{"id":25227,"date":"2024-10-26T09:53:09","date_gmt":"2024-10-26T09:53:09","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25227"},"modified":"2024-11-26T08:02:28","modified_gmt":"2024-11-26T08:02:28","slug":"06-02-%eb%94%a5-%eb%9f%ac%eb%8b%9d%ec%9d%84-%ec%9d%b4%ec%9a%a9%ed%95%9c-%ec%9e%90%ec%97%b0%ec%96%b4-%ec%b2%98%eb%a6%ac-%eb%a8%b8%ec%8b%a0-%eb%9f%ac%eb%8b%9d-%ed%9b%91%ec%96%b4%eb%b3%b4%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25227\/","title":{"rendered":"06-02 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd \ud6d1\uc5b4\ubcf4\uae30"},"content":{"rendered":"<p><body><\/p>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \ud55c \ubd84\uc57c\ub85c, \ub525 \ub7ec\ub2dd(Deep Learning) \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ucd5c\uadfc \uba87 \ub144\uac04 \ud070 \uc131\uacfc\ub97c \ub098\ud0c0\ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\uc640 \uba38\uc2e0 \ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \ub525 \ub7ec\ub2dd\uc774\ub780?<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uba38\uc2e0 \ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc5d0\uc11c \uc790\ub3d9\uc73c\ub85c \ud2b9\uc9d5\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2e0\uacbd\ub9dd\uc740 \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uac01 \uce35\uc740 \uc5ec\ub7ec \uac1c\uc758 \ub178\ub4dc\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad6c\uc870\ub97c \ud1b5\ud574 \ubcf5\uc7a1\ud55c \ud328\ud134\uc774\ub098 \uad6c\uc870\ub97c \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>1.1. \uc2e0\uacbd\ub9dd\uc758 \uad6c\uc870<\/h3>\n<p>\uc2e0\uacbd\ub9dd\uc758 \uae30\ubcf8 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>\n\uc785\ub825\uce35       : \uc785\ub825 \ub370\uc774\ud130\ub97c \ubc1b\uc544\ub4e4\uc774\ub294 \uce35\n\uc740\ub2c9\uce35       : \uc785\ub825 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uc5ec \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\ub294 \uce35\n\ucd9c\ub825\uce35       : \ucd5c\uc885 \uacb0\uacfc\ub97c \ucd9c\ub825\ud558\ub294 \uce35\n<\/code><\/pre>\n<h2>2. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \ud544\uc694\uc131<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ud14d\uc2a4\ud2b8 \ubc0f \uc74c\uc131\uacfc \uac19\uc740 \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uc5ec \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uace0, \uc774\ud574\ud558\ub294 \ub370 \ud544\uc218\uc801\uc778 \uae30\uc220\uc785\ub2c8\ub2e4. \uc18c\uc15c \ubbf8\ub514\uc5b4, \ub274\uc2a4 \uae30\uc0ac, \uace0\uac1d \ub9ac\ubdf0 \ub4f1\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\ub294 \uac83\uc740 \ube44\uc988\ub2c8\uc2a4\uc640 \uc5f0\uad6c \ubaa8\ub450\uc5d0 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3>2.1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc8fc\uc694 \uc601\uc5ed<\/h3>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc8fc\uc694 \uc601\uc5ed\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ud615\ud0dc\uc18c \ubd84\uc11d:<\/strong> \ud14d\uc2a4\ud2b8\ub97c \ub2e8\uc5b4 \ubc0f \ud615\ud0dc\uc18c\ub85c \ubd84\ud574\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uad6c\ubb38 \ubd84\uc11d:<\/strong> \ubb38\uc7a5\uc758 \uad6c\uc870\ub97c \ubd84\uc11d\ud558\uc5ec \uc758\ubbf8\ub97c \ud30c\uc545\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc758\ubbf8 \ubd84\uc11d:<\/strong> \uac1c\uccb4 \uc778\uc2dd \ubc0f \uac10\uc131 \ubd84\uc11d\uc744 \ud1b5\ud574 \ud14d\uc2a4\ud2b8\uc758 \uc758\ubbf8\ub97c \uc774\ud574\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uae30\uacc4 \ubc88\uc5ed:<\/strong> \ud55c \uc5b8\uc5b4\uc5d0\uc11c \ub2e4\ub978 \uc5b8\uc5b4\ub85c \ud14d\uc2a4\ud2b8\ub97c \ubc88\uc5ed\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c:<\/strong> \ud2b9\uc815 \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub9e4\uc6b0 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, LSTM(Long Short-Term Memory), GRU(Gated Recurrent Unit), Transformer\uc640 \uac19\uc740 \uc2e0\uacbd\ub9dd \uc544\ud0a4\ud14d\ucc98\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1. RNN\uacfc LSTM<\/h3>\n<p>\uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uac15\uc810\uc744 \uac00\uc9c4 \uc2e0\uacbd\ub9dd\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 RNN\uc740 \uc7a5\uae30 \uc758\uc874\uc131 \ubb38\uc81c\ub97c \uac00\uc9c0\uace0 \uc788\uc73c\uba70, \uc774 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 LSTM\uc774 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. LSTM\uc740 \ub0b4\ubd80 \uc0c1\ud0dc\ub97c \uac00\uc9c0\uace0 \uc788\uc5b4, \uc815\ubcf4\uc758 \uc7a5\uae30 \uae30\uc5b5\uc744 \ud560 \uc218 \uc788\ub294 \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.2. Transformer \ubaa8\ub378<\/h3>\n<p>Transformer \ubaa8\ub378\uc740 Attention \uba54\ucee4\ub2c8\uc998\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc5ec, \uc2dc\ud000\uc2a4\uc758 \ubaa8\ub4e0 \uc694\uc18c\ub97c \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc774\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub0ae\uc740 \uc5f0\uc0b0 \ube44\uc6a9\uc73c\ub85c \ub192\uc740 \uc131\ub2a5\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<h2>4. \uba38\uc2e0 \ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<p>\uba38\uc2e0 \ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ub610\ub294 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4. \uba38\uc2e0 \ub7ec\ub2dd\uc740 \ud06c\uac8c \uc9c0\ub3c4 \ud559\uc2b5, \ube44\uc9c0\ub3c4 \ud559\uc2b5, \uac15\ud654 \ud559\uc2b5\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.1. \uc9c0\ub3c4 \ud559\uc2b5<\/h3>\n<p>\uc9c0\ub3c4 \ud559\uc2b5\uc740 \uc785\ub825 \ub370\uc774\ud130\uc640 \ud574\ub2f9 \ucd9c\ub825 \ub370\uc774\ud130 \uc30d\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\uba54\uc77c \ubd84\ub958\ub97c \uc704\ud55c \ubaa8\ub378\uc740 \uc774\uba54\uc77c\uc758 \uc81c\ubaa9\uacfc \ubcf8\ubb38\uc744 \uc785\ub825\uc73c\ub85c \ubc1b\uace0, \uc2a4\ud338 \ub610\ub294 \uc815\uc0c1 \uc774\uba54\uc77c\ub85c \ubd84\ub958\ud558\ub294 \ucd9c\ub825\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.2. \ube44\uc9c0\ub3c4 \ud559\uc2b5<\/h3>\n<p>\ube44\uc9c0\ub3c4 \ud559\uc2b5\uc740 \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1, \ucc28\uc6d0 \ucd95\uc18c\uc640 \uac19\uc740 \uae30\ubc95\uc774 \uc774 \ubc94\uc8fc\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.3. \uac15\ud654 \ud559\uc2b5<\/h3>\n<p>\uac15\ud654 \ud559\uc2b5\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba74\uc11c \ubcf4\uc0c1\uc744 \ucd5c\ub300\ud654\ud558\ub294 \ubc29\ubc95\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc8fc\ub85c \uac8c\uc784\uc774\ub098 \ub85c\ubd07 \uc81c\uc5b4 \ubb38\uc81c\uc5d0\uc11c \uc801\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h2>5. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc751\uc6a9 \ubd84\uc57c<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c \ub2e4\uc591\ud558\uac8c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uadf8 \uc911 \uba87 \uac00\uc9c0 \uc608\uc2dc\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uace0\uac1d \uc11c\ube44\uc2a4:<\/strong> \ucc57\ubd07\uc744 \ud65c\uc6a9\ud558\uc5ec \uace0\uac1d \ubb38\uc758\uc5d0 \uc790\ub3d9\uc73c\ub85c \uc751\ub2f5.<\/li>\n<li><strong>\ucf58\ud150\uce20 \uc0dd\uc131:<\/strong> \uae30\uc0ac\ub97c \uc790\ub3d9\uc73c\ub85c \uc791\uc131\ud558\uac70\ub098 \uc694\uc57d.<\/li>\n<li><strong>\uc758\ub8cc \ubd84\uc57c:<\/strong> \ud658\uc790\uc758 \uac74\uac15 \uae30\ub85d\uc5d0\uc11c \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c.<\/li>\n<li><strong>\uc18c\uc15c \ubbf8\ub514\uc5b4 \ubd84\uc11d:<\/strong> \uc0ac\uc6a9\uc790 \ud53c\ub4dc\ubc31 \ubc0f \uc758\uacac \ubd84\uc11d.<\/li>\n<\/ul>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uba38\uc2e0 \ub7ec\ub2dd\uc740 \ub9e4\uc6b0 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c, \ub9ce\uc740 \uc0b0\uc5c5\uc5d0\uc11c \ud6a8\uc728\uc131\uc744 \ub192\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ub354\uc6b1 \ubc1c\uc804\ud560 \uc774 \ubd84\uc57c\uc5d0\uc11c \uc5ec\ub7ec \ubaa8\ub378\uacfc \uae30\uc220\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uc9c4\ud654\ud574 \ub098\uac08\uc9c0 \uc9c0\ucf1c\ubcf4\ub294 \uac83\uc774 \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<h2>7. \ucc38\uace0 \ubb38\ud5cc<\/h2>\n<ul>\n<li>[1] Ian Goodfellow, Yoshua Bengio, Aaron Courville, &#8220;Deep Learning&#8221;<\/li>\n<li>[2] Jacob Devlin et al., &#8220;BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding&#8221;<\/li>\n<li>[3] Christopher D. Manning et al., &#8220;Foundations of Statistical Natural Language Processing&#8221;<\/li>\n<\/ul>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \ud55c \ubd84\uc57c\ub85c, \ub525 \ub7ec\ub2dd(Deep Learning) \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ucd5c\uadfc \uba87 \ub144\uac04 \ud070 \uc131\uacfc\ub97c \ub098\ud0c0\ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\uc640 \uba38\uc2e0 \ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \ub525 \ub7ec\ub2dd\uc774\ub780? \ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uba38\uc2e0 \ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc5d0\uc11c \uc790\ub3d9\uc73c\ub85c \ud2b9\uc9d5\uc744 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25227\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;06-02 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd \ud6d1\uc5b4\ubcf4\uae30&#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":[16],"tags":[],"class_list":["post-25227","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>06-02 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, 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