{"id":424,"date":"2025-07-04T07:45:00","date_gmt":"2025-07-03T22:45:00","guid":{"rendered":"https:\/\/devmelody.com\/?p=424"},"modified":"2025-07-11T10:48:43","modified_gmt":"2025-07-11T01:48:43","slug":"%ec%9e%90%ec%97%b0%ec%96%b4-%ec%b2%98%eb%a6%ac-nlp-%ec%8b%a4%eb%ac%b4-%ec%a0%81%ec%9a%a9-%ea%b3%a0%ea%b0%9d-%ec%84%9c%eb%b9%84%ec%8a%a4%eb%b6%80%ed%84%b0-%ec%bd%98%ed%85%90%ec%b8%a0-%eb%b6%84","status":"publish","type":"post","link":"https:\/\/devmelody.com\/?p=424","title":{"rendered":"\uc790\uc5f0\uc5b4 \ucc98\ub9ac NLP \uc2e4\ubb34 \uc801\uc6a9: \uace0\uac1d \uc11c\ube44\uc2a4\ubd80\ud130 \ucf58\ud150\uce20 \ubd84\uc11d\uae4c\uc9c0 \ub2e8\uacc4\ubcc4 \uad6c\ud604\ubc95 6\uac00\uc9c0"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">NLP \uc2e4\ubb34 \uc801\uc6a9 \uc644\ubcbd \uac00\uc774\ub4dc! \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ucc57\ubd07 \uac1c\ubc1c\ubd80\ud130 \uac10\uc131 \ubd84\uc11d\uae4c\uc9c0 \ub2e8\uacc4\ubcc4 \uad6c\ud604\ubc95\uacfc \ube44\uc988\ub2c8\uc2a4 \ud65c\uc6a9 \uc804\ub7b5. \uace0\uac1d \uc11c\ube44\uc2a4 \uc790\ub3d9\ud654\uc640 \ucf58\ud150\uce20 \ubd84\uc11d\uc73c\ub85c \ud601\uc2e0\uc744 \ub9cc\ub4e4\uc5b4\ubcf4\uc138\uc694.<\/p>\n\n\n<div class=\"gb-container gb-container-62324f79\">\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_86 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\ubaa9\ucc28<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/devmelody.com\/?p=424\/#NLP%EA%B0%80_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4%EB%A5%BC_%ED%98%81%EC%8B%A0%ED%95%98%EB%8A%94_%EC%8B%9C%EB%8C%80\" >NLP\uac00 \ube44\uc988\ub2c8\uc2a4\ub97c \ud601\uc2e0\ud558\ub294 \uc2dc\ub300<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/devmelody.com\/?p=424\/#%F0%9F%93%8C_1_NLP_%EA%B8%B0%EB%B3%B8_%EC%9D%B4%ED%95%B4_%EC%8B%A4%EB%AC%B4_%EC%A0%81%EC%9A%A9%EC%9D%98_%EC%B6%9C%EB%B0%9C%EC%A0%90\" >\ud83d\udccc 1. NLP \uae30\ubcf8 \uc774\ud574: \uc2e4\ubb34 \uc801\uc6a9\uc758 \ucd9c\ubc1c\uc810<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/devmelody.com\/?p=424\/#%F0%9F%93%8C_2_%EA%B3%A0%EA%B0%9D_%EC%84%9C%EB%B9%84%EC%8A%A4_%EC%B1%97%EB%B4%87_%EA%B5%AC%ED%98%84_%EB%8B%A8%EA%B3%84%EB%B3%84_%EA%B0%80%EC%9D%B4%EB%93%9C_%EC%B1%97%EB%B4%87_%EA%B0%9C%EB%B0%9C_%ED%94%84%EB%A1%9C%EC%84%B8%EC%8A%A4\" >\ud83d\udccc 2. \uace0\uac1d \uc11c\ube44\uc2a4 \ucc57\ubd07 \uad6c\ud604: \ub2e8\uacc4\ubcc4 \uac00\uc774\ub4dc (\ucc57\ubd07 \uac1c\ubc1c \ud504\ub85c\uc138\uc2a4)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/devmelody.com\/?p=424\/#%F0%9F%93%8C_3_%EA%B0%90%EC%84%B1_%EB%B6%84%EC%84%9D_%EA%B3%A0%EA%B0%9D_%EB%A7%88%EC%9D%8C_%EC%9D%BD%EA%B8%B0%EC%9D%98_%ED%95%B5%EC%8B%AC\" >\ud83d\udccc 3. \uac10\uc131 \ubd84\uc11d: \uace0\uac1d \ub9c8\uc74c \uc77d\uae30\uc758 \ud575\uc2ec<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/devmelody.com\/?p=424\/#%F0%9F%93%8C_4_%ED%85%8D%EC%8A%A4%ED%8A%B8_%EB%B6%84%EB%A5%98_%EB%B0%8F_%EC%BD%98%ED%85%90%EC%B8%A0_%EB%B6%84%EC%84%9D\" >\ud83d\udccc 4. \ud14d\uc2a4\ud2b8 \ubd84\ub958 \ubc0f \ucf58\ud150\uce20 \ubd84\uc11d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/devmelody.com\/?p=424\/#%F0%9F%93%8C_5_%ED%85%8D%EC%8A%A4%ED%8A%B8_%EC%98%88%EC%B8%A1_%EB%B0%8F_%EC%9E%90%EB%8F%99_%EC%99%84%EC%84%B1\" >\ud83d\udccc 5. \ud14d\uc2a4\ud2b8 \uc608\uce21 \ubc0f \uc790\ub3d9 \uc644\uc131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/devmelody.com\/?p=424\/#%F0%9F%93%8C_6_%EC%8B%A4%EB%AC%B4_%EA%B5%AC%ED%98%84_%EC%8B%9C_%EC%A3%BC%EC%9D%98%EC%82%AC%ED%95%AD%EA%B3%BC_%EC%B5%9C%EC%A0%81%ED%99%94\" >\ud83d\udccc 6. \uc2e4\ubb34 \uad6c\ud604 \uc2dc \uc8fc\uc758\uc0ac\ud56d\uacfc \ucd5c\uc801\ud654<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/devmelody.com\/?p=424\/#Q_A_%EC%9E%90%EC%A3%BC_%EB%AC%BB%EB%8A%94_%EC%A7%88%EB%AC%B8%EB%93%A4\" >Q&amp;A: \uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38\ub4e4<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/devmelody.com\/?p=424\/#%F0%9F%8E%81_%EA%B2%B0%EB%A1%A0_NLP%EB%A1%9C_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4_%ED%98%81%EC%8B%A0%EC%9D%84_%EC%9D%B4%EB%81%8C%EC%96%B4%EB%82%B4%EC%84%B8%EC%9A%94\" >\ud83c\udf81 \uacb0\ub860: NLP\ub85c \ube44\uc988\ub2c8\uc2a4 \ud601\uc2e0\uc744 \uc774\ub04c\uc5b4\ub0b4\uc138\uc694<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"gb-headline gb-headline-f680cb7f\"><span class=\"ez-toc-section\" id=\"NLP%EA%B0%80_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4%EB%A5%BC_%ED%98%81%EC%8B%A0%ED%95%98%EB%8A%94_%EC%8B%9C%EB%8C%80\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong><strong><strong>NLP\uac00 \ube44\uc988\ub2c8\uc2a4\ub97c \ud601\uc2e0\ud558\ub294 \uc2dc\ub300<\/strong><\/strong><\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;\ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc815\ub9d0 \uc774\ud574\ud560 \uc218 \uc788\uc744\uae4c?&#8221; \uc774\ub7f0 \uc758\ubb38\uc774 \uc774\uc81c\ub294 \ud604\uc2e4\uc774 \ub418\uc5c8\uc5b4\uc694. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing)\ub294&nbsp;<strong>\ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ubd84\uc11d, \uc774\ud574 \ubc0f \uc0dd\uc131\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ucef4\ud4e8\ud305 \uae30\uc220\uc744 \uacb0\ud569<\/strong>\ud55c \ud601\uc2e0\uc801\uc778 \uae30\uc220\uc785\ub2c8\ub2e4 (\ucd9c\ucc98:&nbsp;<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.ibm.com\/kr-ko\/think\/topics\/natural-language-processing\">IBM NLP \uac00\uc774\ub4dc<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud604\uc7ac NLP\ub294&nbsp;<strong>\uae30\uacc4 \ubc88\uc5ed, \uac10\uc131 \ubd84\uc11d, \uc9c8\uc758 \uc751\ub2f5 \uc2dc\uc2a4\ud15c, \ud14d\uc2a4\ud2b8 \ubd84\ub958 \ubc0f \uad70\uc9d1\ud654, \uc790\ub3d9 \uc694\uc57d<\/strong>&nbsp;\ub4f1 \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc5b4\uc694 (\ucd9c\ucc98:&nbsp;<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.deviantceblog.com\/it-30\/\">\uc2e4\ubb34 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\ubc95<\/a>). \ud2b9\ud788 \ube44\uc988\ub2c8\uc2a4 \ud604\uc7a5\uc5d0\uc11c\ub294 \uace0\uac1d \uc11c\ube44\uc2a4 \ud5a5\uc0c1, \ub9c8\ucf00\ud305 \uc778\uc0ac\uc774\ud2b8 \ub3c4\ucd9c, \uc5c5\ubb34 \uc790\ub3d9\ud654 \ub4f1 \uc2e4\uc9c8\uc801\uc778 \uac00\uce58\ub97c \ucc3d\ucd9c\ud558\uace0 \uc788\uc8e0.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc624\ub298\uc740 \uc774 \ub611\ub611\ud55c NLP\ub97c \uc6b0\ub9ac \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc5b4\ub5bb\uac8c \uc801\uc6a9\ud560 \uc218 \uc788\uc744\uc9c0, \uc544\uc8fc \uad6c\uccb4\uc801\uc778 \ub2e8\uacc4\ub97c \ubc1f\uc544\uac00\uba70 \uc27d\uac8c \uc124\uba85\ud574 \ub4dc\ub9b4\uac8c\uc694. \uc774\ub860\uc801\uc778 \ub0b4\uc6a9\ubcf4\ub2e4\ub294 \ubc14\ub85c \uc368\uba39\uc744 \uc218 \uc788\ub294 \uc2e4\uc6a9\uc801\uc778 \ud301\uc744 \uc704\uc8fc\ub85c \uc54c\ub824\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4!<\/p>\n\n\n\n<div class=\"wp-block-cover\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"751\" class=\"wp-block-cover__image-background wp-image-101\" alt=\"\ubbf8\ub2c8pc \uc378\ub124\uc77c\" src=\"https:\/\/devmelody.com\/wp-content\/uploads\/2024\/05\/arvind-menon-bPhQMM5yNNA-unsplash-1024x751.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/devmelody.com\/wp-content\/uploads\/2024\/05\/arvind-menon-bPhQMM5yNNA-unsplash-1024x751.jpg 1024w, https:\/\/devmelody.com\/wp-content\/uploads\/2024\/05\/arvind-menon-bPhQMM5yNNA-unsplash-300x220.jpg 300w, https:\/\/devmelody.com\/wp-content\/uploads\/2024\/05\/arvind-menon-bPhQMM5yNNA-unsplash-768x563.jpg 768w, https:\/\/devmelody.com\/wp-content\/uploads\/2024\/05\/arvind-menon-bPhQMM5yNNA-unsplash-1536x1126.jpg 1536w, https:\/\/devmelody.com\/wp-content\/uploads\/2024\/05\/arvind-menon-bPhQMM5yNNA-unsplash-2048x1502.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\"><strong><strong><strong><strong>\uc790\uc5f0\uc5b4 \ucc98\ub9ac NLP<\/strong><\/strong><\/strong><\/strong><\/p>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n<div class='code-block code-block-1' style='margin: 8px 0; clear: both;'>\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js?client=ca-pub-8669337553475169\"\n     crossorigin=\"anonymous\"><\/script>\n<!-- \uc6cc\ub4dc\uc911\uac04\uad11\uace0devmel -->\n<ins class=\"adsbygoogle\"\n     style=\"display:block\"\n     data-ad-client=\"ca-pub-8669337553475169\"\n     data-ad-slot=\"7123847908\"\n     data-ad-format=\"auto\"\n     data-full-width-responsive=\"true\"><\/ins>\n<script>\n     (adsbygoogle = window.adsbygoogle || []).push({});\n<\/script><\/div>\n\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<\/div>\n\n<div class=\"gb-container gb-container-52f016f6\">\n\n<h3 class=\"gb-headline gb-headline-d9134ecc\"><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_1_NLP_%EA%B8%B0%EB%B3%B8_%EC%9D%B4%ED%95%B4_%EC%8B%A4%EB%AC%B4_%EC%A0%81%EC%9A%A9%EC%9D%98_%EC%B6%9C%EB%B0%9C%EC%A0%90\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong><strong><strong><strong><strong>\ud83d\udccc 1. NLP \uae30\ubcf8 \uc774\ud574: \uc2e4\ubb34 \uc801\uc6a9\uc758 \ucd9c\ubc1c\uc810<\/strong><\/strong><\/strong><\/strong><\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"576\" height=\"553\" src=\"https:\/\/devmelody.com\/wp-content\/uploads\/2025\/06\/image-19.png\" alt=\"\" class=\"wp-image-427\" srcset=\"https:\/\/devmelody.com\/wp-content\/uploads\/2025\/06\/image-19.png 576w, https:\/\/devmelody.com\/wp-content\/uploads\/2025\/06\/image-19-300x288.png 300w\" sizes=\"auto, (max-width: 576px) 100vw, 576px\" \/><figcaption class=\"wp-element-caption\">NLP \uae30\ubcf8 \uc774\ud574<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NLP\uc758 \uac00\uc7a5 \uae30\ubcf8\uc740 \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud560 \uc218 \uc788\ub294 \ubc29\uc2dd\uc73c\ub85c <strong>\uc6b0\ub9ac\uc758 \uc5b8\uc5b4\ub97c &#8216;\ubc88\uc5ed&#8217;\ud558\ub294 \uc791\uc5c5<\/strong>\uc774\uc5d0\uc694. \uc0ac\ub78c\uc774 \uc4f0\ub294 \ub9d0\uc740 \uc6cc\ub099 \ubcf5\uc7a1\ud558\uace0 \uaddc\uce59\uc774 \ub9ce\uc73c\ub2c8\uae4c, \ucef4\ud4e8\ud130\uac00 \ucc98\ub9ac\ud558\uae30 \uc88b\uac8c \ubc14\uafd4\uc8fc\ub294 \uac70\uc8e0. \uc774 \uacfc\uc815\uc744 \uc774\ud574\ud574\uc57c NLP\ub97c \uc81c\ub300\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4 (\ucd9c\ucc98: <a href=\"https:\/\/www.ibm.com\/kr-ko\/think\/topics\/natural-language-processing\" data-type=\"link\" data-id=\"https:\/\/www.ibm.com\/kr-ko\/think\/topics\/natural-language-processing\" target=\"_blank\" rel=\"noopener\">IBM NLP \uac00\uc774\ub4dc<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>NLP \uae30\ubcf8 \ucc98\ub9ac \uacfc\uc815:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud1a0\ud070\ud654 (Tokenization):<\/strong> \uae34 \ubb38\uc7a5\uc744 <strong>\ub2e8\uc5b4, \ubb38\uc7a5, \uad6c\uc808\ucc98\ub7fc \ub354 \uc791\uc740 \uc758\ubbf8 \ub2e8\uc704<\/strong>\ub85c \uc798\uac8c \ub098\ub204\ub294 \uc791\uc5c5\uc774\uc5d0\uc694. \uc608\ub97c \ub4e4\uc5b4, &#8220;\uc548\ub155\ud558\uc138\uc694, \ubc18\uac11\uc2b5\ub2c8\ub2e4!&#8221;\ub77c\ub294 \ubb38\uc7a5\uc744 &#8216;\uc548\ub155\ud558\uc138\uc694&#8217;, &#8216;\ubc18\uac11\uc2b5\ub2c8\ub2e4&#8217;, &#8216;!&#8217; \uc774\ub807\uac8c \ub098\ub204\ub294 \uac70\uc8e0.<\/li>\n\n\n\n<li><strong>\ud14d\uc2a4\ud2b8 \uc815\uaddc\ud654 (Text Normalization):<\/strong> \ub611\uac19\uc740 \uc758\ubbf8\uc778\ub370 \ub2e4\ub974\uac8c \uc4f0\uc778 \ub2e8\uc5b4\ub4e4\uc744 <strong>\ud558\ub098\ub85c \ud1b5\uc77c<\/strong>\ud558\ub294 \uacfc\uc815\uc774\uc5d0\uc694. \uc608\ub97c \ub4e4\uc5b4, &#8216;Apple&#8217;\uacfc &#8216;apple&#8217;\uc740 \ub300\uc18c\ubb38\uc790\ub9cc \ub2e4\ub974\ub2c8 \ub458 \ub2e4 &#8216;apple&#8217;\ub85c \ubc14\uafb8\uac70\ub098, &#8216;\u3160\u3160&#8217;\ub97c &#8216;\uc2ac\ud514&#8217;\uc73c\ub85c \ubc14\uafd4\uc8fc\ub294 \uc2dd\uc774\uc5d0\uc694.<\/li>\n\n\n\n<li><strong>\ubd88\uc6a9\uc5b4 \uc81c\uac70 (Stop Word Removal):<\/strong> \ubb38\uc7a5\uc5d0\uc11c <strong>\ud070 \uc758\ubbf8\ub97c \uc8fc\uc9c0 \uc54a\ub294 \ub2e8\uc5b4\ub4e4\uc744 \uc9c0\uc6b0\ub294 \uac83<\/strong>\uc774\uc5d0\uc694. \uc608\ub97c \ub4e4\uc5b4, \ud55c\uad6d\uc5b4\uc758 &#8216;\uc740\/\ub294\/\uc774\/\uac00&#8217;, \uc601\uc5b4\uc758 &#8216;is&#8217;, &#8216;the&#8217; \uac19\uc740 \ub2e8\uc5b4\ub4e4\uc774\uc8e0. \uc774\ub7f0 \ub2e8\uc5b4\ub4e4\uc740 \ubb38\uc7a5\uc758 \ud575\uc2ec \uc758\ubbf8\ub97c \ud30c\uc545\ud558\ub294 \ub370 \ubc29\ud574\uac00 \ub420 \uc218 \uc788\uc5b4\uc11c \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc5b4\uac04 \ubd84\uc11d (Stemming) \ub610\ub294 \ud45c\uc81c\uc5b4 \ucd94\ucd9c (Lemmatization):<\/strong> \ub2e8\uc5b4\uc758 \ud615\ud0dc\uac00 \ubc14\ub00c\uc5b4\ub3c4 <strong>\uc6d0\ub798 \uc758\ubbf8\uc758 \uae30\ubcf8\ud615\uc73c\ub85c \ub3cc\ub824\ub193\ub294 \uc791\uc5c5<\/strong>\uc774\uc5d0\uc694. \uc608\ub97c \ub4e4\uc5b4, &#8216;\ub2ec\ub9ac\uae30&#8217;, &#8216;\ub2ec\ub9ac\ub294&#8217;, &#8216;\ub2ec\ub838\ub2e4&#8217;\ub97c \ubaa8\ub450 &#8216;\ub2ec\ub9ac\ub2e4&#8217;\ub77c\ub294 \ud558\ub098\uc758 \uae30\ubcf8 \ud615\ud0dc\ub85c \ubc14\uafd4\uc8fc\ub294 \uac70\uc8e0.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc2e4\uc804 \uc801\uc6a9 \ud301:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc6b0\ub9ac \ud68c\uc0ac\ub9cc\uc758 \ub2e8\uc5b4 \uc0ac\uc804 \ub9cc\ub4e4\uae30:<\/strong> \uc6b0\ub9ac \ud68c\uc0ac\uc5d0\uc11c\ub9cc \uc4f0\ub294 <strong>\uc804\ubb38 \uc6a9\uc5b4\ub098 \ud2b9\uc815 \uc6a9\uc5b4\ub4e4<\/strong>\uc774 \uc788\ub2e4\uba74, AI\uac00 \uadf8\uac78 \uc81c\ub300\ub85c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub3c4\ub85d &#8216;\ubd88\uc6a9\uc5b4&#8217; \ubaa9\ub85d\uc774\ub098 &#8216;\ub2e8\uc5b4 \ucc98\ub9ac \uaddc\uce59&#8217;\uc744 \uc9c1\uc811 \ucd94\uac00\ud574\uc11c \ub354 \ub611\ub611\ud558\uac8c \ub9cc\ub4e4\uc5b4\uc904 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>\ub2e4\uad6d\uc5b4 \ucc98\ub9ac \uc2dc \uc5b8\uc5b4 \ud2b9\uc131 \uace0\ub824:<\/strong> \ub9cc\uc57d \uc5ec\ub7ec \ub098\ub77c \uc5b8\uc5b4\ub97c \ub2e4\ub8ec\ub2e4\uba74, <strong>\uac01 \uc5b8\uc5b4\ub9c8\ub2e4 \ubb38\ubc95\uc774\ub098 \ub2e8\uc5b4\uc758 \ud2b9\uc9d5\uc774 \ub2e4\ub974\ub2c8<\/strong> \uadf8 \uc5b8\uc5b4\uc5d0 \ub9de\ub294 \ubc29\uc2dd\uc73c\ub85c \ub530\ub85c \ucc98\ub9ac\ud574\uc57c \ub354 \uc815\ud655\ud55c \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<\/div>\n\n<div class=\"gb-container gb-container-7c4a9ec8\">\n\n<h3 class=\"gb-headline gb-headline-e9274757\"><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_2_%EA%B3%A0%EA%B0%9D_%EC%84%9C%EB%B9%84%EC%8A%A4_%EC%B1%97%EB%B4%87_%EA%B5%AC%ED%98%84_%EB%8B%A8%EA%B3%84%EB%B3%84_%EA%B0%80%EC%9D%B4%EB%93%9C_%EC%B1%97%EB%B4%87_%EA%B0%9C%EB%B0%9C_%ED%94%84%EB%A1%9C%EC%84%B8%EC%8A%A4\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong>\ud83d\udccc 2. \uace0\uac1d \uc11c\ube44\uc2a4 \ucc57\ubd07 \uad6c\ud604: \ub2e8\uacc4\ubcc4 \uac00\uc774\ub4dc (\ucc57\ubd07 \uac1c\ubc1c \ud504\ub85c\uc138\uc2a4)<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\uace0\uac1d \uc11c\ube44\uc2a4 \ucc57\ubd07\uc740 NLP \uae30\uc220\uc744 \uac00\uc7a5 \uc798 \ud65c\uc6a9\ud558\ub294 \ub300\ud45c\uc801\uc778 \uc608\uc2dc\uc608\uc694. \uace0\uac1d\uc758 \uc9c8\ubb38\uc5d0 \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \ub2f5\ud574\uc8fc\uace0, \ubb38\uc81c\ub97c \ud574\uacb0\ud574\uc8fc\ub294 <strong>\uc6b0\ub9ac \ud68c\uc0ac\uc758 \ub4e0\ub4e0\ud55c \uc628\ub77c\uc778 \uc0c1\ub2f4\uc6d0<\/strong> \uac19\uc740 \uc874\uc7ac\uc8e0 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/positive-impactor.tistory.com\/637\" target=\"_blank\" rel=\"noreferrer noopener\">NLP \ucc57\ubd07 \uac1c\ubc1c \uac00\uc774\ub4dc<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1\ub2e8\uacc4: &#8216;\ubb34\uc5c7\uc744 \ud560\uc9c0&#8217; \uc815\ud558\uace0 &#8216;\ub370\uc774\ud130&#8217; \ubaa8\uc73c\uae30<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc131\uacf5\uc801\uc778 \ucc57\ubd07\uc744 \ub9cc\ub4e4\ub824\uba74, \uba3c\uc800 <strong>\ucc57\ubd07\uc774 \uc5b4\ub5a4 \uc77c\uc744 \ud560\uc9c0 \uba85\ud655\ud558\uac8c \ubaa9\ud45c<\/strong>\ub97c \uc815\ud574\uc57c \ud574\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc8fc\uc694 \uae30\ub2a5 \uc815\uc758:<\/strong>\n<ul class=\"wp-block-list\">\n<li>&#8220;\uace0\uac1d\uc758 \uc81c\ud488 \uc9c8\ubb38\uc5d0 \ub2f5\ud560 \uac70\uc57c.&#8221;<\/li>\n\n\n\n<li>&#8220;\ubb38\uc81c\uac00 \uc0dd\uae30\uba74 \ud574\uacb0 \ubc29\ubc95\uc744 \uc54c\ub824\uc904 \uac70\uc57c.&#8221;<\/li>\n\n\n\n<li>&#8220;\uc6b0\ub9ac \uc11c\ube44\uc2a4\uac00 \uc5b4\ub5a4 \uac74\uc9c0 \uc124\uba85\ud574 \uc904 \uac70\uc57c.&#8221;<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1 \uc804\ub7b5:<\/strong> \ucc57\ubd07\uc744 \ub611\ub611\ud558\uac8c \ub9cc\ub4e4\ub824\uba74 \ud559\uc2b5\ud560 \ub370\uc774\ud130\uac00 \ud544\uc694\ud574\uc694.\n<ul class=\"wp-block-list\">\n<li><strong>\uae30\uc874 \uace0\uac1d \uc0c1\ub2f4 \uae30\ub85d:<\/strong> \uc9c0\uae08\uae4c\uc9c0 \uace0\uac1d\uacfc \uc8fc\uace0\ubc1b\uc558\ub358 \ub300\ud654 \ub0b4\uc6a9\uc744 \ubaa8\uc73c\uba74 \ucc57\ubd07\uc774 \uc2e4\uc81c \uace0\uac1d\uc758 \uc9c8\ubb38 \ubc29\uc2dd\uc744 \ubc30\uc6b8 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>FAQ(\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38) \ubaa9\ub85d:<\/strong> \uc774\ubbf8 \ub9cc\ub4e4\uc5b4\uc9c4 &#8216;\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38\uacfc \ub2f5\ubcc0&#8217;\uc740 \ucc57\ubd07 \ud559\uc2b5\uc5d0 \uc544\uc8fc \uc88b\uc740 \uad50\uc7ac\uac00 \ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc81c\ud488\/\uc11c\ube44\uc2a4 \uc124\uba85\uc11c:<\/strong> \uc6b0\ub9ac \ud68c\uc0ac\uc758 \uc81c\ud488\uc774\ub098 \uc11c\ube44\uc2a4\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \uc815\ubcf4 \ubb38\uc11c\ub4e4\uc744 \ubaa8\uc544\ub450\uba74 \ucc57\ubd07\uc774 \uc804\ubb38\uac00\ucc98\ub7fc \ub2f5\ubcc0\ud560 \uc218 \uc788\uac8c \ub418\uc8e0.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2\ub2e8\uacc4: \uc5b4\ub5a4 &#8216;\ub3c4\uad6c&#8217;\uc640 &#8216;\ubaa8\ub378&#8217;\uc744 \uc4f8\uc9c0 \uace0\ub974\uae30<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ucc57\ubd07\uc744 \ub9cc\ub4dc\ub294 \ub370\ub294 \ub2e4\uc591\ud55c \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc640 AI \ubaa8\ub378\uc774 \uc788\uc5b4\uc694. \uc6b0\ub9ac \ud68c\uc0ac \uc0c1\ud669\uc5d0 \ub9de\ub294 \uac83\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4 (\ucd9c\ucc98: NLP \ucc57\ubd07 \uac1c\ubc1c \uac00\uc774\ub4dc).<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud50c\ub7ab\ud3fc \uc635\uc158:<\/strong> (\ubcf5\uc7a1\ud55c \ucf54\ub529 \uc5c6\uc774 \uc27d\uac8c \ub9cc\ub4e4 \uc218 \uc788\ub294 \ub3c4\uad6c\ub4e4)\n<ul class=\"wp-block-list\">\n<li><strong>Dialogflow (\uad6c\uae00):<\/strong> \uace0\uac1d\uc758 &#8216;\uc758\ub3c4&#8217;\ub97c \ud30c\uc545\ud558\uace0 &#8216;\ud575\uc2ec \ub2e8\uc5b4&#8217;\ub97c \ucc3e\uc544\ub0b4\ub294 \ub2a5\ub825\uc774 \uac15\ub825\ud574\uc694.<\/li>\n\n\n\n<li><strong>Rasa (\uc624\ud508\uc18c\uc2a4):<\/strong> \ub0b4 \ub9c8\uc74c\ub300\ub85c \ucc57\ubd07\uc758 \ud559\uc2b5 \uacfc\uc815\uc744 \uc870\uc808\ud558\uace0 \uc2f6\uc744 \ub54c \uc88b\uc544\uc694. \ud504\ub85c\uadf8\ub798\ubc0d \uc9c0\uc2dd\uc774 \ud544\uc694\ud560 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>Microsoft Bot Framework (\ub9c8\uc774\ud06c\ub85c\uc18c\ud504\ud2b8):<\/strong> \ub2e4\uc591\ud55c \ucc44\ud305 \uc571(\uce74\ud1a1, \ud398\uc774\uc2a4\ubd81 \uba54\uc2e0\uc800 \ub4f1)\uc5d0 \ucc57\ubd07\uc744 \uc5f0\uacb0\ud558\uae30 \uc26c\uc6cc\uc694.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\ubaa8\ub378 \uc120\ud0dd:<\/strong> (\ucc57\ubd07\uc758 \ub450\ub1cc \uc5ed\ud560\uc744 \ud558\ub294 AI \uae30\uc220\ub4e4)\n<ul class=\"wp-block-list\">\n<li><strong>Transformer \ubaa8\ub378 (BERT, GPT \ub4f1):<\/strong> \uac00\uc7a5 \ub611\ub611\ud558\uace0 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ub300\ud654\ub97c \ub9cc\ub4dc\ub294 \ub370 \uc88b\uc544\uc694.<\/li>\n\n\n\n<li><strong>LSTM \/ RNN:<\/strong> \ub300\ud654\uc758 \ud750\ub984\uc774\ub098 \uae34 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub294 \ub370 \ud2b9\ud654\ub41c \uc61b\ub0a0 \ubc29\uc2dd\uc758 \ubaa8\ub378\ub3c4 \uc0c1\ud669\uc5d0 \ub530\ub77c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc5b4\uc694.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3\ub2e8\uacc4: \ucc57\ubd07 &#8216;\ub9cc\ub4e4\uace0&#8217; &#8216;\ub611\ub611\ud558\uac8c&#8217; \ub2e4\ub4ec\uae30<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\uc81c \uc2e4\uc81c\ub85c \ucc57\ubd07\uc744 \ub9cc\ub4e4\uace0, \ub354 \uc798 \uc791\ub3d9\ud558\ub3c4\ub85d \ub2e4\ub4ec\ub294 \uacfc\uc815\uc774\uc5d0\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub300\ud654 \ud750\ub984 \uc124\uacc4:<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\uc2dc\ub098\ub9ac\uc624 \uc791\uc131:<\/strong> &#8220;\ubc30\uc1a1 \uc0c1\ud0dc\ub97c \uc54c\uace0 \uc2f6\uc5b4\uc694&#8221; \uac19\uc740 \uace0\uac1d\uc758 \ub300\ud45c\uc801\uc778 \uc9c8\ubb38\ub4e4\uc744 \ubbf8\ub9ac \uc815\ud574\ub450\uace0, \ucc57\ubd07\uc774 \uc5b4\ub5bb\uac8c \ub2f5\ubcc0\ud560\uc9c0 \uc2dc\ub098\ub9ac\uc624\ub97c \uc9dc\uc138\uc694.<\/li>\n\n\n\n<li><strong>\ub2f5\ubcc0 \ud15c\ud50c\ub9bf \uc900\ube44:<\/strong> &#8220;\ubc30\uc1a1\uc774 \uc9c0\uc5f0\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\uc0c1 \ubc30\uc1a1\uc77c\uc740 3\uc77c \ud6c4\uc785\ub2c8\ub2e4&#8221; \ucc98\ub7fc \ucc57\ubd07\uc774 \ubcf4\ub0bc \ud45c\uc900 \ub2f5\ubcc0\ub4e4\uc744 \ubbf8\ub9ac \ub9cc\ub4e4\uc5b4\ub450\uc138\uc694.<\/li>\n\n\n\n<li><strong>\uc624\ub958 \ucc98\ub9ac:<\/strong> \ub9cc\uc57d \ucc57\ubd07\uc774 \uace0\uac1d\uc758 \uc9c8\ubb38\uc744 \uc774\ud574\ud558\uc9c0 \ubabb\ud588\uc744 \ub54c(&#8220;\uc8c4\uc1a1\ud569\ub2c8\ub2e4. \uc774\ud574\ud558\uc9c0 \ubabb\ud588\uc2b5\ub2c8\ub2e4.&#8221;) \uc5b4\ub5bb\uac8c \ub300\ucc98\ud560\uc9c0\ub3c4 \ubbf8\ub9ac \uc815\ud574\ub450\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uc131\ub2a5 \ucd5c\uc801\ud654 \ud301:<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\uacc4\uc18d \ubc30\uc6b0\uac8c \ud558\uae30:<\/strong> \ucc57\ubd07\uc774 \uace0\uac1d\uacfc \ub300\ud654\ud55c \ub0b4\uc6a9\uc744 \ubd84\uc11d\ud574\uc11c, \ud2c0\ub9b0 \ubd80\ubd84\uc774 \uc788\ub2e4\uba74 \uace0\uccd0\uc8fc\uace0 <strong>\uafb8\uc900\ud788 \ud559\uc2b5<\/strong>\uc2dc\ucf1c\uc57c \ub354 \ub611\ub611\ud574\uc838\uc694.<\/li>\n\n\n\n<li><strong>\ube44\uad50 \ud14c\uc2a4\ud2b8:<\/strong> \ucc57\ubd07\uc758 \ub2f5\ubcc0 \ubc29\uc2dd \ub450 \uac00\uc9c0\ub97c \ub9cc\ub4e4\uc5b4\uc11c \uace0\uac1d\ub4e4\uc774 \uc5b4\ub5a4 \uac83\uc744 \ub354 \uc88b\uc544\ud558\ub294\uc9c0 <strong>A\/B \ud14c\uc2a4\ud2b8<\/strong>\ud574\ubcf4\uba74 \ub354 \uc88b\uc740 \ubc29\ubc95\uc744 \ucc3e\uc744 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>\uc2e4\uc2dc\uac04 \ud655\uc778:<\/strong> \ucc57\ubd07\uc774 \uc798 \uc791\ub3d9\ud558\ub294\uc9c0, \ubb38\uc81c\uac00 \uc5c6\ub294\uc9c0 <strong>\uc2e4\uc2dc\uac04\uc73c\ub85c \uc9c0\ucf1c\ubcf4\uba70<\/strong> \ubc14\ub85c\ubc14\ub85c \uac1c\uc120\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<\/div>\n\n<div class=\"gb-container gb-container-04bd65b0\">\n\n<h3 class=\"gb-headline gb-headline-f52f0641\"><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_3_%EA%B0%90%EC%84%B1_%EB%B6%84%EC%84%9D_%EA%B3%A0%EA%B0%9D_%EB%A7%88%EC%9D%8C_%EC%9D%BD%EA%B8%B0%EC%9D%98_%ED%95%B5%EC%8B%AC\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong>\ud83d\udccc 3. \uac10\uc131 \ubd84\uc11d: \uace0\uac1d \ub9c8\uc74c \uc77d\uae30\uc758 \ud575\uc2ec<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\uac10\uc131 \ubd84\uc11d\uc740&nbsp;<strong>\ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc548\uc5d0\uc11c \uac10\uc815\uc744 \ud574\uc11d\ud558\uace0 \ubd84\ub958\ud558\ub294 \ud504\ub85c\uc138\uc2a4<\/strong>\ub85c, \uae30\uc5c5\uc774 \uace0\uac1d\uc758 \uc815\uc11c\ub97c \ud30c\uc545\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud574\uc694 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/blog.wishket.com\/%EC%9E%90%EC%97%B0%EC%96%B4-%EC%B2%98%EB%A6%AC-nlp-%EA%B0%9C%EB%B0%9C%EC%82%AC%EB%A1%80\" target=\"_blank\" rel=\"noreferrer noopener\">\uc790\uc5f0\uc5b4 \ucc98\ub9ac \ud65c\uc6a9 \uc0ac\ub840<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc2e4\ubb34 \uc801\uc6a9 \ubd84\uc57c:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub9c8\ucf00\ud305 \ubc0f \ube0c\ub79c\ub4dc \uad00\ub9ac:<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uc628\ub77c\uc778 \uc1fc\ud551\ubab0 <strong>\uc0c1\ud488 \ub9ac\ubdf0<\/strong>\ub97c \ubd84\uc11d\ud574\uc11c \uace0\uac1d\ub4e4\uc774 \uc6b0\ub9ac \uc81c\ud488\uc744 \uc5bc\ub9c8\ub098 \ub9cc\uc871\ud558\ub294\uc9c0 \ud30c\uc545\ud574\uc694.<\/li>\n\n\n\n<li>\ud2b8\uc704\ud130\ub098 \uc778\uc2a4\ud0c0\uadf8\ub7a8 \uac19\uc740 <strong>\uc18c\uc15c \ubbf8\ub514\uc5b4\uc5d0\uc11c \uc6b0\ub9ac \ud68c\uc0ac \uc774\ub984\uc774 \uc5b4\ub5bb\uac8c \uc5b8\uae09\ub418\ub294\uc9c0<\/strong> \ubaa8\ub2c8\ud130\ub9c1\ud574\uc11c \ube0c\ub79c\ub4dc \uc774\ubbf8\uc9c0\ub97c \uad00\ub9ac\ud574\uc694.<\/li>\n\n\n\n<li>\uc0c8\ub85c\uc6b4 <strong>\uad11\uace0 \ucea0\ud398\uc778\uc5d0 \ub300\ud55c \uc0ac\ub78c\ub4e4\uc758 \ubc18\uc751<\/strong>\uc774 \uae0d\uc815\uc801\uc778\uc9c0 \ubd80\uc815\uc801\uc778\uc9c0 \ube60\ub974\uac8c \ud30c\uc545\ud560 \uc218 \uc788\uc8e0.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uace0\uac1d \uc11c\ube44\uc2a4 \uac1c\uc120:<\/strong>\n<ul class=\"wp-block-list\">\n<li>\ub9e4\uc77c \ub4e4\uc5b4\uc624\ub294 \uc218\ub9ce\uc740 \uace0\uac1d \ubb38\uc758 \uc911\uc5d0\uc11c <strong>\ubd88\ub9cc \uc11e\uc778 \ubb38\uc758\ub97c AI\uac00 \uba3c\uc800 \ubd84\ub958<\/strong>\ud574\uc11c \uae34\uae09\ud558\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ud574\uc694.<\/li>\n\n\n\n<li>\uc544\uc9c1 \ud070 \ubd88\ub9cc\uc774 \uc544\ub2c8\uc9c0\ub9cc, <strong>\ub098\uc911\uc5d0 \ubd88\ub9cc\uc744 \uc81c\uae30\ud560 \uac00\ub2a5\uc131\uc774 \uc788\ub294 \uace0\uac1d\uc744 \ubbf8\ub9ac \ud30c\uc545<\/strong>\ud574\uc11c \uc120\uc81c\uc801\uc73c\ub85c \ub300\uc751\ud560 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li>\uace0\uac1d\ub4e4\uc758 \ubd80\uc815\uc801\uc778 \uc758\uacac\ub4e4\uc744 \ubaa8\uc544\uc11c <strong>\uc6b0\ub9ac \uc11c\ube44\uc2a4\uc758 \uc5b4\ub5a4 \uc810\uc744 \uac1c\uc120\ud574\uc57c \ud560\uc9c0<\/strong> \uc815\ud655\ud55c \ud3ec\uc778\ud2b8\ub97c \ucc3e\uc544\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uad6c\ud604 \ub2e8\uacc4:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1\ub2e8\uacc4: \ub370\uc774\ud130 \uc900\ube44<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uac10\uc815 \ub77c\ubca8\ub9c1 \ub370\uc774\ud130:<\/strong> AI\uc5d0\uac8c &#8216;\uc774 \uae00\uc740 \uae0d\uc815\uc801\uc778 \uac70\uc57c&#8217;, &#8216;\uc774 \uae00\uc740 \ubd80\uc815\uc801\uc778 \uac70\uc57c&#8217; \ud558\uace0 <strong>\ubbf8\ub9ac \uac10\uc815\uc744 \ud45c\uc2dc\ud574 \ub454 \ub370\uc774\ud130<\/strong>\ub97c \ub9ce\uc774 \uc900\ube44\ud574\uc57c \ud574\uc694.<\/li>\n\n\n\n<li><strong>\uc6b0\ub9ac \ud68c\uc0ac \ud2b9\ud654 \uac10\uc815 \uc0ac\uc804:<\/strong> \uc6b0\ub9ac \ud68c\uc0ac \uc81c\ud488\uc774\ub098 \uc11c\ube44\uc2a4\uc5d0\uc11c\ub9cc \uc4f0\uc774\ub294 <strong>\ud2b9\uc815 \uac10\uc815 \ud45c\ud604<\/strong>\uc774 \uc788\ub2e4\uba74, \uadf8\uac78 \ubbf8\ub9ac \uc54c\ub824\uc8fc\ub294 \uc0ac\uc804\uc744 \ub9cc\ub4e4\uba74 \ub354 \uc815\ud655\ud574\uc838\uc694.<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \uade0\ud615 \ub9de\ucd94\uae30:<\/strong> \uae0d\uc815\uc801\uc778 \uae00\ub9cc \ub108\ubb34 \ub9ce\uace0 \ubd80\uc815\uc801\uc778 \uae00\uc774 \ub108\ubb34 \uc801\uc73c\uba74 AI\uac00 \ud55c\ucabd\uc73c\ub85c \uce58\uc6b0\uccd0 \ud559\uc2b5\ud560 \uc218 \uc788\uc73c\ub2c8, <strong>\uae0d\uc815\/\ubd80\uc815\/\uc911\ub9bd\uc758 \uc591\uc744 \ube44\uc2b7\ud558\uac8c \ub9de\ucdb0\uc8fc\ub294<\/strong> \ub178\ub825\uc774 \ud544\uc694\ud574\uc694.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2\ub2e8\uacc4: \ubaa8\ub378 \uc120\ud0dd\uacfc \ud6c8\ub828<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub611\ub611\ud55c \ubaa8\ub378 \ud65c\uc6a9:<\/strong> BERT, RoBERTa\ucc98\ub7fc \uc774\ubbf8 \ub9ce\uc740 \uae00\uc744 \ud559\uc2b5\ud574\uc11c \ub611\ub611\ud574\uc9c4 AI \ubaa8\ub378\ub4e4\uc744 \uac00\uc838\uc640 \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \ud6a8\uc728\uc801\uc774\uc5d0\uc694.<\/li>\n\n\n\n<li><strong>\uc6b0\ub9ac \ud68c\uc0ac \ub9de\ucda4 \ud559\uc2b5:<\/strong> \uac00\uc838\uc628 \ubaa8\ub378\uc5d0 \uc6b0\ub9ac \ud68c\uc0ac\uc758 \uace0\uac1d \ub9ac\ubdf0\ub098 \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130\ub85c \ud55c \ubc88 \ub354 \ud559\uc2b5(\ud30c\uc778\ud29c\ub2dd)\uc2dc\ud0a4\uba74 \ud6e8\uc52c \ub354 \uc815\ud655\ud558\uac8c \uac10\uc815\uc744 \ubd84\uc11d\ud560 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>\uac10\uc815 \ubd84\ub958:<\/strong> AI\uac00 \ud14d\uc2a4\ud2b8\ub97c \uc77d\uace0 &#8216;\uae0d\uc815&#8217;, &#8216;\ubd80\uc815&#8217;, &#8216;\uc911\ub9bd&#8217; \uc911 \ud558\ub098\ub85c \ubd84\ub958\ud558\ub3c4\ub85d \ub9cc\ub4ed\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n<div class='code-block code-block-1' style='margin: 8px 0; clear: both;'>\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js?client=ca-pub-8669337553475169\"\n     crossorigin=\"anonymous\"><\/script>\n<!-- \uc6cc\ub4dc\uc911\uac04\uad11\uace0devmel -->\n<ins class=\"adsbygoogle\"\n     style=\"display:block\"\n     data-ad-client=\"ca-pub-8669337553475169\"\n     data-ad-slot=\"7123847908\"\n     data-ad-format=\"auto\"\n     data-full-width-responsive=\"true\"><\/ins>\n<script>\n     (adsbygoogle = window.adsbygoogle || []).push({});\n<\/script><\/div>\n\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<\/div>\n\n<div class=\"gb-container gb-container-4643fa71\">\n\n<h3 class=\"gb-headline gb-headline-58ab7a38\"><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_4_%ED%85%8D%EC%8A%A4%ED%8A%B8_%EB%B6%84%EB%A5%98_%EB%B0%8F_%EC%BD%98%ED%85%90%EC%B8%A0_%EB%B6%84%EC%84%9D\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong>\ud83d\udccc 4. \ud14d\uc2a4\ud2b8 \ubd84\ub958 \ubc0f \ucf58\ud150\uce20 \ubd84\uc11d<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"540\" src=\"https:\/\/devmelody.com\/wp-content\/uploads\/2025\/06\/image-20.png\" alt=\"\" class=\"wp-image-430\" srcset=\"https:\/\/devmelody.com\/wp-content\/uploads\/2025\/06\/image-20.png 500w, https:\/\/devmelody.com\/wp-content\/uploads\/2025\/06\/image-20-278x300.png 278w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><figcaption class=\"wp-element-caption\">\ud14d\uc2a4\ud2b8 \ubd84\ub958 \ubc0f \ucf58\ud150\uce20 \ubd84\uc11d-NLP \uae30\ubcf8 \uc774\ud574<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud14d\uc2a4\ud2b8 \ubd84\ub958\ub294 \uc5c4\uccad\ub098\uac8c \ub9ce\uc740 \ubb38\uc11c\ub098 \uae00\ub4e4\uc744 AI\uac00 <strong>\uc54c\uc544\uc11c \uc885\ub958\ubcc4\ub85c \ub098\ub204\ub294 \uae30\uc220<\/strong>\uc774\uc5d0\uc694. \uc608\ub97c \ub4e4\uc5b4, \ub274\uc2a4 \uae30\uc0ac\ub97c &#8216;\uc815\uce58&#8217;, &#8216;\uacbd\uc81c&#8217;, &#8216;\uc0ac\ud68c&#8217;\ub85c \ub098\ub204\uac70\ub098, \uace0\uac1d \ubb38\uc758\ub97c &#8216;\ubc30\uc1a1 \ubb38\uc758&#8217;, &#8216;\ud658\ubd88 \ubb38\uc758&#8217;, &#8216;\uc0c1\ud488 \ubb38\uc758&#8217;\ub85c \ub098\ub204\ub294 \uac70\uc8e0. \uc774 \uae30\uc220\uc740 \uc218\ub9ce\uc740 \uc815\ubcf4 \uc18d\uc5d0\uc11c <strong>\uc6d0\ud558\ub294 \ub0b4\uc6a9\uc744 \ube60\ub974\uac8c \ucc3e\uc544\ub0b4\uace0 \uc815\ub9ac<\/strong>\ud558\ub294 \ub370 \uc544\uc8fc \uc911\uc694\ud569\ub2c8\ub2e4(\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/ai-sw.tistory.com\/entry\/%EC%9E%90%EC%97%B0%EC%96%B4-%EC%B2%98%EB%A6%AC-%EA%B8%B0%EC%88%A0%EC%9D%98-%EC%A3%BC%EC%9A%94-%EC%9D%91%EC%9A%A9-%EB%B6%84%EC%95%BC%EC%99%80-%EC%82%AC%EB%A1%80\" target=\"_blank\" rel=\"noreferrer noopener\">\uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc751\uc6a9 \ubd84\uc57c<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ube44\uc988\ub2c8\uc2a4 \ud65c\uc6a9 \uc0ac\ub840:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ucf58\ud150\uce20 \uad00\ub9ac:<\/strong>\n<ul class=\"wp-block-list\">\n<li>\ub9e4\uc77c \uc3df\uc544\uc9c0\ub294 <strong>\ub274\uc2a4 \uae30\uc0ac\ub97c AI\uac00 \uc790\ub3d9\uc73c\ub85c \uce74\ud14c\uace0\ub9ac\ubcc4\ub85c \ubd84\ub958<\/strong>\ud574\uc11c \uad00\uc2ec \ubd84\uc57c\uc758 \uc815\ubcf4\ub9cc \ube60\ub974\uac8c \ubc1b\uc544\ubcfc \uc218 \uc788\uac8c \ud574\uc694.<\/li>\n\n\n\n<li>\uace0\uac1d \ubb38\uc758\uac00 \ub4e4\uc5b4\uc624\uba74 AI\uac00 <strong>\ubb38\uc758 \uc720\ud615\uc744 \ud30c\uc545\ud574\uc11c \ub2f4\ub2f9 \ubd80\uc11c\ub85c \uc790\ub3d9\uc73c\ub85c \uc5f0\uacb0<\/strong>\ud574\uc918\uc694.<\/li>\n\n\n\n<li>\uc218\ub9ce\uc740 \ubc95\ub960 \ubb38\uc11c\ub97c AI\uac00 <strong>\uc720\ud615\ubcc4\ub85c \uc815\ub9ac<\/strong>\ud574\uc11c \ud544\uc694\ud55c \ubb38\uc11c\ub97c \uc27d\uac8c \ucc3e\uc744 \uc218 \uc788\uac8c \ub3d5\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\ub9c8\ucf00\ud305 \uc815\ubcf4 \ubd84\uc11d:<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uc218\ub9ce\uc740 \uacbd\uc7c1\uc0ac\uc758 \uae30\uc0ac\ub098 \ubcf4\uace0\uc11c\ub97c AI\uac00 \ubd84\uc11d\ud574\uc11c <strong>\uacbd\uc7c1\uc0ac \ub3d9\ud5a5 \ubcf4\uace0\uc11c\ub97c \uc790\ub3d9\uc73c\ub85c \ub9cc\ub4e4\uc5b4\uc918\uc694.<\/strong><\/li>\n\n\n\n<li>\uc628\ub77c\uc778\uc0c1\uc758 \uae00\ub4e4\uc744 \ubd84\uc11d\ud574\uc11c <strong>\ucd5c\uc2e0 \uc2dc\uc7a5 \ud2b8\ub80c\ub4dc<\/strong>\uac00 \ubb34\uc5c7\uc778\uc9c0, \uc5b4\ub5a4 \ud0a4\uc6cc\ub4dc\uac00 \ub728\uace0 \uc788\ub294\uc9c0 AI\uac00 \uc54c\uc544\uc11c \ud30c\uc545\ud574 \uc90d\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uace0\uac1d\ub4e4\uc758 \uc218\ub9ce\uc740 \ud53c\ub4dc\ubc31\uc744 AI\uac00 <strong>\uc8fc\uc81c\ubcc4\ub85c \ubd84\ub958<\/strong>\ud574\uc11c \uace0\uac1d\ub4e4\uc774 \uac00\uc7a5 \ub9ce\uc774 \uc5b8\uae09\ud558\ub294 \ubd88\ub9cc\uc774\ub098 \uc694\uad6c\uc0ac\ud56d\uc744 \ucc3e\uc544\ub0bc \uc218 \uc788\uc5b4\uc694.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uad6c\ud604 \ud504\ub85c\uc138\uc2a4:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud2b9\uc9d5 \ucd94\ucd9c \ubc29\ubc95:<\/strong> AI\uac00 \ud14d\uc2a4\ud2b8\ub97c \uc774\ud574\ud558\uae30 \uc88b\uac8c \uc22b\uc790\ub85c \ubc14\uafb8\ub294 \ubc29\ubc95\uc774\uc5d0\uc694.\n<ul class=\"wp-block-list\">\n<li><strong>Bag of Words (\ub2e8\uc5b4 \uac00\ubc29):<\/strong> \ubb38\uc11c\uc5d0 \uc5b4\ub5a4 \ub2e8\uc5b4\uac00 \uba87 \ubc88 \ub098\uc624\ub294\uc9c0 \uc138\uc11c \ud45c\ud604\ud574\uc694.<\/li>\n\n\n\n<li><strong>TF-IDF (\ub2e8\uc5b4 \uc911\uc694\ub3c4):<\/strong> \ubb38\uc11c\uc5d0 \ub9ce\uc774 \ub098\uc624\uba74\uc11c \ub2e4\ub978 \ubb38\uc11c\uc5d0\ub294 \uc798 \ub098\uc624\uc9c0 \uc54a\ub294, <strong>\uadf8 \ubb38\uc11c\uc5d0\uc11c &#8216;\uc911\uc694\ud55c&#8217; \ub2e8\uc5b4\uc5d0 \ub354 \ub192\uc740 \uc810\uc218<\/strong>\ub97c \uc918\uc11c \ud45c\ud604\ud574\uc694.<\/li>\n\n\n\n<li><strong>Word2Vec\/GloVe (\ub2e8\uc5b4 \uc758\ubbf8 \ubca1\ud130):<\/strong> \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ubca1\ud130(\uc22b\uc790\ub4e4\uc758 \ubc30\uc5f4)\ub85c \ubc14\uafd4\uc11c <strong>\ub2e8\uc5b4\ub4e4 \uac04\uc758 \uc758\ubbf8 \uad00\uacc4<\/strong>\uae4c\uc9c0 \ud30c\uc545\ud558\uac8c \ud574\uc694. \uc608\ub97c \ub4e4\uc5b4, &#8216;\uc655&#8217;\uacfc &#8216;\ub0a8\uc790&#8217;\uc758 \uad00\uacc4\uac00 &#8216;\uc5ec\uc655&#8217;\uacfc &#8216;\uc5ec\uc790&#8217;\uc758 \uad00\uacc4\uc640 \ube44\uc2b7\ud558\ub2e4\ub294 \uac83\uc744 AI\uac00 \uc54c \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\ubd84\ub958 \uc54c\uace0\ub9ac\uc998:<\/strong> \uc774\uc81c \uc22b\uc790\ub85c \ubc14\uafbc \ud14d\uc2a4\ud2b8\ub97c \uc5b4\ub5a4 \uae30\uc900\uc73c\ub85c \ub098\ub20c\uc9c0 \uc815\ud558\ub294 &#8216;\ubd84\ub958\uae30&#8217;\ub97c \uc120\ud0dd\ud574\uc694.\n<ul class=\"wp-block-list\">\n<li><strong>\ub098\uc774\ube0c \ubca0\uc774\uc988:<\/strong> \uac04\ub2e8\ud558\uace0 \ube60\ub974\uac8c \ubd84\ub958 \ubaa8\ub378\uc744 \ub9cc\ub4e4 \ub54c \uc88b\uc544\uc694.<\/li>\n\n\n\n<li><strong>SVM (\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0):<\/strong> \ubcf5\uc7a1\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c\ub3c4 \ube44\uad50\uc801 \uc815\ud655\ud558\uac8c \ubd84\ub958\ud560 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>\ub525\ub7ec\ub2dd \ubaa8\ub378:<\/strong> \uac00\uc7a5 \ubcf5\uc7a1\ud558\uace0 \ub2e4\uc591\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud574\uc11c \uc544\uc8fc \uc815\ud655\ud558\uac8c \ubd84\ub958\ud560 \uc218 \uc788\uc9c0\ub9cc, \ub9ce\uc740 \ub370\uc774\ud130\uc640 \uacc4\uc0b0 \ub2a5\ub825\uc774 \ud544\uc694\ud574\uc694.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<\/div>\n\n<div class=\"gb-container gb-container-5a324d5a\">\n\n<h3 class=\"gb-headline gb-headline-4bd9d105\"><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_5_%ED%85%8D%EC%8A%A4%ED%8A%B8_%EC%98%88%EC%B8%A1_%EB%B0%8F_%EC%9E%90%EB%8F%99_%EC%99%84%EC%84%B1\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong><strong>\ud83d\udccc 5. \ud14d\uc2a4\ud2b8 \uc608\uce21 \ubc0f \uc790\ub3d9 \uc644\uc131<\/strong><\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\uae30\uc5c5\ub4e4\uc758 AI \uc5d0\uc774\uc804\ud2b8 \ub3c4\uc785 \uc758\uc9c0\ub294 \ub9e4\uc6b0 \uc801\uadf9\uc801\uc774\uc5d0\uc694. 1,100\uba85\uc758 \ub300\uae30\uc5c5 \uc784\uc6d0\uc744 \ub300\uc0c1\uc73c\ub85c \ud55c \uc124\ubb38 \uc870\uc0ac \uacb0\uacfc:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud604\uc7ac \uc0c1\ud669 (2024-2025\ub144):<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>10%\uc758 \uc870\uc9c1\uc774 \uc774\ubbf8 AI \uc5d0\uc774\uc804\ud2b8\ub97c \uc0ac\uc6a9 \uc911<\/li>\n\n\n\n<li>50% \uc774\uc0c1\uc774 \ub0b4\ub144 \ub0b4 \uc0ac\uc6a9 \uacc4\ud68d<\/li>\n\n\n\n<li>82%\uac00 \ud5a5\ud6c4 3\ub144 \ub0b4 \ud1b5\ud569 \uacc4\ud68d (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/www.linkedin.com\/posts\/relationalai_what-percentage-of-daily-work-decisions-will-activity-7316497708918136833-r-wG\" target=\"_blank\" rel=\"noreferrer noopener\">AI \uc5d0\uc774\uc804\ud2b8 \uc2e4\uc6a9 \uac00\uc774\ub4dc<\/a>)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc7a5\uae30 \uc804\ub9dd:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>2027\ub144\uc5d0\ub294 50%\ub85c \uc99d\uac00 \uc608\uc0c1 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/huslai.com\/blog\/agentic-ai\" target=\"_blank\" rel=\"noreferrer noopener\">\uc5d0\uc774\uc804\ud2f1 AI 2028 \uc804\ub9dd<\/a>)\ub85d \ub9cc\ub4e4\uc5b4\uc90d\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ucea1\uc81c\ubbf8\ub2c8 \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74 82%\uc758 \uc870\uc9c1\uc774 2026\ub144\uae4c\uc9c0 AI \uc5d0\uc774\uc804\ud2b8 \ud1b5\ud569 \uacc4\ud68d<\/li>\n\n\n\n<li>\ub378\ub85c\uc774\ud2b8\ub294 2025\ub144 25%\uc758 \uc0dd\uc131\ud615 AI \uc0ac\uc6a9 \uae30\uc5c5\uc774 \uc5d0\uc774\uc804\ud2f1 AI \ud30c\uc77c\ub7ff\uc744 \uc2dc\uc791\ud560 \uac83\uc73c\ub85c \uc608\uce21<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"> \uc774 \ub370\uc774\ud130\ub294 AI \uc5d0\uc774\uc804\ud2b8\uac00 \ub354 \uc774\uc0c1 \ubbf8\ub798 \uae30\uc220\uc774 \uc544\ub2c8\ub77c, \uae30\uc5c5\ub4e4\uc774 \ud604\uc7ac \uc801\uadf9\uc801\uc73c\ub85c \uac80\ud1a0\ud558\uace0 \ub3c4\uc785\uc744 \ucd94\uc9c4\ud558\uace0 \uc788\ub294 &#8216;\ud604\uc7ac\uc758 \uc804\ub7b5&#8217;\uc784\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc808\ubc18 \uc774\uc0c1\uc758 \uae30\uc5c5\uc774 \ub0b4\ub144 \ub0b4\uc5d0 AI \uc5d0\uc774\uc804\ud2b8\ub97c \uc0ac\uc6a9\ud560 \uacc4\ud68d\uc774\ub77c\ub294 \uc810\uc740 \uc2dc\uc7a5\uc758 \ubcc0\ud654 \uc18d\ub3c4\uac00 \ub9e4\uc6b0 \ube60\ub974\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud558\uba70, \ud5a5\ud6c4 3\ub144 \ub0b4\uc5d0 80% \uc774\uc0c1\uc758 \uae30\uc5c5\uc774 AI \uc5d0\uc774\uc804\ud2b8\ub97c \ud1b5\ud569\ud560 \uac83\uc774\ub77c\ub294 \uc608\uce21\uc740 AI \uc5d0\uc774\uc804\ud2b8\uac00 \uc120\ud0dd \uc0ac\ud56d\uc774 \uc544\ub2cc &#8216;\ud544\uc218 \uacbd\uc7c1\ub825&#8217;\uc73c\ub85c \uc790\ub9ac \uc7a1\uc744 \uac83\uc784\uc744 \uc2dc\uc0ac\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc801\uadf9\uc801\uc778 \ub3c4\uc785 \uacc4\ud68d\uc740 AI \uc5d0\uc774\uc804\ud2b8\uac00 \uac00\uc838\uc62c \uc7a0\uc7ac\uc801 \uc774\uc810\uc5d0 \ub300\ud55c \uae30\uc5c5\ub4e4\uc758 \ud655\uace0\ud55c \ubbff\uc74c\uc744 \ubc18\uc601\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<\/div>\n\n<div class=\"gb-container gb-container-1b97211d\">\n\n<h3 class=\"gb-headline gb-headline-198b382b\"><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_6_%EC%8B%A4%EB%AC%B4_%EA%B5%AC%ED%98%84_%EC%8B%9C_%EC%A3%BC%EC%9D%98%EC%82%AC%ED%95%AD%EA%B3%BC_%EC%B5%9C%EC%A0%81%ED%99%94\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong><strong><strong>\ud83d\udccc 6. \uc2e4\ubb34 \uad6c\ud604 \uc2dc \uc8fc\uc758\uc0ac\ud56d\uacfc \ucd5c\uc801\ud654<\/strong><\/strong><\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">NLP \uae30\uc220\uc744 \uc6b0\ub9ac \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc131\uacf5\uc801\uc73c\ub85c \ub3c4\uc785\ud558\ub824\uba74 \uba87 \uac00\uc9c0 \uc911\uc694\ud55c \uc810\uc744 \uaf2d \uae30\uc5b5\ud574\uc57c \ud574\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\ub294 \uacb0\uad6d \ub370\uc774\ud130\ub97c \ubcf4\uace0 \ubc30\uc6b0\ub294 \uac83\uc774\uae30 \ub54c\ubb38\uc5d0, <strong>\ub370\uc774\ud130\uac00 \uc88b\uc9c0 \uc54a\uc73c\uba74 \uc544\ubb34\ub9ac \uc88b\uc740 AI \uae30\uc220\ub3c4 \uc18c\uc6a9\uc774 \uc5c6\uc5b4\uc694.<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc804\ucc98\ub9ac \uccb4\ud06c\ub9ac\uc2a4\ud2b8:<\/strong>\n<ul class=\"wp-block-list\">\n<li>\ubaa8\ub4e0 \ud14d\uc2a4\ud2b8\uac00 \uac19\uc740 \uaddc\uce59\uc73c\ub85c <strong>\ub2e8\uc5b4 \ub2e8\uc704\ub85c \uc798 \ub098\ub220\uc838 \uc788\ub294\uc9c0<\/strong> \ud655\uc778\ud574\uc57c \ud574\uc694.<\/li>\n\n\n\n<li>\uc6b0\ub9ac \ud68c\uc0ac \ud2b9\uc720\uc758 <strong>\ubd88\ud544\uc694\ud55c \ub2e8\uc5b4\ub4e4\uc744 \uc81c\ub300\ub85c \uac78\ub7ec\ub0b4\ub294\uc9c0<\/strong> \ub2e4\uc2dc \ud55c\ubc88 \ud655\uc778\ud558\uace0, \ud544\uc694\ud55c \uacbd\uc6b0 \uc9c1\uc811 \ucd94\uac00\ud574 \uc8fc\uc138\uc694.<\/li>\n\n\n\n<li>\uac10\uc131 \ubd84\uc11d\ucc98\ub7fc \uac10\uc815\uc744 \ud45c\uc2dc\ud55c \ub370\uc774\ud130\ub77c\uba74, <strong>\ud45c\uc2dc\uac00 \uc815\ud655\ud558\uac8c \uc798 \ub418\uc5b4 \uc788\ub294\uc9c0<\/strong> \uaf3c\uaf3c\ud788 \uac80\ud1a0\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc131\ub2a5 \ucd5c\uc801\ud654:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\uac00 \ub354 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \uc791\ub3d9\ud558\ub3c4\ub85d \ub9cc\ub4dc\ub294 \ubc29\ubc95\uc774\uc5d0\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ubaa8\ub378 \ub2e4\uc774\uc5b4\ud2b8:<\/strong> AI \ubaa8\ub378\uc758 \ud06c\uae30\ub97c \uc904\uc5ec\uc11c <strong>\ub354 \ube68\ub9ac \uc791\ub3d9\ud558\uace0 \ub354 \uc801\uc740 \uc790\uc6d0\uc744 \uc4f0\ub3c4\ub85d<\/strong> \ub9cc\ub4e4 \uc218 \uc788\uc5b4\uc694. (\ubaa8\ub378 \uacbd\ub7c9\ud654)<\/li>\n\n\n\n<li><strong>\ubbf8\ub9ac \uc900\ube44\ud558\uae30:<\/strong> \uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38\uc774\ub098 \ud328\ud134\uc740 AI\uac00 \ubc14\ub85c \ub2f5\ud560 \uc218 \uc788\ub3c4\ub85d <strong>\ubbf8\ub9ac \uc900\ube44\ud574 \ub450\uba74(\uce90\uc2f1)<\/strong> \ub300\uae30 \uc2dc\uac04\uc744 \uc904\uc77c \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>\ud55c \ubc88\uc5d0 \uc5ec\ub7ec \uac1c \ucc98\ub9ac:<\/strong> \ud558\ub098\uc758 \uc9c8\ubb38\uc529 \ucc98\ub9ac\ud558\ub294 \ub300\uc2e0, **\uc5ec\ub7ec \uac1c\uc758 \uc9c8\ubb38\uc744 \ud55c\uaebc\ubc88\uc5d0 \ucc98\ub9ac(\ubc30\uce58 \ucc98\ub9ac)**\ud558\uba74 \uc804\uccb4\uc801\uc778 \ucc98\ub9ac\ub7c9\uc744 \ub298\ub9b4 \uc218 \uc788\uc5b4\uc694.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc724\ub9ac\uc801 \uace0\ub824\uc0ac\ud56d:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\ub97c \uc0ac\uc6a9\ud558\ub2e4 \ubcf4\uba74 \uc0dd\uac01\uc9c0 \ubabb\ud55c \ubb38\uc81c\uac00 \uc0dd\uae38 \uc218 \uc788\uc73c\ub2c8 \ubbf8\ub9ac \ub300\ube44\ud574\uc57c \ud574\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud3b8\uacac \uc5c6\uc560\uae30:<\/strong> AI\uac00 \ud559\uc2b5\ud55c \ub370\uc774\ud130\uc5d0 <strong>\ud2b9\uc815 \uc131\ubcc4, \uc778\uc885, \uc9c1\uc5c5 \ub4f1\uc5d0 \ub300\ud55c \ud3b8\uacac<\/strong>\uc774 \ub2f4\uaca8 \uc788\uc73c\uba74 AI\ub3c4 \uadf8\ub300\ub85c \ud3b8\uacac\uc744 \uac00\uc9c8 \uc218 \uc788\uc5b4\uc694. \uc774\ub7f0 \ud3b8\uacac\uc744 \ubbf8\ub9ac \ucc3e\uc544\ub0b4\uace0 \uc5c6\uc560\ub294 \ub178\ub825\uc774 \uc911\uc694\ud574\uc694.<\/li>\n\n\n\n<li><strong>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638:<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uace0\uac1d\uc758 \uc774\ub984, \uc804\ud654\ubc88\ud638 \uac19\uc740 <strong>\uac1c\uc778 \uc2dd\ubcc4 \uc815\ubcf4(PII)\ub294 AI\uac00 \uc790\ub3d9\uc73c\ub85c \ucc3e\uc544\ub0b4\uc11c \uac00\ub824\uc8fc\uac70\ub098 \uc9c0\uc6cc\uc57c \ud574\uc694.<\/strong><\/li>\n\n\n\n<li>\ud544\uc694\ud55c \ub370\uc774\ud130\ub9cc \uc0ac\uc6a9\ud558\uace0, <strong>\ucd5c\uc18c\ud55c\uc758 \uc815\ubcf4\ub9cc \uc800\uc7a5<\/strong>\ud558\ub294 \uc6d0\uce59\uc744 \uc9c0\ucf1c\uc57c \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>GDPR(\uc720\ub7fd \uac1c\uc778\uc815\ubcf4\ubcf4\ud638\ubc95) \uac19\uc740 <strong>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uad00\ub828 \ubc95\uaddc<\/strong>\ub97c \ubc18\ub4dc\uc2dc \uc9c0\ucf1c\uc57c \ud574\uc694.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<\/div>\n\n<div class=\"gb-container gb-container-e164aa5e\">\n\n<h3 class=\"gb-headline gb-headline-e3051f36\"><span class=\"ez-toc-section\" id=\"Q_A_%EC%9E%90%EC%A3%BC_%EB%AC%BB%EB%8A%94_%EC%A7%88%EB%AC%B8%EB%93%A4\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong>Q&amp;A: \uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38\ub4e4<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q1. NLP \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\ub824\uba74 \uc5b4\ub5a4 \uc900\ube44\uac00 \ud544\uc694\ud55c\uac00\uc694?<\/strong><br>A. \uac00\uc7a5 \uc911\uc694\ud55c \uac74 \uc591\uc9c8\uc758 \ub370\uc774\ud130 \ud655\ubcf4\uc608\uc694. \uae30\uc874 \uace0\uac1d \ub300\ud654 \ub85c\uadf8, FAQ, \ub3c4\uba54\uc778 \uad00\ub828 \ubb38\uc11c \ub4f1\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \uc218\uc9d1\ud558\uace0 \uc815\uc81c\ud558\ub294 \uac83\ubd80\ud130 \uc2dc\uc791\ud558\uc138\uc694 (\ucd9c\ucc98:&nbsp;<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/positive-impactor.tistory.com\/637\">NLP \ucc57\ubd07 \uac1c\ubc1c \uac00\uc774\ub4dc<\/a>). \uba85\ud655\ud55c \ube44\uc988\ub2c8\uc2a4 \ubaa9\ud45c \uc124\uc815\ub3c4 \ud544\uc218\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q2. \uc5b4\ub5a4 NLP \uae30\uc220\ubd80\ud130 \ub3c4\uc785\ud558\ub294 \uac83\uc774 \uc88b\uc744\uae4c\uc694?<\/strong><br>A. \ube44\uc988\ub2c8\uc2a4 \uc784\ud329\ud2b8\uac00 \ud074 \uc218 \uc788\ub294 \uc601\uc5ed\ubd80\ud130 \uc2dc\uc791\ud558\ub294 \uac83\uc744 \uad8c\ud574\uc694. \uace0\uac1d \uc11c\ube44\uc2a4\uac00 \uc911\uc694\ud558\ub2e4\uba74 \ucc57\ubd07\uc744, \ub9c8\ucf00\ud305 \uc778\uc0ac\uc774\ud2b8\uac00 \ud544\uc694\ud558\ub2e4\uba74 \uac10\uc131 \ubd84\uc11d\uc744 \uc6b0\uc120 \ub3c4\uc785\ud574\ubcf4\uc138\uc694. \uc791\uc740 \uc131\uacf5 \uacbd\ud5d8\uc774 \uc870\uc9c1 \ub0b4 \uc2e0\ub8b0\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc5b4\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q3. \uae30\uc220\uc801 \uc804\ubb38\uc131\uc774 \ubd80\uc871\ud55c\ub370\ub3c4 NLP\ub97c \ub3c4\uc785\ud560 \uc218 \uc788\ub098\uc694?<\/strong><br>A. \ub124, \ucda9\ubd84\ud788 \uac00\ub2a5\ud574\uc694! Dialogflow, Microsoft Bot Framework \uac19\uc740 \ub178\ucf54\ub4dc\/\ub85c\uc6b0\ucf54\ub4dc \ud50c\ub7ab\ud3fc\uc744 \ud65c\uc6a9\ud558\uba74 \uae30\uc220\uc801 \uc9c4\uc785\uc7a5\ubcbd\uc744 \ud06c\uac8c \ub0ae\ucd9c \uc218 \uc788\uc5b4\uc694. \ub610\ud55c API \ud615\ud0dc\ub85c \uc81c\uacf5\ub418\ub294 \uc11c\ube44\uc2a4\ub4e4\uc744 \ud65c\uc6a9\ud558\ub294 \uac83\ub3c4 \uc88b\uc740 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q4. NLP \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc5b4\ub5bb\uac8c \uce21\uc815\ud558\uace0 \uac1c\uc120\ud574\uc57c \ud558\ub098\uc694?<\/strong><br>A. \uc815\ud655\ub3c4, \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728 \uac19\uc740 \uae30\uc220\uc801 \uc9c0\ud45c\uc640 \ud568\uaed8 \ube44\uc988\ub2c8\uc2a4 KPI\ub97c \ud568\uaed8 \uce21\uc815\ud558\uc138\uc694. \uace0\uac1d \ub9cc\uc871\ub3c4, \uc751\ub2f5 \uc2dc\uac04, \ubb38\uc81c \ud574\uacb0\ub960 \ub4f1 \uc2e4\uc9c8\uc801\uc778 \uc131\uacfc \uc9c0\ud45c\uac00 \ub354 \uc911\uc694\ud560 \uc218 \uc788\uc5b4\uc694. \uc9c0\uc18d\uc801\uc778 A\/B \ud14c\uc2a4\ud2b8\uc640 \uc0ac\uc6a9\uc790 \ud53c\ub4dc\ubc31 \uc218\uc9d1\uc774 \ud575\uc2ec\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q5. \ub2e4\uad6d\uc5b4 \uc9c0\uc6d0\uc774 \ud544\uc694\ud55c \uacbd\uc6b0 \uc5b4\ub5bb\uac8c \uc811\uadfc\ud574\uc57c \ud558\ub098\uc694?<\/strong><br>A. \ub2e4\uad6d\uc5b4 BERT \ubaa8\ub378\uc774\ub098 mBERT \uac19\uc740 \ub2e4\uad6d\uc5b4 \uc0ac\uc804 \ud6c8\ub828 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc138\uc694. \uac01 \uc5b8\uc5b4\ubcc4 \ud2b9\uc131\uc744 \uace0\ub824\ud55c \uc804\ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95\uacfc \uc5b8\uc5b4\ubcc4 \uc131\ub2a5 \ucc28\uc774\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \uac83\uc774 \uc911\uc694\ud574\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q6. NLP \ub3c4\uc785 \uc2dc \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\ub294 \uc5b4\ub5bb\uac8c \ud574\uc57c \ud558\ub098\uc694?<\/strong><br>A. \uac1c\uc778\uc2dd\ubcc4\uc815\ubcf4(PII) \uc790\ub3d9 \ud0d0\uc9c0 \ubc0f \ub9c8\uc2a4\ud0b9 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0, \ub370\uc774\ud130 \ucd5c\uc18c\ud654 \uc6d0\uce59\uc744 \uc801\uc6a9\ud558\uc138\uc694. \ud2b9\ud788 \uace0\uac1d \ub300\ud654 \ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c\ub294 \uc775\uba85\ud654 \ucc98\ub9ac\uc640 \ub370\uc774\ud130 \ubcf4\uad00 \uae30\uac04 \uc124\uc815\uc774 \ud544\uc218\uc608\uc694. GDPR \ub4f1 \uad00\ub828 \uaddc\uc81c\ub3c4 \ubc18\ub4dc\uc2dc \uc900\uc218\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n<div class='code-block code-block-1' style='margin: 8px 0; clear: both;'>\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js?client=ca-pub-8669337553475169\"\n     crossorigin=\"anonymous\"><\/script>\n<!-- \uc6cc\ub4dc\uc911\uac04\uad11\uace0devmel -->\n<ins class=\"adsbygoogle\"\n     style=\"display:block\"\n     data-ad-client=\"ca-pub-8669337553475169\"\n     data-ad-slot=\"7123847908\"\n     data-ad-format=\"auto\"\n     data-full-width-responsive=\"true\"><\/ins>\n<script>\n     (adsbygoogle = window.adsbygoogle || []).push({});\n<\/script><\/div>\n\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<\/div>\n\n<div class=\"gb-container gb-container-a2b0f255\">\n\n<h2 class=\"gb-headline gb-headline-3db41bfe\"><span class=\"ez-toc-section\" id=\"%F0%9F%8E%81_%EA%B2%B0%EB%A1%A0_NLP%EB%A1%9C_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4_%ED%98%81%EC%8B%A0%EC%9D%84_%EC%9D%B4%EB%81%8C%EC%96%B4%EB%82%B4%EC%84%B8%EC%9A%94\"><\/span><span class=\"gb-icon\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span><span class=\"gb-headline-text\"><strong>\ud83c\udf81 \uacb0\ub860: NLP\ub85c \ube44\uc988\ub2c8\uc2a4 \ud601\uc2e0\uc744 \uc774\ub04c\uc5b4\ub0b4\uc138\uc694<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ub354 \uc774\uc0c1 \uc5f0\uad6c\uc2e4\uc758 \uae30\uc220\uc774 \uc544\ub2c8\ub77c&nbsp;<strong>\uc2e4\ubb34\uc5d0\uc11c \uc989\uc2dc \ud65c\uc6a9 \uac00\ub2a5\ud55c \uac15\ub825\ud55c \ub3c4\uad6c<\/strong>\uac00 \ub418\uc5c8\uc5b4\uc694. \uace0\uac1d \uc11c\ube44\uc2a4 \uc790\ub3d9\ud654\ubd80\ud130 \ub9c8\ucf00\ud305 \uc778\uc0ac\uc774\ud2b8 \ub3c4\ucd9c\uae4c\uc9c0, NLP\ub294 \ube44\uc988\ub2c8\uc2a4\uc758 \ubaa8\ub4e0 \uc601\uc5ed\uc5d0\uc11c \ud601\uc2e0\uc744 \ub9cc\ub4e4\uc5b4\ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc131\uacf5\uc801\uc778 NLP \ub3c4\uc785\uc744 \uc704\ud55c \ud575\uc2ec \ud3ec\uc778\ud2b8:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub2e8\uacc4\uc801 \uc811\uadfc<\/strong>: \uc791\uc740 \ud504\ub85c\uc81d\ud2b8\ubd80\ud130 \uc2dc\uc791\ud574\uc11c \uc810\uc9c4\uc801 \ud655\uc7a5<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \ud488\uc9c8<\/strong>: \uace0\ud488\uc9c8 \ub370\uc774\ud130\uac00 \uc131\uacf5\uc758 \uc5f4\uc1e0<\/li>\n\n\n\n<li><strong>\uc9c0\uc18d\uc801 \uac1c\uc120<\/strong>: \uc0ac\uc6a9\uc790 \ud53c\ub4dc\ubc31\uc744 \ud1b5\ud55c \ubaa8\ub378 \uc9c0\uc18d \uc5c5\ub370\uc774\ud2b8<\/li>\n\n\n\n<li><strong>\uc724\ub9ac\uc801 \uace0\ub824<\/strong>: \ud3b8\ud5a5\uc131 \uc81c\uac70\uc640 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ud544\uc218<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc9c0\uae08\uc774 \ubc14\ub85c NLP\ub97c \uc5ec\ub7ec\ubd84\uc758 \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc801\uc6a9\ud560 \ucd5c\uc801\uc758 \ud0c0\uc774\ubc0d\uc774\uc5d0\uc694. \ubcc0\ud654\uc758 \ud750\ub984\uc5d0 \uc55e\uc11c \ub098\uac00\ub294 \uae30\uc5c5\ub9cc\uc774 \ubbf8\ub798 \uacbd\uc7c1\ub825\uc744 \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4!\uc801\uadf9\uc801\uc73c\ub85c \uc900\ube44\ud558\uace0 \ud65c\uc6a9\ud558\ub294 \uac83\uc774 \ubbf8\ub798 \uacbd\uc7c1\ub825 \ud655\ubcf4\uc758 \uc5f4\uc1e0\uc785\ub2c8\ub2e4!\ud48d\uc694\ub85c\uc6b4 \ub514\uc9c0\ud138 \ub77c\uc774\ud504\ub97c \ub9cc\ub4e4\uc5b4\uac00\uc138\uc694!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ucc38\uc870 \ud3ec\uc2a4\ud2b8[<a href=\"https:\/\/devmelody.com\/%ec%9e%90%ec%97%b0%ec%96%b4-%ec%b2%98%eb%a6%acnlp%ec%9d%98-%ec%84%b8%ea%b3%84-%ea%b8%b0%ec%b4%88%eb%b6%80%ed%84%b0-%ec%b5%9c%ec%8b%a0-%ea%b8%b0%ec%88%a0\/\" target=\"_blank\" data-type=\"post\" data-id=\"222\" rel=\"noreferrer noopener\"><strong>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \uc138\uacc4: \uae30\ucd08\ubd80\ud130 \ucd5c\uc2e0 \uae30\uc220<\/strong><\/a>]<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc74c\uc5d0\ub294 [<strong><a href=\"https:\/\/devmelody.com\/ai-%ec%9d%bc%ec%9e%90%eb%a6%ac-%eb%b3%80%ed%99%94-%ec%a0%84%eb%a7%9d-2025%eb%85%84-%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5%ec%9d%b4-%eb%b0%94%ea%bf%80-%ec%a7%81%ec%97%85%ea%b5%b0%ea%b3%bc-%ec%83%88\/\" target=\"_blank\" data-type=\"post\" data-id=\"487\" rel=\"noreferrer noopener\">AI \uc77c\uc790\ub9ac \ubcc0\ud654 \uc804\ub9dd: 2025\ub144 \uc778\uacf5\uc9c0\ub2a5\uc774 \ubc14\uafc0 \uc9c1\uc5c5\uad70\uacfc \uc0c8\ub85c\uc6b4 \uae30\ud68c \ubd84\uc11d<\/a><\/strong>] \uc5d0 \ub300\ud574\uc11c \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><br><strong>\uac04\ub2e8\uc694\uc57d<\/strong>: \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ubd84\uc11d, \uc774\ud574, \uc0dd\uc131\ud558\ub294 \uae30\uc220\ub85c \ube44\uc988\ub2c8\uc2a4 \ud604\uc7a5\uc5d0\uc11c \ud601\uc2e0\uc744 \uc774\ub04c\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae30\ubcf8 \ud30c\uc774\ud504\ub77c\uc778\uc740 \ud1a0\ud070\ud654, \ud14d\uc2a4\ud2b8 \uc815\uaddc\ud654, \ubd88\uc6a9\uc5b4 \uc81c\uac70, \uc5b4\uac04 \ubd84\uc11d \ub2e8\uacc4\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc5b4\uc694 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/www.ibm.com\/kr-ko\/think\/topics\/natural-language-processing\" target=\"_blank\" rel=\"noreferrer noopener\">IBM NLP \uac00\uc774\ub4dc<\/a>). \uace0\uac1d \uc11c\ube44\uc2a4 \ucc57\ubd07 \uad6c\ud604\uc740 \uc694\uad6c\uc0ac\ud56d \uc815\uc758, \ub370\uc774\ud130 \uc218\uc9d1, \uae30\uc220 \uc2a4\ud0dd \uc120\ud0dd \ub2e8\uacc4\ub97c \uac70\uce58\uba70, Dialogflow, Rasa, Microsoft Bot Framework \ub4f1\uc758 \ud50c\ub7ab\ud3fc\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc5b4\uc694 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/positive-impactor.tistory.com\/637\" target=\"_blank\" rel=\"noreferrer noopener\">NLP \ucc57\ubd07 \uac1c\ubc1c \uac00\uc774\ub4dc<\/a>). \uac10\uc131 \ubd84\uc11d\uc740 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uac10\uc815\uc744 \ud574\uc11d\ud558\uc5ec \uace0\uac1d \uc778\uc0ac\uc774\ud2b8\ub97c \ub3c4\ucd9c\ud558\uba70, \uc81c\ud488 \ub9ac\ubdf0 \ubd84\uc11d\uacfc \ube0c\ub79c\ub4dc \ubaa8\ub2c8\ud130\ub9c1\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/blog.wishket.com\/%EC%9E%90%EC%97%B0%EC%96%B4-%EC%B2%98%EB%A6%AC-nlp-%EA%B0%9C%EB%B0%9C%EC%82%AC%EB%A1%80\" target=\"_blank\" rel=\"noreferrer noopener\">\uc790\uc5f0\uc5b4 \ucc98\ub9ac \ud65c\uc6a9 \uc0ac\ub840<\/a>). \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub294 \ub300\ub7c9 \ubb38\uc11c\uc758 \uc790\ub3d9 \uce74\ud14c\uace0\ub9ac\ud654\ub97c, \ud14d\uc2a4\ud2b8 \uc608\uce21\uc740 \uad6c\uae00 \uac80\uc0c9\uc758 BERT \uc54c\uace0\ub9ac\uc998\ucc98\ub7fc \uc790\ub3d9 \uc644\uc131 \uae30\ub2a5\uc744 \uc81c\uacf5\ud574\uc694. \uc131\uacf5\uc801\uc778 NLP \ub3c4\uc785\uc744 \uc704\ud574\uc11c\ub294 \ub2e8\uacc4\uc801 \uc811\uadfc, \ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac, \uc9c0\uc18d\uc801 \uac1c\uc120, \uc724\ub9ac\uc801 \uace0\ub824\uc0ac\ud56d\uc774 \ud544\uc218\uc785\ub2c8\ub2e4.<\/p>\n\n<\/div>","protected":false},"excerpt":{"rendered":"<p>NLP \uc2e4\ubb34 \uc801\uc6a9 \uc644\ubcbd \uac00\uc774\ub4dc! \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ucc57\ubd07 \uac1c\ubc1c\ubd80\ud130 \uac10\uc131 \ubd84\uc11d\uae4c\uc9c0 \ub2e8\uacc4\ubcc4 \uad6c\ud604\ubc95\uacfc \ube44\uc988\ub2c8\uc2a4 \ud65c\uc6a9 \uc804\ub7b5. \uace0\uac1d \uc11c\ube44\uc2a4 \uc790\ub3d9\ud654\uc640 \ucf58\ud150\uce20 &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac NLP \uc2e4\ubb34 \uc801\uc6a9: \uace0\uac1d \uc11c\ube44\uc2a4\ubd80\ud130 \ucf58\ud150\uce20 \ubd84\uc11d\uae4c\uc9c0 \ub2e8\uacc4\ubcc4 \uad6c\ud604\ubc95 6\uac00\uc9c0\" class=\"read-more button\" href=\"https:\/\/devmelody.com\/?p=424#more-424\" aria-label=\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac NLP \uc2e4\ubb34 \uc801\uc6a9: \uace0\uac1d \uc11c\ube44\uc2a4\ubd80\ud130 \ucf58\ud150\uce20 \ubd84\uc11d\uae4c\uc9c0 \ub2e8\uacc4\ubcc4 \uad6c\ud604\ubc95 6\uac00\uc9c0\uc5d0 \ub300\ud574 \ub354 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc138\uc694\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":225,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[37],"tags":[260,251,261,254,255,250,67,48,259,257,88,252,256,258,253],"class_list":["post-424","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai","tag-nlp","tag-254","tag-255","tag-250","tag-67","tag-48","tag-259","tag-257","tag-88","tag-252","tag-256","tag-258","tag-253","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-33"],"jetpack_featured_media_url":"https:\/\/devmelody.com\/wp-content\/uploads\/2024\/12\/nlp\uc774\ubbf8\uc9c0.png","_links":{"self":[{"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/posts\/424","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=424"}],"version-history":[{"count":8,"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/posts\/424\/revisions"}],"predecessor-version":[{"id":577,"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/posts\/424\/revisions\/577"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/media\/225"}],"wp:attachment":[{"href":"https:\/\/devmelody.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=424"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=424"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=424"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}