\ub294 \ubc14\ub85c \uc74c\uc131 \uc778\uc2dd \uae30\uc220\uc785\ub2c8\ub2e4. \uc74c\uc131 \uc778\uc2dd\uc740 \uc0ac\uc6a9\uc790\uc758 \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\ub294 \uae30\uc220\ub85c, \uc774 \uae30\uc220\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ud2b9\ud788 \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \uc74c\uc131 \uc778\uc2dd \uae30\uc220\uc774 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uc74c\uc131 \uc778\uc2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \ud544\uc694\ud55c \ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud0d0\uad6c\ud558\uace0, \uacf5\uac1c\ub41c \ub370\uc774\ud130\uc14b\uc744 \uc5bb\uc744 \uc218 \uc788\ub294 \uacf3\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c\uc758 \uc774\ud574<\/h2>\n<p>\ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790\uc758 \uc74c\uc131\uc744 \uc774\ud574\ud558\uace0 \uc774\uc5d0 \ub300\ud55c \uc801\uc808\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc74c\uc131 \uc778\uc2dd \uc2dc\uc2a4\ud15c:<\/strong> \uc0ac\uc6a9\uc790\uc758 \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \uc5ec\ub7ec \uac00\uc9c0 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uc0ac\uc6a9\ub418\uc5b4 \uc74c\uc131\uc744 \uc778\uc2dd\ud558\uace0 \uc774\ub97c \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uae30\uc220:<\/strong> \ubcc0\ud658\ub41c \ud14d\uc2a4\ud2b8\ub97c \ubd84\uc11d\ud558\uace0 \uc774\ud574\ud558\uc5ec, \uc0ac\uc6a9\uc790\uc758 \uc758\ub3c4\ub97c \ud30c\uc545\ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc758\ub3c4 \uc778\uc2dd, \uac1c\uccb4\uba85 \uc778\uc2dd, \uac10\uc815 \ubd84\uc11d \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc751\ub2f5 \uc0dd\uc131 \uc2dc\uc2a4\ud15c:<\/strong> \uc0ac\uc6a9\uc790\uc758 \uc694\uccad\uc774\ub098 \uc9c8\ubb38\uc5d0 \uc801\uc808\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uaddc\uce59 \uae30\ubc18 \uc2dc\uc2a4\ud15c \ub610\ub294 \uc2e0\uacbd\ub9dd \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc774 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc74c\uc131 \ud569\uc131 \uae30\uc220:<\/strong> \uc0dd\uc131\ub41c \uc751\ub2f5\uc744 \uc74c\uc131\uc73c\ub85c \ubcc0\ud658\ud558\uc5ec \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc804\ub2ec\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. \uc74c\uc131 \uc778\uc2dd\uc744 \uc704\ud55c \ud559\uc2b5 \ub370\uc774\ud130<\/h2>\n<p>\uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub300\uaddc\ubaa8 \uc74c\uc131 \ub370\uc774\ud130\uc14b\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \uc74c\uc131 \ud30c\uc77c\uacfc \ud574\ub2f9 \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \uc804\ud658\ud55c \ub808\uc774\ube14(\uc815\ub2f5)\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\uc744 \uc704\ud574 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uacf5\uac1c \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4:<\/p>\n<h3>2.1. Common Voice<\/h3>\n<p><a href=\"https:\/\/commonvoice.mozilla.org\/en\/datasets\">Common Voice<\/a>\ub294 Mozilla\uac00 \uc81c\uacf5\ud558\ub294 \uc624\ud508 \uc18c\uc2a4 \uc74c\uc131 \ub370\uc774\ud130\uc14b\uc73c\ub85c, \ub2e4\uc591\ud55c \uc5b8\uc5b4\uc640 \uc5b5\uc591\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc0ac\uc6a9\uc790\uac00 \ucc38\uc5ec\ud558\uc5ec \uc74c\uc131 \ub370\uc774\ud130\ub97c \uc81c\ucd9c\ud558\ub294 \ud615\ud0dc\ub85c \uc131\uc7a5\ud558\uace0 \uc788\uc73c\uba70, \uc57d 60\uc5ec \uac1c \uc5b8\uc5b4\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc14b\uc740 \uc74c\uc131 \ud30c\uc77c\uacfc \ud574\ub2f9 \ud14d\uc2a4\ud2b8 \ub808\uc774\ube14\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc5b4 \uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\uc758 \ud559\uc2b5\uc5d0 \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.2. LibriSpeech<\/h3>\n<p><a href=\"http:\/\/www.openslr.org\/12\/\">LibriSpeech<\/a>\ub294 \uc601\ud654 \ub300\ubcf8\uc5d0\uc11c \ucd94\ucd9c\ud55c \uc0ac\uc6b4\ub4dc \ud074\ub9bd\uc73c\ub85c \uad6c\uc131\ub41c \ub300\uaddc\ubaa8 \uc74c\uc131 \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4. \uc57d 1000\uc2dc\uac04 \ubd84\ub7c9\uc758 \uc624\ub514\uc624\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc73c\uba70, \uc8fc\ub85c \uc601\uc5b4\ub85c \ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \uc74c\uc131 \uc778\uc2dd, \uc74c\uc131 \ud569\uc131 \ub4f1 \ub9ce\uc740 \uc5f0\uad6c\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>2.3. TED-LIUM<\/h3>\n<p><a href=\"http:\/\/www-lium.univ-lemans.fr\/ted-lium3\/\">TED-LIUM<\/a>\uc740 TED \uac15\uc5f0\uc5d0\uc11c \ucd94\ucd9c\ud55c \ub370\uc774\ud130\uc14b\uc73c\ub85c, \ub2e4\uc591\ud55c \uc8fc\uc81c\ub97c \ub2e4\ub8e8\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc601\uc5b4\ubfd0\ub9cc \uc544\ub2c8\ub77c \ub2e4\ub978 \uc5b8\uc5b4\uc758 \uac15\uc5f0\ub3c4 \ud3ec\ud568\ub418\uc5b4 \uc788\uc5b4 \ub2e4\uad6d\uc801 \uc74c\uc131 \uc778\uc2dd \ubaa8\ub378 \uac1c\ubc1c\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc14b\uc740 \uc624\ub514\uc624 \ud30c\uc77c\uacfc \ud14d\uc2a4\ud2b8 \ub808\uc774\ube14\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.4. VoxCeleb<\/h3>\n<p><a href=\"http:\/\/www.robots.ox.ac.uk\/~vgg\/data\/voxceleb\/\">VoxCeleb<\/a> \ub370\uc774\ud130\uc14b\uc740 \uc720\uba85\uc778\uc758 \uc74c\uc131 \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \uc74c\uc131 \uc778\uc2dd\ubfd0\ub9cc \uc544\ub2c8\ub77c \ud654\uc790 \uc778\uc2dd(\uc5b4\ub5a4 \uc0ac\ub78c\uc774 \ub9d0\ud558\uace0 \uc788\ub294\uc9c0\ub97c \uc2dd\ubcc4\ud558\ub294 \uae30\uc220) \uc5f0\uad6c\uc5d0\ub3c4 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub370\uc774\ud130\uc14b\uc740 \uc57d 1,000\uba85\uc758 \ud654\uc790\uc758 1,000\uc2dc\uac04 \uc774\uc0c1\uc758 \uc74c\uc131 \uc0d8\ud50c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h2>\n<p>\ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uae30 \uc804\uc5d0 \uc218\uc9d1\ud55c \uc74c\uc131 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uc9c4\ud589\ud574\uc57c \ud569\ub2c8\ub2e4. \uc804\ucc98\ub9ac\ub294 \uc74c\uc131 \uc2e0\ud638\uc758 \ub178\uc774\uc988 \uc81c\uac70, \uc815\uaddc\ud654, \uc0d8\ud50c\ub9c1 \ub4f1\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\ub178\uc774\uc988 \uc81c\uac70:<\/strong> \ud658\uacbd \uc18c\uc74c \ub4f1 \uc6d0\uce58 \uc54a\ub294 \uc18c\ub9ac\ub97c \uc81c\uac70\ud569\ub2c8\ub2e4. \uc8fc\ub85c \uc18c\uc74c \ud544\ud130\ub9c1 \uae30\ubc95\uc774 \uc801\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong> \uc0d8\ud50c\ub9c1:<\/strong> \uc624\ub514\uc624 \uc2e0\ud638\ub97c \uc815\ud574\uc9c4 \uc8fc\uae30(\uc608: 16kHz)\ub85c \uc77c\uc815\ud558\uac8c \uc790\ub985\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\uaddc\ud654:<\/strong> \uc74c\uc131 \uc2e0\ud638\uc758 \uc9c4\ud3ed\uc744 \uc870\uc815\ud558\uc5ec \uc77c\uc815\ud55c \ubc94\uc704 \ub0b4\uc5d0 \uc788\ub3c4\ub85d \ub9cc\ub4ed\ub2c8\ub2e4.<\/li>\n<li><strong>\ud2b9\uc9d5 \ucd94\ucd9c:<\/strong> \uc74c\uc131 \ub370\uc774\ud130\ub97c \ub354 \uc798 \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d MFCC(Mel-Frequency Cepstral Coefficients)\uc640 \uac19\uc740 \uc74c\uc131 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>4. \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud2b8\ub808\uc774\ub2dd<\/h2>\n<p>\uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \uc788\uc5b4 \uc5ec\ub7ec \uac00\uc9c0 \ubaa8\ub378 \uc120\ud0dd\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \uc8fc\ub85c \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<h3>4.1. RNN (Recurrent Neural Network)<\/h3>\n<p>RNN\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ud2b9\ud654\ub41c \uc2e0\uacbd\ub9dd\uc785\ub2c8\ub2e4. \uc785\ub825\uc73c\ub85c \ub4e4\uc5b4\uc628 \uc74c\uc131 \ub370\uc774\ud130\ub97c \uc2dc\uac04\uc801\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \uc74c\uc131 \uc778\uc2dd\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uae34 \uc2dc\ud000\uc2a4\ub97c \ucc98\ub9ac\ud560 \ub54c\ub294 \uae30\uc6b8\uae30 \uc18c\uc2e4 \ubb38\uc81c\ub85c \uc778\ud574 LSTM(Long Short-Term Memory)\uc774\ub098 GRU(Gated Recurrent Unit)\uc640 \uac19\uc740 \ubcc0\ud615\uc774 \uc120\ud638\ub429\ub2c8\ub2e4.<\/p>\n<h3>4.2. CNN (Convolutional Neural Network)<\/h3>\n<p>CNN\uc740 \uc774\ubbf8\uc9c0 \ucc98\ub9ac\uc5d0 \uc8fc\ub85c \uc0ac\uc6a9\ub418\uc9c0\ub9cc, \uc74c\uc131 \uc778\uc2dd\uc5d0\uc11c\ub3c4 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc74c\uc131\uc744 \uc2a4\ud399\ud2b8\ub85c\uadf8\ub7a8 \ud615\ud0dc\ub85c \ubcc0\ud658\ud55c \ud6c4 CNN \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc74c\uc131\uc744 \uc778\uc2dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. CNN\uc740 \ud2b9\uc9d5 \ucd94\ucd9c\uc5d0 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc774\uae30 \ub54c\ubb38\uc5d0 \uba5c \uc2a4\ud399\ud2b8\ub85c\uadf8\ub7a8\uacfc \uac19\uc740 \ub370\uc774\ud130\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.3. Transformer \ubaa8\ub378<\/h3>\n<p>\ucd5c\uadfc\uc5d0\ub294 \ud2b8\ub79c\uc2a4\ud3ec\uba38(Transformer) \uc544\ud0a4\ud14d\ucc98\uac00 \uc74c\uc131 \uc778\uc2dd\uc5d0\uc11c\ub3c4 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 Google\uc758 BERT\uc640 \uac19\uc740 \ubaa8\ub378\uc740 \ub300\ud654\ub97c \uc774\ud574\ud558\uace0 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uacb0\ud569\ub41c \uc74c\uc131 \uc778\uc2dd\uc5d0\uc11c\ub3c4 \uc88b\uc740 \uc131\uacfc\ub97c \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub294 \uba40\ud2f0 \ud5e4\ub4dc \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc744 \ud1b5\ud574 \uc815\ubcf4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>5. \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8 \uc608\uc2dc<\/h2>\n<p>\uc774\uc81c\uae4c\uc9c0 \ubc30\uc6b4 \ub0b4\uc6a9\uc744 \ubc14\ud0d5\uc73c\ub85c \uc74c\uc131 \uc778\uc2dd\uc744 \ud65c\uc6a9\ud55c \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c\uc758 \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8 \uc608\uc2dc\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ud504\ub85c\uc81d\ud2b8\ub294 \uc0ac\uc6a9\uc790\uc640 \ub300\ud654\ud560 \uc218 \uc788\ub294 \ucc57\ubd07\uc744 \ub9cc\ub4dc\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc758 \ub2e8\uacc4\ub97c \ub530\ub77c \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<h3>5.1. \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n<p>\uc704\uc5d0\uc11c \uc5b8\uae09\ud55c \uacf5\uac1c \ub370\uc774\ud130\uc14b \uc911 \ud558\ub098\ub97c \uc120\ud0dd\ud558\uc5ec \uc74c\uc131 \ub370\uc774\ud130\uc640 \ud14d\uc2a4\ud2b8 \ub808\uc774\ube14\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uac00 \ud2b9\uc815 \ud615\uc2dd\uc73c\ub85c \ub418\uc5b4 \uc788\ub294\uc9c0 \ud655\uc778\ud558\uace0 \ud544\uc694\ud55c \uacbd\uc6b0 \ud615\uc2dd\uc744 \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\uc218\uc9d1\ud55c \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ub178\uc774\uc988 \uc81c\uac70\uc640 \uc815\uaddc\ud654\uac00 \uc774\ub8e8\uc5b4\uc9c4 \uc74c\uc131 \ub370\uc774\ud130\ub97c \ub9cc\ub4e4\uace0, MFCC\uc640 \uac19\uc740 \uc74c\uc131 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uc5ec \ubaa8\ub378 \ud559\uc2b5\uc5d0 \uc801\ud569\ud55c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.3. \ubaa8\ub378 \uad6c\ucd95<\/h3>\n<p>\uc120\ud0dd\ud55c \uae30\ubc95\uc5d0 \ub530\ub77c \uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, LSTM \ubc0f CNN \uc870\ud569 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.4. \ubaa8\ub378 \ud6c8\ub828<\/h3>\n<p>\uc218\uc9d1\ud55c \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0b5\ub2c8\ub2e4. \ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \uc190\uc2e4 \ud568\uc218\ub97c \ucd5c\uc801\ud654\ud558\uace0, \uac80\uc99d \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.5. \ud1b5\ud569 \ubc0f \ubc30\ud3ec<\/h3>\n<p>\ud6c8\ub828\ub41c \uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\uc744 \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c\uc5d0 \ud1b5\ud569\ud569\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubaa8\ub4c8\uacfc \uc751\ub2f5 \uc0dd\uc131 \uae30\ub2a5\uc744 \ucd94\uac00\ud558\uc5ec, \uc2e4\uc2dc\uac04\uc73c\ub85c \uc0ac\uc6a9\uc790\uc640 \uc0c1\ud638\uc791\uc6a9\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4. \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc6f9 \ub610\ub294 \ubaa8\ubc14\uc77c \uc571\uc5d0 \ubc30\ud3ec\ud558\uc5ec \uc0ac\uc6a9\uc790\ub4e4\uc774 \uc2dc\uc2a4\ud15c\uc744 \uc774\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\uc74c\uc131 \uc778\uc2dd \uae30\uc220\uc740 \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uc694\uc18c\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud55c \uace0\ud488\uc9c8\uc758 \ud559\uc2b5 \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud558\uace0, \uc801\uc808\ud55c \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\uce5c \ud6c4 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uacf5\uac1c \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \ub204\uad6c\ub098 \uc74c\uc131 \uc778\uc2dd\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc73c\uba70, \uc55e\uc73c\ub85c\uc758 \uae30\uc220 \ubc1c\uc804\uc5d0 \ub530\ub77c \ub354\uc6b1 \ub9ce\uc740 \uc751\uc6a9 \uac00\ub2a5\uc131\uc774 \uc5f4\ub9b4 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc774 \ubc1c\uc804\ud558\uba74\uc11c \uc6b0\ub9ac\uc758 \uc77c\uc0c1\uc740 \ub354 \ub098\uc740 \ubc29\ud5a5\uc73c\ub85c \ubcc0\ud654\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>7. \ucc38\uace0 \uc790\ub8cc<\/h2>\n<ul>\n<li><a href=\"https:\/\/commonvoice.mozilla.org\/en\/datasets\">Common Voice Dataset<\/a><\/li>\n<li><a href=\"http:\/\/www.openslr.org\/12\/\">LibriSpeech Dataset<\/a><\/li>\n<li><a href=\"http:\/\/www-lium.univ-lemans.fr\/ted-lium3\/\">TED-LIUM Dataset<\/a><\/li>\n<li><a href=\"http:\/\/www.robots.ox.ac.uk\/~vgg\/data\/voxceleb\/\">VoxCeleb Dataset<\/a><\/li>\n<li><a href=\"https:\/\/pytorch.org\/tutorials\/intermediate\/speech_recognition_pipeline.html\">PyTorch Speech Recognition<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\ud604\uc7ac \uc778\uacf5\uc9c0\ub2a5(AI) \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc8fc\ubaa9\ubc1b\uace0 \uc788\ub294 \uae30\uc220 \uc911 \ud558\ub098\ub294 \ubc14\ub85c \uc74c\uc131 \uc778\uc2dd \uae30\uc220\uc785\ub2c8\ub2e4. \uc74c\uc131 \uc778\uc2dd\uc740 \uc0ac\uc6a9\uc790\uc758 \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\ub294 \uae30\uc220\ub85c, \uc774 \uae30\uc220\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ud2b9\ud788 \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \uc74c\uc131 \uc778\uc2dd \uae30\uc220\uc774 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uc74c\uc131 \uc778\uc2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \ud544\uc694\ud55c \ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud0d0\uad6c\ud558\uace0, \uacf5\uac1c\ub41c \ub370\uc774\ud130\uc14b\uc744 \uc5bb\uc744 \uc218 \uc788\ub294 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/39693\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \uc74c\uc131 \uc778\uc2dd\uc744 \ud65c\uc6a9\ud55c \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[199],"tags":[],"class_list":["post-39693","post","type-post","status-publish","format-standard","hentry","category-199"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \uc74c\uc131 \uc778\uc2dd\uc744 \ud65c\uc6a9\ud55c \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/39693\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \uc74c\uc131 \uc778\uc2dd\uc744 \ud65c\uc6a9\ud55c \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ud604\uc7ac \uc778\uacf5\uc9c0\ub2a5(AI) \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc8fc\ubaa9\ubc1b\uace0 \uc788\ub294 \uae30\uc220 \uc911 \ud558\ub098\ub294 \ubc14\ub85c \uc74c\uc131 \uc778\uc2dd \uae30\uc220\uc785\ub2c8\ub2e4. \uc74c\uc131 \uc778\uc2dd\uc740 \uc0ac\uc6a9\uc790\uc758 \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\ub294 \uae30\uc220\ub85c, \uc774 \uae30\uc220\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ud2b9\ud788 \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \uc74c\uc131 \uc778\uc2dd \uae30\uc220\uc774 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uc74c\uc131 \uc778\uc2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \ud544\uc694\ud55c \ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud0d0\uad6c\ud558\uace0, \uacf5\uac1c\ub41c \ub370\uc774\ud130\uc14b\uc744 \uc5bb\uc744 \uc218 \uc788\ub294 &hellip; \ub354 \ubcf4\uae30 &quot;\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \uc74c\uc131 \uc778\uc2dd\uc744 \ud65c\uc6a9\ud55c \ub300\ud654\ud615 AI \uc2dc\uc2a4\ud15c&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/39693\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" 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