{"id":418,"date":"2025-07-02T07:34:00","date_gmt":"2025-07-01T22:34:00","guid":{"rendered":"https:\/\/devmelody.com\/?p=418"},"modified":"2025-07-11T10:50:01","modified_gmt":"2025-07-11T01:50:01","slug":"%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%b5%9c%ec%8b%a0-%ea%b8%b0%ec%88%a0-%eb%8f%99%ed%96%a5-2025%eb%85%84-%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-7%ea%b0%80","status":"publish","type":"post","link":"https:\/\/devmelody.com\/?p=418","title":{"rendered":"\ub525\ub7ec\ub2dd \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5: 2025\ub144 \ube44\uc988\ub2c8\uc2a4 \ud601\uc2e0\uc744 \uc774\ub04c 7\uac00\uc9c0 \ud575\uc2ec \uc54c\uace0\ub9ac\uc998"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">2025\ub144 \ube44\uc988\ub2c8\uc2a4 \ud601\uc2e0\uc744 \uc774\ub044\ub294 \ub525\ub7ec\ub2dd 7\ub300 \ud575\uc2ec \uc54c\uace0\ub9ac\uc998 \uc644\ubcbd \ubd84\uc11d! \ud2b8\ub79c\uc2a4\ud3ec\uba38\ubd80\ud130 \uc624\ud1a0\uc778\ucf54\ub354\uae4c\uc9c0 \uc2e4\uc81c \ud65c\uc6a9 \uc0ac\ub840\uc640 \ub3c4\uc785 \uc804\ub7b5, \uc131\uacf5 \ub178\ud558\uc6b0\ub97c \ud55c \ubc88\uc5d0 \ud655\uc778\ud558\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 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\ubc14\uafb8\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=418\/#%F0%9F%93%8C_1_%ED%8A%B8%EB%9E%9C%EC%8A%A4%ED%8F%AC%EB%A8%B8Transformer_%EC%8B%A0%EA%B2%BD%EB%A7%9D_%EC%96%B8%EC%96%B4%EC%9D%98_%ED%98%81%EB%AA%85\" >\ud83d\udccc 1. \ud2b8\ub79c\uc2a4\ud3ec\uba38(Transformer) \uc2e0\uacbd\ub9dd: \uc5b8\uc5b4\uc758 \ud601\uba85<\/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=418\/#%F0%9F%93%8C_2_%EC%83%9D%EC%84%B1_%EC%A0%81%EB%8C%80_%EC%8B%A0%EA%B2%BD%EB%A7%9DGANs_%EC%B0%BD%EC%A1%B0%EC%A0%81_%ED%98%81%EC%8B%A0%EC%9D%98_%EC%97%94%EC%A7%84\" >\ud83d\udccc 2. \uc0dd\uc131 \uc801\ub300 \uc2e0\uacbd\ub9dd(GANs): \ucc3d\uc870\uc801 \ud601\uc2e0\uc758 \uc5d4\uc9c4<\/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=418\/#%F0%9F%93%8C_3_%ED%95%A9%EC%84%B1%EA%B3%B1_%EC%8B%A0%EA%B2%BD%EB%A7%9DCNNs_%EC%8B%9C%EA%B0%81_%EC%A7%80%EB%8A%A5%EC%9D%98_%ED%95%B5%EC%8B%AC\" >\ud83d\udccc 3. \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNNs): \uc2dc\uac01 \uc9c0\ub2a5\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=418\/#%F0%9F%93%8C_4_%EC%88%9C%ED%99%98_%EC%8B%A0%EA%B2%BD%EB%A7%9DLSTM_%EC%8B%9C%EA%B3%84%EC%97%B4_%EB%8D%B0%EC%9D%B4%ED%84%B0%EC%9D%98_%EB%A7%88%EB%B2%95%EC%82%AC\" >\ud83d\udccc 4. \uc21c\ud658 \uc2e0\uacbd\ub9dd(LSTM): \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ub9c8\ubc95\uc0ac<\/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=418\/#%F0%9F%93%8C_5_%EA%B0%95%ED%99%94%ED%95%99%EC%8A%B5Reinforcement_Learning_%EC%9E%90%EC%9C%A8%EC%A0%81_%EC%9D%98%EC%82%AC%EA%B2%B0%EC%A0%95%EC%9D%98_%EB%AF%B8%EB%9E%98\" >\ud83d\udccc 5. \uac15\ud654\ud559\uc2b5(Reinforcement Learning): \uc790\uc728\uc801 \uc758\uc0ac\uacb0\uc815\uc758 \ubbf8\ub798<\/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=418\/#%F0%9F%93%8C_6_%EA%B7%B8%EB%9E%98%ED%94%84_%EC%8B%A0%EA%B2%BD%EB%A7%9DGNNs_%EA%B4%80%EA%B3%84_%EB%8D%B0%EC%9D%B4%ED%84%B0%EC%9D%98_%ED%98%81%EC%8B%A0\" >\ud83d\udccc 6. \uadf8\ub798\ud504 \uc2e0\uacbd\ub9dd(GNNs): \uad00\uacc4 \ub370\uc774\ud130\uc758 \ud601\uc2e0<\/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=418\/#%F0%9F%93%8C_7_%EC%98%A4%ED%86%A0%EC%9D%B8%EC%BD%94%EB%8D%94Autoencoders_%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%9A%A8%EC%9C%A8%EC%84%B1%EC%9D%98_%ED%95%B5%EC%8B%AC\" >\ud83d\udccc 7. \uc624\ud1a0\uc778\ucf54\ub354(Autoencoders): \ub370\uc774\ud130 \ud6a8\uc728\uc131\uc758 \ud575\uc2ec<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/devmelody.com\/?p=418\/#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-10\" href=\"https:\/\/devmelody.com\/?p=418\/#%EA%B2%B0%EB%A1%A0_%EB%94%A5%EB%9F%AC%EB%8B%9D%EC%9C%BC%EB%A1%9C_%EB%AF%B8%EB%9E%98_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4%EB%A5%BC_%EC%84%A0%EB%8F%84%ED%95%98%EC%84%B8%EC%9A%94\" >\uacb0\ub860: \ub525\ub7ec\ub2dd\uc73c\ub85c \ubbf8\ub798 \ube44\uc988\ub2c8\uc2a4\ub97c \uc120\ub3c4\ud558\uc138\uc694<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"gb-headline gb-headline-f680cb7f\"><span class=\"ez-toc-section\" id=\"%EB%94%A5%EB%9F%AC%EB%8B%9D%EC%9D%B4_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4_%ED%8C%90%EB%8F%84%EB%A5%BC_%EB%B0%94%EA%BE%B8%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>\ub525\ub7ec\ub2dd\uc774 \ube44\uc988\ub2c8\uc2a4 \ud310\ub3c4\ub97c \ubc14\uafb8\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;\ub525\ub7ec\ub2dd\uc774 \uc6b0\ub9ac \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc5b4\ub5a4 \ubcc0\ud654\ub97c \uac00\uc838\uc62c\uae4c?&#8221; \ud558\ub294 \uace0\ubbfc\uc774 \uc774\uc81c\ub294 \ud604\uc2e4\uc801\uc778 \uacfc\uc81c\uac00 \ub418\uc5c8\uc5b4\uc694. 2025\ub144 \ud604\uc7ac, \ub525\ub7ec\ub2dd\uc740 \ub2e8\uc21c\ud55c \uae30\uc220\uc801 \ud638\uae30\uc2ec\uc744 \ub118\uc5b4\uc11c&nbsp;<strong>\uae30\uc5c5 \uacbd\uc7c1\ub825\uc758 \ud575\uc2ec \uc694\uc18c<\/strong>\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4 (\ucd9c\ucc98:&nbsp;<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/seo.goover.ai\/report\/202503\/go-public-report-ko-ccce2fa0-65c1-4a10-b61c-e6bbea8991e9-0-0.html\">2025\ub144 AI\uc640 \ube45\ub370\uc774\ud130 \ub3d9\ud5a5<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub51c\ub85c\uc774\ud2b8\uc758 \ucd5c\uc2e0 \uae30\uc220 \ud2b8\ub80c\ub4dc \ubcf4\uace0\uc11c\uc5d0 \ub530\ub974\uba74,&nbsp;<strong>AI\ub294 \uc804\uae30\ucc98\ub7fc \ub2f9\uc5f0\ud55c \uc778\ud504\ub77c\ub85c \uc790\ub9ac \uc7a1\ub294 \ub3d9\uc2dc\uc5d0 \ubaa8\ub4e0 \uc601\uc5ed\uc5d0\uc11c \uae30\ubc18 \uae30\uc220 \uc5ed\ud560<\/strong>\uc744 \ud560 \uac83\uc774\uba70, \ud2b9\ud788 \uae30\uc5c5 \uacbd\uc7c1\ub825\uc758 \ud575\uc2ec\uc73c\ub85c \ubd80\uc0c1\ud558\uace0 \uc788\uc5b4\uc694 (\ucd9c\ucc98:&nbsp;<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.kistep.re.kr\/gpsBoardDownload.es?board_se=issue&amp;list_no=49141&amp;seq=1\">2025\ub144 \uae30\uc220 \ud2b8\ub80c\ub4dc<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc624\ub298\uc740 2025\ub144 \ube44\uc988\ub2c8\uc2a4 \ud601\uc2e0\uc744 \uc8fc\ub3c4\ud560 7\uac00\uc9c0 \ud575\uc2ec \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc220\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uc2e4\uc81c \ube44\uc988\ub2c8\uc2a4 \ud604\uc7a5\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc5ec\ub7ec\ubd84\uc758 \uae30\uc5c5\uc5d0\uc11c\ub294 \uc5b4\ub5bb\uac8c \uc801\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0 \uad6c\uccb4\uc801\uc73c\ub85c \uc54c\uc544\ubcfc\uac8c\uc694!<\/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>\ub525\ub7ec\ub2dd \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5<\/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_%ED%8A%B8%EB%9E%9C%EC%8A%A4%ED%8F%AC%EB%A8%B8Transformer_%EC%8B%A0%EA%B2%BD%EB%A7%9D_%EC%96%B8%EC%96%B4%EC%9D%98_%ED%98%81%EB%AA%85\"><\/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. \ud2b8\ub79c\uc2a4\ud3ec\uba38(Transformer) \uc2e0\uacbd\ub9dd: \uc5b8\uc5b4\uc758 \ud601\uba85<\/strong><\/strong><\/strong><\/strong><\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud2b8\ub79c\uc2a4\ud3ec\uba38 \uc544\ud0a4\ud14d\ucc98\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \ud601\uc2e0\uc2dc\ucf30\uace0, \ud604\uc7ac \ub2e4\ub978 \ub3c4\uba54\uc778\uc73c\ub85c \ube60\ub974\uac8c \ud655\uc7a5\ub418\uace0 \uc788\uc5b4\uc694. &#8220;Attention is All You Need&#8221;\ub77c\ub294 \ud68d\uae30\uc801\uc778 \ub17c\ubb38\uc5d0\uc11c \uc18c\uac1c\ub41c \uc774 \ub124\ud2b8\uc6cc\ud06c\ub294 \uc21c\ucc28 \ub370\uc774\ud130\ub97c \uc804\ub840 \uc5c6\ub294 \ud6a8\uc728\uc131\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc5b4\uc694 (\ucd9c\ucc98:&nbsp;<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.byteplus.com\/en\/topic\/452205\">2025\ub144 \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud2b8\ub79c\uc2a4\ud3ec\uba38\ub294 \uc624\ub298\ub0a0 AI\uac00 <strong>\uc5b8\uc5b4\ub97c \ub611\ub611\ud558\uac8c \uc774\ud574\ud558\uace0 \ub9cc\ub4e4 \uc218 \uc788\uac8c \ud574\uc900 \ud575\uc2ec \uae30\uc220<\/strong>\uc774\uc5d0\uc694. \uc6b0\ub9ac\uac00 \uc4f0\ub294 \ucc57\ubd07\uc774\ub098 \ubc88\uc5ed\uae30\uac00 \ub611\ub611\ud574\uc9c4 \ube44\uacb0\uc774\uc8e0.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc608\uc804 AI\ub294 \ubb38\uc7a5\uc744 \ud55c \ub2e8\uc5b4\uc529 \uc21c\uc11c\ub300\ub85c \uc77d\uc5c8\uc5b4\uc694. \ub9c8\uce58 \uae34 \ucc45\uc744 \ud55c \uae00\uc790\uc529 \uc77d\ub294 \uac83\ucc98\ub7fc\uc694. \uadf8\ub798\uc11c \ubb38\uc7a5\uc774 \uae38\uc5b4\uc9c0\uba74 \uc55e\uc5d0 \ub0b4\uc6a9\uc744 \uc78a\uc5b4\ubc84\ub9ac\uac70\ub098 \ub108\ubb34 \uc624\ub798 \uac78\ub838\uc8e0.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud558\uc9c0\ub9cc \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub294 \ub2ec\ub790\uc5b4\uc694. \ubb38\uc7a5\uc744 \ud55c \ubc88\uc5d0 \uc4f1 \ubcf4\uace0, <strong>\uc5b4\ub5a4 \ub2e8\uc5b4\ub4e4\uc774 \uc11c\ub85c \uc911\uc694\ud55c \uad00\uacc4\uc778\uc9c0<\/strong> \uc2a4\uc2a4\ub85c \ud30c\uc545\ud574\uc694. \uc608\ub97c \ub4e4\uc5b4, &#8220;\ub098\ub294 \uc0ac\uacfc\ub97c \uba39\uc5c8\ub2e4. \uadf8\uac83\uc740 \ub9db\uc788\uc5c8\ub2e4.&#8221;\ub77c\ub294 \ubb38\uc7a5\uc5d0\uc11c &#8216;\uadf8\uac83&#8217;\uc774 &#8216;\uc0ac\uacfc&#8217;\ub97c \uac00\ub9ac\ud0a8\ub2e4\ub294 \uac78 AI\uac00 \uc2a4\uc2a4\ub85c \uc54c\uc544\ub0b4\ub294 \uc2dd\uc774\uc5d0\uc694. \uc774 \ub2a5\ub825\uc744 &#8216;\uc140\ud504 \uc5b4\ud150\uc158&#8217;\uc774\ub77c\uace0 \ubd88\ub7ec\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub807\uac8c \ubb38\uc7a5 \uc804\uccb4\ub97c \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac\ud558\ub2c8\uae4c, AI\ub294 <strong>\ube68\ub9ac \ud559\uc2b5\ud558\uace0 \ube68\ub9ac \ub300\ub2f5<\/strong>\ud560 \uc218 \uc788\uac8c \ub410\uc8e0. \ub355\ubd84\uc5d0 \uae30\uacc4 \ubc88\uc5ed\ucc98\ub7fc \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc5d0\uc11c\ub3c4 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub7f0 \ud2b8\ub79c\uc2a4\ud3ec\uba38\uc758 \ub2a5\ub825\uc740 \ube44\uc988\ub2c8\uc2a4\uc5d0\ub3c4 \uc5c4\uccad\ub09c \ub3c4\uc6c0\uc774 \ub3fc\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uace0\uac1d \uc0c1\ub2f4:<\/strong> AI \ucc57\ubd07\uc774 \uc0ac\ub78c\ucc98\ub7fc \uc790\uc5f0\uc2a4\ub7fd\uac8c \uace0\uac1d\uacfc \ub300\ud654\ud558\uba70 \uad81\uae08\uc99d\uc744 \ud574\uacb0\ud574\uc918\uc694.<\/li>\n\n\n\n<li><strong>\ubb38\uc11c \uc791\uc5c5:<\/strong> \uacc4\uc57d\uc11c\ub098 \ubcf4\uace0\uc11c \uac19\uc740 \ubb38\uc11c\ub97c AI\uac00 \ub69d\ub531 \ub9cc\ub4e4\uac70\ub098 \ubc88\uc5ed\ud574\uc918\uc11c \uc2dc\uac04\uc744 \uc544\ub084 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>\ub9c8\ucf00\ud305:<\/strong> \uc6b0\ub9ac \ud68c\uc0ac \uc2a4\ud0c0\uc77c\uc5d0 \ub9de\ub294 \uad11\uace0 \ubb38\uad6c\ub97c AI\uac00 \uc54c\uc544\uc11c \uc368\uc8fc\uae30\ub3c4 \ud558\uc8e0.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\ub9cc\uc57d \uc774\ub7f0 AI \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uace0 \uc2f6\ub2e4\uba74, \ub108\ubb34 \uac71\uc815 \ub9c8\uc138\uc694. \uc6b0\ub9ac \ud68c\uc0ac\uc758 \uace0\uac1d \ub300\ud654\ub098 \ubb38\uc11c \ub370\uc774\ud130\ub85c AI\ub97c <strong>\uc870\uae08\ub9cc \ub354 \uac00\ub974\uce58\uac70\ub098(\ud30c\uc778\ud29c\ub2dd)<\/strong>, \uc544\ub2c8\uba74 OpenAI \uac19\uc740 \ud68c\uc0ac\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 <strong>AI \uc11c\ube44\uc2a4\ub97c \ube4c\ub824 \uc4f0\ub294(API)<\/strong> \ubc29\uc2dd\uc73c\ub85c \uc800\ub834\ud558\uac8c \uc2dc\uc791\ud560 \uc218 \uc788\uc5b4\uc694. \ud2b9\ud788 \uace0\uac1d \uc751\ub300\uc5d0 \uc4f0\uba74, \uace0\uac1d\ub4e4\uc774 \uae30\ub2e4\ub9ac\uc9c0 \uc54a\uace0 \ubc14\ub85c \ub2f5\uc744 \ub4e4\uc744 \uc218 \uc788\uc5b4\uc11c \ub9cc\uc871\ub3c4\uac00 \ud655 \uc62c\ub77c\uac08 \uac70\uc608\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub355\ubd84\uc5d0 AI\ub294 \uc774\uc81c \ub2e8\uc21c\ud55c \uae30\uacc4\uac00 \uc544\ub2c8\ub77c, <strong>\uc0ac\ub78c\ucc98\ub7fc \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc18c\ud1b5\ud558\ub294 \ud30c\ud2b8\ub108<\/strong>\uac00 \ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc870\uae08 \uac04\ub2e8\ud558\uac8c \uc815\ub9ac\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud575\uc2ec \ud2b9\uc9d5:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc140\ud504 \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc73c\ub85c \uc911\uc694\ud55c \uc815\ubcf4\uc5d0 \uc9d1\uc911<\/li>\n\n\n\n<li>\ubcd1\ub82c \ucc98\ub9ac \ub2a5\ub825\uc73c\ub85c \ube60\ub978 \ud559\uc2b5\uacfc \ucd94\ub860<\/li>\n\n\n\n<li>\ubcf5\uc7a1\ud55c \uc21c\uc11c-\uc21c\uc11c \uc791\uc5c5\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5<\/li>\n<\/ul>\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>\uace0\uac1d \uc11c\ube44\uc2a4<\/strong>: \ucc57\ubd07\uacfc \uac00\uc0c1 \uc5b4\uc2dc\uc2a4\ud134\ud2b8\uc758 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ub300\ud654 \uad6c\ud604<\/li>\n\n\n\n<li><strong>\ubb38\uc11c \uc790\ub3d9\ud654<\/strong>: \uacc4\uc57d\uc11c, \ubcf4\uace0\uc11c \ub4f1\uc758 \uc790\ub3d9 \uc0dd\uc131 \ubc0f \ubc88\uc5ed<\/li>\n\n\n\n<li><strong>\ucf58\ud150\uce20 \ub9c8\ucf00\ud305<\/strong>: \ube0c\ub79c\ub4dc \ud1a4\uc5d0 \ub9de\ub294 \ub9c8\ucf00\ud305 \ucf58\ud150\uce20 \uc790\ub3d9 \uc0dd\uc131<\/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>\uae30\uc5c5 \ub0b4 \ubb38\uc11c\uc640 \ub300\ud654 \ub370\uc774\ud130\ub85c \ud30c\uc778\ud29c\ub2dd\ud558\uc5ec \ub9de\ucda4\ud615 \uc5b8\uc5b4 \ubaa8\ub378 \uad6c\ucd95<\/li>\n\n\n\n<li>API \uae30\ubc18 \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud574 \ub0ae\uc740 \ube44\uc6a9\uc73c\ub85c \uc2dc\uc791<\/li>\n\n\n\n<li>\uace0\uac1d \uc751\ub300 \ud488\uc9c8 \ud5a5\uc0c1\uc744 \uc704\ud55c \uc2e4\uc2dc\uac04 \uc751\ub2f5 \uc2dc\uc2a4\ud15c \ub3c4\uc785<\/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_%EC%83%9D%EC%84%B1_%EC%A0%81%EB%8C%80_%EC%8B%A0%EA%B2%BD%EB%A7%9DGANs_%EC%B0%BD%EC%A1%B0%EC%A0%81_%ED%98%81%EC%8B%A0%EC%9D%98_%EC%97%94%EC%A7%84\"><\/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. \uc0dd\uc131 \uc801\ub300 \uc2e0\uacbd\ub9dd(GANs): \ucc3d\uc870\uc801 \ud601\uc2e0\uc758 \uc5d4\uc9c4<\/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=\"578\" height=\"540\" src=\"https:\/\/devmelody.com\/wp-content\/uploads\/2025\/06\/image-18.png\" alt=\"\" class=\"wp-image-421\" srcset=\"https:\/\/devmelody.com\/wp-content\/uploads\/2025\/06\/image-18.png 578w, https:\/\/devmelody.com\/wp-content\/uploads\/2025\/06\/image-18-300x280.png 300w\" sizes=\"auto, (max-width: 578px) 100vw, 578px\" \/><figcaption class=\"wp-element-caption\">\ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GANs<\/strong>\ub294 \ub450 \uac1c\uc758 \uc2e0\uacbd\ub9dd\uc774 \uc11c\ub85c \uacbd\uc7c1\ud558\uba70 \uc810\uc810 \ub354 \uc815\uad50\ud55c \uacb0\uacfc\ubb3c\uc744 \ub9cc\ub4e4\uc5b4\ub0b4\ub294 \ub9e4\ub825\uc801\uc778 \uc0dd\uc131 \ubaa8\ub378\ub9c1 \uc811\uadfc\ubc95\uc774\uc5d0\uc694. \uc774 \uc54c\uace0\ub9ac\uc998\uc740 \ud569\uc131 \ub370\uc774\ud130, \uc774\ubbf8\uc9c0, \uc2ec\uc9c0\uc5b4 \uc804\uccb4 \uac00\uc0c1 \ud658\uacbd\uc744 \ub9cc\ub4e4\uc5b4\ub0b4\ub294 \ub180\ub77c\uc6b4 \uc7a0\uc7ac\ub825\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc5b4\uc694 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/www.byteplus.com\/en\/topic\/452205\" target=\"_blank\" rel=\"noreferrer noopener\">2025\ub144 \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GANs(Generative Adversarial Networks)<\/strong>\ub294 AI\uac00 <strong>\uc2a4\uc2a4\ub85c \ubb34\uc5b8\uac00\ub97c \ucc3d\uc870\ud574\ub0b4\ub294<\/strong> \ub9c8\ubc95 \uac19\uc740 \uae30\uc220\uc774\uc5d0\uc694. \ub9c8\uce58 \ud654\uac00\uc640 \ubbf8\uc220 \ud3c9\ub860\uac00\uac00 \uc11c\ub85c \uacbd\uc7c1\ud558\uba70 \uc2e4\ub825\uc744 \ud0a4\uc6b0\ub4ef, \ub450 \uac1c\uc758 \uc778\uacf5\uc9c0\ub2a5\uc774 \uc2f8\uc6b0\uba74\uc11c \uc810\uc810 \ub354 \uc9c4\uc9dc \uac19\uc740 \uacb0\uacfc\ubb3c\uc744 \ub9cc\ub4e4\uc5b4\ub0b4\uc8e0.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uae30\uc220\uc758 \uc6d0\ub9ac\ub294 \uc774\ub807\uc2b5\ub2c8\ub2e4. GANs \uc548\uc5d0\ub294 \ub450 \uba85\uc758 &#8216;\uc120\uc218&#8217;\uac00 \uc788\uc5b4\uc694.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\uc0dd\uc131\uc790 (Generator):<\/strong> \uc774 AI\ub294 \uac00\uc9dc \uc774\ubbf8\uc9c0\ub098 \ub370\uc774\ud130\ub97c \ub9cc\ub4dc\ub294 &#8216;\ud654\uac00&#8217; \uc5ed\ud560\uc744 \ud574\uc694. \ucd5c\ub300\ud55c \uc9c4\uc9dc\ucc98\ub7fc \ubcf4\uc774\uac8c \ub9cc\ub4e4\ub824\uace0 \ub178\ub825\ud558\uc8e0.<\/li>\n\n\n\n<li><strong>\ud310\ubcc4\uc790 (Discriminator):<\/strong> \uc774 AI\ub294 \uc0dd\uc131\uc790\uac00 \ub9cc\ub4e0 \uac83\uc774 \uc9c4\uc9dc\uc778\uc9c0 \uac00\uc9dc\uc778\uc9c0 \uad6c\ubcc4\ud558\ub294 &#8216;\ud3c9\ub860\uac00&#8217; \uc5ed\ud560\uc744 \ud574\uc694. \uc9c4\uc9dc\uc640 \uac00\uc9dc\ub97c \uc815\ud655\ud788 \uac00\ub824\ub0b4\ub824\uace0 \uc560\uc4f0\uc8e0.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\uc0dd\uc131\uc790\ub294 \ud310\ubcc4\uc790\ub97c \uc18d\uc774\uae30 \uc704\ud574 \uacc4\uc18d\ud574\uc11c \ub354 \uc815\uad50\ud55c \uac00\uc9dc\ub97c \ub9cc\ub4e4\uace0, \ud310\ubcc4\uc790\ub294 \uc0dd\uc131\uc790\uc758 \uc18d\uc784\uc218\ub97c \uac04\ud30c\ud558\uae30 \uc704\ud574 \uc9c4\uc9dc\uc640 \uac00\uc9dc\ub97c \ub354 \ub0a0\uce74\ub86d\uac8c \uad6c\ubd84\ud558\ub294 \ub2a5\ub825\uc744 \ud0a4\uc6cc\uc694. \uc774\ub807\uac8c <strong>\uc11c\ub85c \uacbd\uc7c1\ud558\uace0 \ubc1c\uc804\ud558\uba74\uc11c<\/strong> \ub458 \ub2e4 \uc2e4\ub825\uc774 \ub298\uace0, \uacb0\uad6d \uc0dd\uc131\uc790\ub294 \uc0ac\ub78c\uc774 \ub9cc\ub4e0 \uac83\uacfc \uad6c\ubcc4\ud558\uae30 \uc5b4\ub824\uc6b8 \uc815\ub3c4\ub85c <strong>\ub180\ub78d\ub3c4\ub85d \uc0ac\uc2e4\uc801\uc778 \uc774\ubbf8\uc9c0\ub098 \ub370\uc774\ud130\ub97c \ub9cc\ub4e4\uc5b4\ub0bc \uc218 \uc788\uac8c \ub418\ub294 \uac81\ub2c8\ub2e4.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub7ec\ud55c GANs\uc758 \ub2a5\ub825\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc744 \uac00\uc838\uc624\uace0 \uc788\uc5b4\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc81c\ud488 \ub514\uc790\uc778:<\/strong> \uc0c8\ub85c\uc6b4 \uc637, \uac00\uad6c, \uc790\ub3d9\ucc28 \ub4f1 <strong>\ub2e4\uc591\ud55c \ub514\uc790\uc778 \uc544\uc774\ub514\uc5b4\ub97c AI\uac00 \uc790\ub3d9\uc73c\ub85c \uc81c\uc548<\/strong>\ud574\uc918\uc694. \ub514\uc790\uc774\ub108\ub4e4\uc740 AI\uac00 \ub9cc\ub4e0 \uc218\ub9ce\uc740 \uc544\uc774\ub514\uc5b4 \uc911\uc5d0\uc11c \uc601\uac10\uc744 \uc5bb\uac70\ub098 \uc218\uc815\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uc81c\ud488\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc8e0.<\/li>\n\n\n\n<li><strong>\ub9c8\ucf00\ud305:<\/strong> \uc6b0\ub9ac \ube0c\ub79c\ub4dc\uc758 \ud2b9\uc9d5\uc744 \uc798 \uc0b4\ub9b0 <strong>\uc0c8\ub85c\uc6b4 \uad11\uace0 \uc774\ubbf8\uc9c0\ub098 \uc601\uc0c1\uc744 AI\uac00 \uc9c1\uc811 \ub9cc\ub4e4\uc5b4\ub0bc \uc218 \uc788\uc5b4\uc694.<\/strong> \ud2b9\uc815 \uc5f0\ub839\ub300\ub098 \ucde8\ud5a5\uc758 \uace0\uac1d\uc5d0\uac8c \uc5b4\ud544\ud560 \ub9cc\ud55c \ub9de\ucda4\ud615 \uad11\uace0 \uc18c\uc7ac\ub97c \ub300\ub7c9\uc73c\ub85c \uc0dd\uc131\ud558\ub294 \uac83\ub3c4 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uad50\uc721 \ubc0f \ud6c8\ub828:<\/strong> \uc2e4\uc81c \ub370\uc774\ud130\uac00 \ubd80\uc871\ud558\uac70\ub098, \uac1c\uc778 \uc815\ubcf4 \ub54c\ubb38\uc5d0 \uc2e4\uc81c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uae30 \uc5b4\ub824\uc6b8 \ub54c, GANs\ub294 <strong>\uc9c4\uc9dc\uc640 \ub611\uac19\uc740 \uac00\uc0c1\uc758 \ud6c8\ub828 \ub370\uc774\ud130<\/strong>\ub97c \ub9cc\ub4e4\uc5b4\uc918\uc694. \uc608\ub97c \ub4e4\uc5b4, \uc790\uc728\uc8fc\ud589\ucc28 AI\ub97c \ud6c8\ub828\uc2dc\ud0ac \ub54c \uc2e4\uc81c \ub3c4\ub85c \uc0c1\ud669\uc744 \uc644\ubcbd\ud558\uac8c \uc7ac\ud604\ud55c \uac00\uc0c1 \ub370\uc774\ud130\ub97c \ub9cc\ub4e4\uac70\ub098, \uc758\ub8cc AI\ub97c \ud6c8\ub828\uc2dc\ud0a4\uae30 \uc704\ud55c \uac00\uc0c1\uc758 \ud658\uc790 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud558\ub294 \uc2dd\uc774\uc8e0.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">GANs\ub97c \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc801\uc6a9\ud558\uace0 \uc2f6\ub2e4\uba74, \ud2b9\ud788 <strong>\ucc3d\uc758\uc131\uc774 \uc911\uc694\ud55c \ubd84\uc57c<\/strong>\uc5d0\uc11c \ud070 \ud6a8\uacfc\ub97c \ubcfc \uc218 \uc788\uc5b4\uc694. \ud328\uc158\uc774\ub098 \uc778\ud14c\ub9ac\uc5b4\ucc98\ub7fc \ub514\uc790\uc778\uc774 \ud575\uc2ec\uc778 \uc0b0\uc5c5\uc5d0\uc11c\ub294 \ubb34\ud55c\ud55c \uc544\uc774\ub514\uc5b4\ub97c \uc5bb\uc744 \uc218 \uc788\uace0, \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638\uac00 \uc911\uc694\ud55c \uc758\ub8cc\ub098 \uae08\uc735 \ubd84\uc57c\uc5d0\uc11c\ub294 \uc9c4\uc9dc \uac19\uc740 \ud569\uc131 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud574 \uc548\uc804\ud558\uac8c AI\ub97c \uac1c\ubc1c\ud558\uace0 \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc0c8\ub85c\uc6b4 \uc81c\ud488\uc744 \ub9cc\ub4e4 \ub54c \ub2e4\uc591\ud55c \uc2dc\uc548\uc744 \ubbf8\ub9ac \uc2dc\uac01\ud654\ud558\uc5ec \ube60\ub974\uac8c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370\ub3c4 \uc720\uc6a9\ud558\uc8e0.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GANs\ub294 AI\uac00 \ub2e8\uc21c\ud788 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ub294 \uac83\uc744 \ub118\uc5b4, <strong>\uc2a4\uc2a4\ub85c \uc0c8\ub85c\uc6b4 \uac83\uc744 \ucc3d\uc870\ud558\ub294 \ub2a5\ub825<\/strong>\uc744 \ubcf4\uc5ec\uc8fc\uba70 \uc6b0\ub9ac \uc0b6\uacfc \ube44\uc988\ub2c8\uc2a4\uc5d0 \ubb34\ud55c\ud55c \uac00\ub2a5\uc131\uc744 \uc5f4\uc5b4\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud575\uc2ec \ud2b9\uc9d5:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc0dd\uc131 \ub124\ud2b8\uc6cc\ud06c\uc640 \ud310\ubcc4 \ub124\ud2b8\uc6cc\ud06c\uc758 \uacbd\uc7c1\uc801 \ud559\uc2b5<\/li>\n\n\n\n<li>\ub9e4\uc6b0 \uc0ac\uc2e4\uc801\uc778 \ud569\uc131 \ub370\uc774\ud130 \uc0dd\uc131 \ub2a5\ub825<\/li>\n\n\n\n<li>\uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \uac1c\uc120 \uba54\ucee4\ub2c8\uc998<\/li>\n<\/ul>\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>\uc81c\ud488 \ub514\uc790\uc778<\/strong>: \uc0c8\ub85c\uc6b4 \uc81c\ud488 \ub514\uc790\uc778 \uc544\uc774\ub514\uc5b4 \uc790\ub3d9 \uc0dd\uc131<\/li>\n\n\n\n<li><strong>\ub9c8\ucf00\ud305<\/strong>: \ube0c\ub79c\ub4dc \uc774\ubbf8\uc9c0\uc5d0 \ub9de\ub294 \uad11\uace0 \uc18c\uc7ac \uc81c\uc791<\/li>\n\n\n\n<li><strong>\uad50\uc721 \ud6c8\ub828<\/strong>: \uc2e4\uc81c \ub370\uc774\ud130 \ubd80\uc871 \uc2dc \ud6c8\ub828\uc6a9 \ud569\uc131 \ub370\uc774\ud130 \uc0dd\uc131<\/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>\uc81c\ud488 \ud504\ub85c\ud1a0\ud0c0\uc774\ud551 \ub2e8\uacc4\uc5d0\uc11c \ub2e4\uc591\ud55c \uc635\uc158 \uc2dc\uac01\ud654<\/li>\n\n\n\n<li>\ud328\uc158, \uc778\ud14c\ub9ac\uc5b4 \ub4f1 \ucc3d\uc791 \ubd84\uc57c\uc5d0\uc11c \ubb34\ud55c\ud55c \ub514\uc790\uc778 \uc544\uc774\ub514\uc5b4 \uc0dd\uc131<\/li>\n\n\n\n<li>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\uac00 \uc911\uc694\ud55c \uc5c5\ubb34\uc5d0\uc11c \uc775\uba85\ud654\ub41c \ud569\uc131 \ub370\uc774\ud130 \ud65c\uc6a9<\/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_%ED%95%A9%EC%84%B1%EA%B3%B1_%EC%8B%A0%EA%B2%BD%EB%A7%9DCNNs_%EC%8B%9C%EA%B0%81_%EC%A7%80%EB%8A%A5%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. \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNNs): \uc2dc\uac01 \uc9c0\ub2a5\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\"><strong>CNN<\/strong>\uc740 \uc774\ubbf8\uc9c0\uc640 \ube44\ub514\uc624 \ucc98\ub9ac\uc5d0\uc11c \uc5ec\uc804\ud788 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc5b4\uc694. \uc758\ub8cc \uc601\uc0c1 \uc9c4\ub2e8\ubd80\ud130 \uc790\uc728\uc8fc\ud589\ucc28\uae4c\uc9c0, \uc2dc\uac01\uc801 \uc778\uc2dd\uc774 \ud544\uc694\ud55c \ubaa8\ub4e0 \ube44\uc988\ub2c8\uc2a4 \uc601\uc5ed\uc5d0\uc11c \ud575\uc2ec \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc5b4\uc694 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/www.byteplus.com\/en\/topic\/452205\" target=\"_blank\" rel=\"noreferrer noopener\">2025\ub144 \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>CNN(Convolutional Neural Networks)<\/strong>, \uc989 <strong>\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd<\/strong>\uc740 <strong>AI\uc5d0\uac8c &#8216;\ub208&#8217;\uc744 \ub2ec\uc544\uc8fc\ub294 \uae30\uc220<\/strong>\uc774\ub77c\uace0 \uc0dd\uac01\ud558\uba74 \uc26c\uc6cc\uc694. \uc0ac\uc9c4\uc774\ub098 \uc601\uc0c1 \uc18d\uc5d0\uc11c \ubb34\uc5c7\uc774 \uc788\ub294\uc9c0, \uc5b4\ub5a4 \uc0c1\ud669\uc778\uc9c0 AI\uac00 \uc2a4\uc2a4\ub85c \ubcf4\uace0 \ud310\ub2e8\ud558\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc2a4\ub9c8\ud2b8\ud3f0\uc73c\ub85c \uc5bc\uad74\uc744 \uc778\uc2dd\ud558\uac70\ub098, \uc758\ub8cc \uc0ac\uc9c4\uc5d0\uc11c \ubcd1\uc744 \ucc3e\uc544\ub0b4\uac70\ub098, \uc790\uc728\uc8fc\ud589\ucc28\uac00 \ub3c4\ub85c\ub97c \uc778\uc2dd\ud558\ub294 \ub370 \ubaa8\ub450 \uc774 CNN\uc774 \uc4f0\uc5ec\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CNN\uc758 \uac00\uc7a5 \ud070 \ud2b9\uc9d5\uc740:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub611\ub611\ud558\uac8c \uc774\ubbf8\uc9c0 \ubd84\uc11d:<\/strong> CNN\uc740 \uc774\ubbf8\uc9c0\ub97c \uadf8\ub0e5 \ud1b5\uc9f8\ub85c \ubcf4\ub294 \uac8c \uc544\ub2c8\ub77c, \ub9c8\uce58 \ub3cb\ubcf4\uae30\ub85c \ubcf4\ub4ef **\ubd80\ubd84\ubd80\ubd84\uc758 \uc911\uc694\ud55c \ud2b9\uc9d5\ub4e4(\uc120, \ubaa8\uc591, \uc0c9\uae54)**\uc744 \uc2a4\uc2a4\ub85c \ucc3e\uc544\ub0b4\uace0 \uae30\uc5b5\ud574\uc694. \uc774 \ud2b9\uc9d5\ub4e4\uc744 \ud569\uccd0\uc11c &#8216;\uc774\uac74 \uace0\uc591\uc774\uad6c\ub098&#8217;, &#8216;\uc774\uac74 \uc790\ub3d9\ucc28\uad6c\ub098&#8217; \ud558\uace0 \uc804\uccb4\ub97c \uc778\uc2dd\ud558\ub294 \uac70\uc8e0. \uc774\ubbf8\uc9c0\uac00 \uc870\uae08 \ud754\ub4e4\ub9ac\uac70\ub098 \uac01\ub3c4\uac00 \ub2ec\ub77c\ub3c4 \uc798 \uc54c\uc544\ubd10\uc694.<\/li>\n\n\n\n<li><strong>\ub192\uc740 \uc815\ud655\ub3c4:<\/strong> \uc774\ub7f0 \ubc29\uc2dd \ub355\ubd84\uc5d0 CNN\uc740 <strong>\uc774\ubbf8\uc9c0\ub97c \uc5c4\uccad\ub098\uac8c \uc815\ud655\ud558\uac8c \ubd84\uc11d<\/strong>\ud560 \uc218 \uc788\uc5b4\uc694. \uc0ac\ub78c\ub3c4 \ub193\uce60 \uc218 \uc788\ub294 \ubbf8\uc138\ud55c \ucc28\uc774\uae4c\uc9c0 \ucc3e\uc544\ub0bc \uc218 \uc788\uc8e0.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub7f0 CNN\uc758 \ub2a5\ub825\uc740 \ub2e4\uc591\ud55c \uacf3\uc5d0\uc11c \ud65c\uc6a9\ub3fc\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uacf5\uc7a5:<\/strong> \uc81c\ud488\uc5d0 <strong>\ubd88\ub7c9\ud488\uc774 \uc788\ub294\uc9c0 AI\uac00 \uc790\ub3d9\uc73c\ub85c \uac80\uc0ac<\/strong>\ud574\uc11c \uc88b\uc740 \uc81c\ud488\ub9cc \ub098\uac08 \uc218 \uc788\uac8c \ud574\uc694.<\/li>\n\n\n\n<li><strong>\uac00\uac8c:<\/strong> \ubb34\uc778 \ub9e4\uc7a5\uc5d0\uc11c AI\uac00 \uace0\uac1d\uc774 <strong>\uc5b4\ub5a4 \ubb3c\uac74\uc744 \uac00\uc838\uac00\ub294\uc9c0 \uc54c\uc544\uc11c \uacc4\uc0b0<\/strong>\ud558\uac70\ub098, \ubb3c\uac74\uc774 \ubd80\uc871\ud55c\uc9c0 \uc54c\ub824\uc918\uc694.<\/li>\n\n\n\n<li><strong>\ubcf4\uc548:<\/strong> CCTV \uc601\uc0c1\uc5d0\uc11c <strong>\uc218\uc0c1\ud55c \uc0ac\ub78c\uc774\ub098 \uc774\uc0c1\ud55c \uc6c0\uc9c1\uc784<\/strong>\uc774 \uc788\ub294\uc9c0 AI\uac00 \uc2e4\uc2dc\uac04\uc73c\ub85c \uac10\uc9c0\ud574\uc11c \uc54c\ub824\uc90d\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ubcd1\uc6d0:<\/strong> X-ray\ub098 MRI \uac19\uc740 <strong>\uc758\ub8cc \uc601\uc0c1\uc5d0\uc11c \ubcd1\uc758 \ud754\uc801\uc744 AI\uac00 \ucc3e\uc544\ub0b4<\/strong>\uc11c \uc758\uc0ac \uc120\uc0dd\ub2d8\uc758 \uc9c4\ub2e8\uc744 \ub3d5\uc8e0.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\ub9cc\uc57d \uc5ec\ub7ec\ubd84\uc774 CNN \uae30\uc220\uc744 \uc4f0\uace0 \uc2f6\ub2e4\uba74,<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub370\uc774\ud130\uac00 \uc801\uc5b4\ub3c4 \uad1c\ucc2e\uc544\uc694:<\/strong> \ub2e4\ub978 \ub9ce\uc740 \uc0ac\uc9c4\uc73c\ub85c \uc774\ubbf8 \ub611\ub611\ud574\uc9c4 AI\ub97c \ub370\ub824\uc640\uc11c \uc6b0\ub9ac \ud68c\uc0ac \uc0ac\uc9c4 \uba87 \uc7a5\ub9cc \ub354 \ubcf4\uc5ec\uc8fc\uba74(\uc774\uac78 &#8216;\uc804\uc774 \ud559\uc2b5&#8217;\uc774\ub77c\uace0 \ud574\uc694), \ubc14\ub85c \uc4f8 \uc218 \uc788\uc744 \ub9cc\ud07c \ub611\ub611\ud574\uc9c4\ub2f5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc791\uc740 \uae30\uae30\uc5d0\ub3c4 \uac00\ub2a5:<\/strong> \uc2a4\ub9c8\ud2b8\ud3f0\ucc98\ub7fc \uc791\uc740 \uae30\uae30\uc5d0\uc11c\ub3c4 \uc798 \ub3cc\uc544\uac00\ub3c4\ub85d \uac00\ubccd\uac8c \ub9cc\ub4e4 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>\ube68\ub9ac\ube68\ub9ac \ucc98\ub9ac:<\/strong> \uc2e4\uc2dc\uac04\uc73c\ub85c \uc774\ubbf8\uc9c0\ub97c \ubd10\uc57c \ud558\ub294 \uacbd\uc6b0(\uc608: \uc790\uc728\uc8fc\ud589)\uc5d0\ub294 \ub354 \ube60\ub978 \ucef4\ud4e8\ud130(GPU)\ub97c \uc4f0\uba74 \ub3fc\uc694.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">CNN \ub355\ubd84\uc5d0 AI\ub294 \uc774\uc81c \uc138\uc0c1\uc744 &#8216;\ubcfc&#8217; \uc218 \uc788\uac8c \ub418\uc5c8\uace0, \uc6b0\ub9ac \uc0b6\uc758 \uc5ec\ub7ec \ubd80\ubd84\uc744 \ub354 \ud3b8\ub9ac\ud558\uace0 \uc548\uc804\ud558\uac8c \ub9cc\ub4e4\uc5b4\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud575\uc2ec \ud2b9\uc9d5:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uacf5\uac04\uc801 \uacc4\uce35 \uad6c\uc870\uc640 \uc9c0\uc5ed\uc801 \uc5f0\uacb0\uc131<\/li>\n\n\n\n<li>\uc774\ubbf8\uc9c0\uc758 \ud2b9\uc9d5\uc744 \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5<\/li>\n\n\n\n<li>\uc2dc\uac01\uc801 \uc791\uc5c5\uc5d0\uc11c \ub192\uc740 \uc815\ubc00\ub3c4<\/li>\n<\/ul>\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>\uc81c\uc870\uc5c5<\/strong>: \uc81c\ud488 \ud488\uc9c8 \uac80\uc0ac \uc790\ub3d9\ud654<\/li>\n\n\n\n<li><strong>\ub9ac\ud14c\uc77c<\/strong>: \ubb34\uc778 \ub9e4\uc7a5\uc758 \uc0c1\ud488 \uc778\uc2dd \uc2dc\uc2a4\ud15c<\/li>\n\n\n\n<li><strong>\ubcf4\uc548<\/strong>: CCTV \uae30\ubc18 \uc774\uc0c1 \ud589\ub3d9 \ud0d0\uc9c0<\/li>\n\n\n\n<li><strong>\uc758\ub8cc<\/strong>: X-ray, MRI \ub4f1 \uc758\ub8cc \uc601\uc0c1 \ubd84\uc11d<\/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>\uc2e4\uc2dc\uac04 \ucc98\ub9ac\uac00 \uc911\uc694\ud55c \uc5c5\ubb34\uc5d0\uc11c GPU \uac00\uc18d \ud65c\uc6a9<\/li>\n\n\n\n<li>\uc791\uc740 \ub370\uc774\ud130\uc14b\uc73c\ub85c\ub3c4 \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud574 \ube60\ub978 \uc131\uacfc \ub2ec\uc131<\/li>\n\n\n\n<li>\uc5e3\uc9c0 \ub514\ubc14\uc774\uc2a4\uc5d0 \ucd5c\uc801\ud654\ub41c \uacbd\ub7c9 \ubaa8\ub378 \ud65c\uc6a9<\/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<\/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_%EC%88%9C%ED%99%98_%EC%8B%A0%EA%B2%BD%EB%A7%9DLSTM_%EC%8B%9C%EA%B3%84%EC%97%B4_%EB%8D%B0%EC%9D%B4%ED%84%B0%EC%9D%98_%EB%A7%88%EB%B2%95%EC%82%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 4. \uc21c\ud658 \uc2e0\uacbd\ub9dd(LSTM): \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ub9c8\ubc95\uc0ac<\/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>LSTM<\/strong>(<strong>Long Short-Term Memory)<\/strong> \ub124\ud2b8\uc6cc\ud06c\ub294 \uba54\ubaa8\ub9ac \uc140\uacfc \uc7a5\uae30 \uc758\uc874\uc131 \ucc98\ub9ac \ub2a5\ub825\uc73c\ub85c \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\uc11c \uc5ec\uc804\ud788 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc5b4\uc694. \ud2b9\ud788 \uc7ac\ubb34 \uc608\uce21\uacfc \uc74c\uc131 \uc778\uc2dd \ubd84\uc57c\uc5d0\uc11c \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc5b4\uc694 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/www.byteplus.com\/en\/topic\/452205\" target=\"_blank\" rel=\"noreferrer noopener\">2025\ub144 \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LSTM\uc740 AI\uac00 <strong>\uc2dc\uac04\uc774 \uc9c0\ub098\ub3c4 \uc911\uc694\ud55c \uc815\ubcf4\ub97c \uc78a\uc9c0 \uc54a\uace0 \uae30\uc5b5\ud558\uac8c \ud574\uc8fc\ub294 \ub611\ub611\ud55c \uae30\uc220<\/strong>\uc774\uc5d0\uc694. \ub9c8\uce58 \uc6b0\ub9ac\uac00 \uae34 \ubb38\uc7a5\uc744 \uc77d\uc744 \ub54c \uc55e\ubd80\ubd84\uc758 \uc911\uc694\ud55c \ub0b4\uc6a9\uc744 \uc78a\uc9c0 \uc54a\uace0 \uc804\uccb4 \uc758\ubbf8\ub97c \ud30c\uc545\ud558\ub294 \uac83\ucc98\ub7fc \ub9d0\uc774\uc8e0. \uc774 \uae30\uc220\uc740 \ud2b9\ud788 **\uc2dc\uac04 \uc21c\uc11c\uac00 \uc911\uc694\ud55c \ub370\uc774\ud130(\uc2dc\uacc4\uc5f4 \ub370\uc774\ud130)**\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \uc544\uc8fc \uac15\ub825\ud574\uc11c, \uc8fc\uc2dd \uc2dc\uc7a5\uc744 \uc608\uce21\ud558\uac70\ub098 \uc0ac\ub78c\uc758 \ubaa9\uc18c\ub9ac\ub97c \uc54c\uc544\ub4e3\ub294 \ubd84\uc57c\uc5d0\uc11c \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>LSTM\uc758 \uac00\uc7a5 \ud070 \ud2b9\uc9d5\uc740:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc624\ub798 \uae30\uc5b5\ud558\ub294 \ub2a5\ub825:<\/strong> \uc77c\ubc18\uc801\uc778 AI\ub294 \uc2dc\uac04\uc774 \uc9c0\ub098\uba74 \uc55e\uc11c \ubcf8 \uc815\ubcf4\ub4e4\uc744 \uc78a\uc5b4\ubc84\ub9ac\uace4 \ud574\uc694. \ud558\uc9c0\ub9cc LSTM\uc740 \ud2b9\ubcc4\ud55c &#8216;\uba54\ubaa8\ub9ac \uc140&#8217;\uc744 \uac00\uc9c0\uace0 \uc788\uc5b4\uc11c, <strong>\uc624\ub798\ub41c \uc815\ubcf4 \uc911\uc5d0\uc11c\ub3c4 \uc911\uc694\ud55c \uac83\uc740 \uc78a\uc9c0 \uc54a\uace0 \uacc4\uc18d \uae30\uc5b5<\/strong>\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc5b4\uc81c \uc8fc\uc2dd \uc2dc\uc7a5\uc758 \ud750\ub984\uc774 \uc624\ub298 \uc2dc\uc7a5\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce5c\ub2e4\uba74, LSTM\uc740 \uc5b4\uc81c\uc758 \ud750\ub984\uc744 \uae30\uc5b5\ud574\uc11c \uc624\ub298\uc744 \uc608\uce21\ud558\ub294 \ub370 \ud65c\uc6a9\ud560 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>\uc2dc\uac04 \ud328\ud134 \ud559\uc2b5:<\/strong> \uc774 \ub355\ubd84\uc5d0 LSTM\uc740 \uc8fc\uc2dd \uac00\uaca9\uc758 \ubcc0\ud654, \ub0a0\uc528\uc758 \ubcc0\ud654, \uc0ac\ub78c\uc758 \ub9d0\ucc98\ub7fc <strong>\uc2dc\uac04\uc5d0 \ub530\ub77c \ubcc0\ud558\ub294 \ub370\uc774\ud130 \uc18d\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc544\uc8fc \uc798 \ucc3e\uc544\ub0b4\uace0 \ud559\uc2b5<\/strong>\ud569\ub2c8\ub2e4. \ub2e8\uc21c\ud788 \uc624\ub298 \ub370\uc774\ud130\ub9cc \ubcf4\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \uacfc\uac70\uc758 \ub370\uc774\ud130\uac00 \ud604\uc7ac\uc640 \ubbf8\ub798\uc5d0 \uc5b4\ub5a4 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uc9c0 \uc774\ud574\ud558\uc8e0.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub7f0 LSTM\uc758 \ub2a5\ub825\uc740 \ub2e4\uc591\ud55c \ube44\uc988\ub2c8\uc2a4 \ubd84\uc57c\uc5d0\uc11c \ud070 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uae08\uc735:<\/strong> \uc8fc\uc2dd\uc774\ub098 \ud658\uc728 \uac19\uc740 <strong>\uae08\uc735 \uc2dc\uc7a5\uc758 \uc6c0\uc9c1\uc784\uc744 \uc608\uce21<\/strong>\ud574\uc11c \ud22c\uc790 \uacb0\uc815\uc744 \ub3d5\uac70\ub098, \uac11\uc791\uc2a4\ub7ec\uc6b4 \uac00\uaca9 \ubcc0\ub3d9 \uac19\uc740 <strong>\uc704\ud5d8\uc744 \ubbf8\ub9ac \uac10\uc9c0<\/strong>\ud558\uc5ec \uc190\uc2e4\uc744 \uc904\uc774\ub294 \ub370 \ud65c\uc6a9\ub3fc\uc694.<\/li>\n\n\n\n<li><strong>\uacf5\uae09\ub9dd:<\/strong> \ud2b9\uc815 \uc0c1\ud488\uc758 <strong>\uc218\uc694\uac00 \uc5b8\uc81c \ub298\uc5b4\ub0a0\uc9c0 \uc608\uce21<\/strong>\ud574\uc11c \uc7ac\uace0\ub97c \ubbf8\ub9ac \ud655\ubcf4\ud558\uac70\ub098, \uc0dd\uc0b0\ub7c9\uc744 \uc870\uc808\ud558\uc5ec \ubb3c\ub958 \ube44\uc6a9\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>\uc5d0\ub108\uc9c0:<\/strong> \ud2b9\uc815 \uc2dc\uac04\ub300\uc758 <strong>\uc804\ub825 \uc0ac\uc6a9 \ud328\ud134\uc744 \ubd84\uc11d<\/strong>\ud574\uc11c \ubbf8\ub798 \uc804\ub825 \uc18c\ube44\ub7c9\uc744 \uc608\uce21\ud558\uace0, \ud6a8\uc728\uc801\uc778 \uc5d0\ub108\uc9c0 \uad00\ub9ac\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uace0\uac1d \uc11c\ube44\uc2a4:<\/strong> \uace0\uac1d\ub4e4\uc774 \uc5b4\ub5a4 \uc81c\ud488\uc744 \uc8fc\ub85c \ucc3e\uace0, \uc5b4\ub5a4 \ud589\ub3d9 \ud328\ud134\uc744 \ubcf4\uc774\ub294\uc9c0 \ubd84\uc11d\ud574\uc11c <strong>\uac1c\uc778\ud654\ub41c \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5<\/strong>\ud558\uac70\ub098, \uc774\ud0c8\ud560 \uc704\ud5d8\uc774 \uc788\ub294 \uace0\uac1d\uc744 \ubbf8\ub9ac \ud30c\uc545\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">LSTM\uc744 \uc5ec\ub7ec\ubd84\uc758 \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc801\uc6a9\ud558\uace0 \uc2f6\ub2e4\uba74 \uba87 \uac00\uc9c0 \ud301\uc774 \uc788\uc5b4\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uacc4\uc808\uc131 \ub370\uc774\ud130 \ud65c\uc6a9:<\/strong> \uacc4\uc808\uc774\ub098 \uc694\uc77c\uc5d0 \ub530\ub77c \ud328\ud134\uc774 \ubc18\ubcf5\ub418\ub294 \ub370\uc774\ud130(\uc608: \ud2b9\uc815 \ub2ec\uc5d0 \ub9e4\ucd9c\uc774 \uae09\uc99d\ud558\uac70\ub098, \uc8fc\ub9d0\uc5d0 \uace0\uac1d \ubc29\ubb38\uc774 \ub298\uc5b4\ub098\ub294 \ub4f1) \ubd84\uc11d\uc5d0 LSTM\uc744 \ud65c\uc6a9\ud558\uba74 \uc815\ud655\ud55c \uc608\uce21\uc774 \uac00\ub2a5\ud574\uc694.<\/li>\n\n\n\n<li><strong>\uc774\uc0c1 \uc9d5\ud6c4 \uc870\uae30 \ubc1c\uacac:<\/strong> \uc2e4\uc2dc\uac04\uc73c\ub85c \ub4e4\uc5b4\uc624\ub294 \ub370\uc774\ud130(\uc608: \uc11c\ubc84 \ud2b8\ub798\ud53d, \uacf5\uc7a5 \uc13c\uc11c \ub370\uc774\ud130)\ub97c LSTM\uc774 \ubd84\uc11d\ud558\uac8c \ud558\uba74, \ud3c9\uc18c\uc640 \ub2e4\ub978 <strong>\uc774\uc0c1\ud55c \ud328\ud134\uc744 \uc870\uae30\uc5d0 \uac10\uc9c0<\/strong>\ud574\uc11c \ubb38\uc81c\uac00 \ucee4\uc9c0\uae30 \uc804\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc5ec\ub7ec \uc815\ubcf4 \ud568\uaed8 \uc608\uce21:<\/strong> \ub2e8\uc21c\ud788 \ud558\ub098\uc758 \ub370\uc774\ud130(\uc608: \uc8fc\uc2dd \uac00\uaca9)\ub9cc \ubcf4\ub294 \uac8c \uc544\ub2c8\ub77c, \ub2e4\ub978 \uad00\ub828 \uc815\ubcf4\ub4e4(\ub274\uc2a4 \uae30\uc0ac, \ud658\uc728 \ub4f1)\uc744 \ud568\uaed8 \ub123\uc5b4\uc11c \uc608\uce21\ud558\uba74 <strong>\ud6e8\uc52c \ub354 \uc815\ud655\ud55c \ubaa8\ub378<\/strong>\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc5b4\uc694.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">LSTM\uc740 AI\uac00 \uacfc\uac70\ub97c \uae30\uc5b5\ud558\uace0 \ubbf8\ub798\ub97c \uc608\uce21\ud558\ub294 \ub2a5\ub825\uc744 \ubd80\uc5ec\ud568\uc73c\ub85c\uc368, \uc6b0\ub9ac\uac00 \uc2dc\uac04\uacfc \uad00\ub828\ub41c \ub370\uc774\ud130\ub97c \ud6e8\uc52c \ub354 \ud604\uba85\ud558\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud575\uc2ec \ud2b9\uc9d5:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc7a5\uae30 \uba54\ubaa8\ub9ac \ubcf4\uc874 \ub2a5\ub825<\/li>\n\n\n\n<li>\uc2dc\uacc4\uc5f4 \ud328\ud134 \ud559\uc2b5\uc5d0 \ud2b9\ud654<\/li>\n\n\n\n<li>\uc21c\uc11c\uac00 \uc911\uc694\ud55c \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \ucd5c\uc801\ud654<\/li>\n<\/ul>\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>\uae08\uc735<\/strong>: \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21, \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/li>\n\n\n\n<li><strong>\uacf5\uae09\ub9dd<\/strong>: \uc218\uc694 \uc608\uce21 \ubc0f \uc7ac\uace0 \ucd5c\uc801\ud654<\/li>\n\n\n\n<li><strong>\uc5d0\ub108\uc9c0<\/strong>: \uc804\ub825 \uc18c\ube44 \ud328\ud134 \ubd84\uc11d \ubc0f \uc608\uce21<\/li>\n\n\n\n<li><strong>\uace0\uac1d \uc11c\ube44\uc2a4<\/strong>: \uace0\uac1d \ud589\ub3d9 \ud328\ud134 \ubd84\uc11d<\/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>\ub2e4\ubcc0\ub7c9 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub85c \ub354 \uc815\ud655\ud55c \uc608\uce21 \ubaa8\ub378 \uad6c\ucd95<\/li>\n\n\n\n<li>\uacc4\uc808\uc131\uc774 \uc788\ub294 \ube44\uc988\ub2c8\uc2a4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ud65c\uc6a9<\/li>\n\n\n\n<li>\uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uacfc \uc5f0\uacc4\ud558\uc5ec \uc774\uc0c1 \uc9d5\ud6c4 \uc870\uae30 \ubc1c\uacac<\/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_%EA%B0%95%ED%99%94%ED%95%99%EC%8A%B5Reinforcement_Learning_%EC%9E%90%EC%9C%A8%EC%A0%81_%EC%9D%98%EC%82%AC%EA%B2%B0%EC%A0%95%EC%9D%98_%EB%AF%B8%EB%9E%98\"><\/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. \uac15\ud654\ud559\uc2b5(Reinforcement Learning): \uc790\uc728\uc801 \uc758\uc0ac\uacb0\uc815\uc758 \ubbf8\ub798<\/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\">\uac15\ud654\ud559\uc2b5\uc740 \ubaa9\ud45c \uc9c0\ud5a5\uc801\uc774\uace0 \uc801\uc751\uc801\uc778 \uc758\uc0ac\uacb0\uc815\uc744 \ud1b5\ud574 \ub85c\ubd07\uacf5\ud559, \uac8c\uc784 AI, \uc790\uc728 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ud601\uc2e0\uc744 \uc774\ub04c\uace0 \uc788\uc5b4\uc694. \uc774 \uc54c\uace0\ub9ac\uc998\uc740 \ud658\uacbd\uacfc\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \ud1b5\ud574 \ucd5c\uc801\uc758 \ud589\ub3d9 \uc804\ub7b5\uc744 \uc2a4\uc2a4\ub85c \ud559\uc2b5\ud574\uc694 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/www.byteplus.com\/en\/topic\/452205\" target=\"_blank\" rel=\"noreferrer noopener\">2025\ub144 \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uac15\ud654\ud559\uc2b5\uc740 AI\uac00 \ub9c8\uce58 \uc0ac\ub78c\ucc98\ub7fc <strong>\uc2dc\ud589\ucc29\uc624\ub97c \uacaa\uc73c\uba70 \uc2a4\uc2a4\ub85c \ubc30\uc6b0\ub294 \uae30\uc220<\/strong>\uc774\uc5d0\uc694. \ub9c8\uce58 \uc5b4\ub9b0\uc544\uc774\uac00 \uc790\uc804\uac70\ub97c \ucc98\uc74c \ubc30\uc6b8 \ub54c \ub118\uc5b4\uc9c0\uace0 \uc77c\uc5b4\uc11c\uae30\ub97c \ubc18\ubcf5\ud558\uba70 \uade0\ud615 \uc7a1\ub294 \ubc95\uc744 \ud130\ub4dd\ud558\ub4ef, AI\ub3c4 \uc2a4\uc2a4\ub85c \ud589\ub3d9\ud558\uace0 \uadf8 \uacb0\uacfc\uc5d0 \ub530\ub77c &#8216;\ubcf4\uc0c1&#8217;\uc774\ub098 &#8216;\ubc8c\uce59&#8217;\uc744 \ubc1b\uc73c\uba74\uc11c <strong>\uac00\uc7a5 \uc88b\uc740 \ubc29\ubc95\uc744 \ucc3e\uc544\ub0b4\uc8e0.<\/strong> \uc774 \uae30\uc220\uc740 \ub85c\ubd07\uc774 \uc2a4\uc2a4\ub85c \uc6c0\uc9c1\uc774\uac70\ub098, \uac8c\uc784 AI\uac00 \uc804\ub7b5\uc744 \uc9dc\uac70\ub098, \ubcf5\uc7a1\ud55c \uc2dc\uc2a4\ud15c\uc744 \uc790\ub3d9\uc73c\ub85c \uad00\ub9ac\ud558\ub294 \ub370 \ud601\uc2e0\uc744 \uac00\uc838\uc624\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uac15\ud654\ud559\uc2b5\uc758 \uac00\uc7a5 \uc911\uc694\ud55c \ud2b9\uc9d5\uc740:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ubcf4\uc0c1 \uae30\ubc18 \ud559\uc2b5:<\/strong> AI\ub294 \ud2b9\uc815 \ud589\ub3d9\uc744 \ud588\uc744 \ub54c \uc88b\uc740 \uacb0\uacfc\uac00 \ub098\uc624\uba74 &#8216;\ubcf4\uc0c1&#8217;\uc744 \ubc1b\uace0, \ub098\uc05c \uacb0\uacfc\uac00 \ub098\uc624\uba74 &#8216;\ubc8c\uce59&#8217;\uc744 \ubc1b\uc544\uc694. \uc774 \ubcf4\uc0c1\uc744 \ucd5c\ub300\ud55c \ub9ce\uc774 \ubc1b\ub3c4\ub85d \ub178\ub825\ud558\uba74\uc11c \uc5b4\ub5a4 \ud589\ub3d9\uc774 \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778\uc9c0 \uc2a4\uc2a4\ub85c \uae68\ub2eb\uac8c \ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud658\uacbd\uacfc \uc2e4\uc2dc\uac04 \uc0c1\ud638\uc791\uc6a9:<\/strong> AI\ub294 \ubbf8\ub9ac \uc815\ud574\uc9c4 \uaddc\uce59\ub300\ub85c \uc6c0\uc9c1\uc774\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, <strong>\uc8fc\ubcc0 \ud658\uacbd\uacfc \uacc4\uc18d\ud574\uc11c \uc18c\ud1b5<\/strong>\ud558\uba70 \ud604\uc7ac \uc0c1\ud669\uc5d0 \ub9de\ucdb0 \uac00\uc7a5 \uc801\uc808\ud55c \uacb0\uc815\uc744 \ub0b4\ub9bd\ub2c8\ub2e4. \ub9c8\uce58 \uccb4\uc2a4 \uacbd\uae30\uc5d0\uc11c \uc0c1\ub300\ubc29\uc758 \uc218\ub97c \ubcf4\uace0 \ub2e4\uc74c \uc218\ub97c \uacb0\uc815\ud558\ub294 \uac83\ucc98\ub7fc\uc694.<\/li>\n\n\n\n<li><strong>\uc7a5\uae30\uc801 \ubaa9\ud45c \ub2ec\uc131:<\/strong> \uac15\ud654\ud559\uc2b5\uc740 \ub2f9\uc7a5\uc758 \uc774\ub4dd\ubcf4\ub2e4\ub294 <strong>\uad81\uadf9\uc801\uc778 \ubaa9\ud45c\ub97c \ub2ec\uc131\ud558\uae30 \uc704\ud55c \uc7a5\uae30\uc801\uc778 \uc804\ub7b5<\/strong>\uc744 \uc138\uc6b0\ub294 \ub370 \ud2b9\ud654\ub418\uc5b4 \uc788\uc5b4\uc694. \ub2e8\uc21c\ud788 \ud55c \ubc88 \uc774\uae30\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \uc5ec\ub7ec \ubc88\uc758 \uc2dc\ub3c4\ub97c \ud1b5\ud574 \uac00\uc7a5 \ud6a8\uc728\uc801\uc778 \uc2b9\ub9ac \uacf5\uc2dd\uc744 \ucc3e\uc544\ub0b4\ub294 \uac70\uc8e0.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub7f0 \uac15\ud654\ud559\uc2b5\uc758 \ub2a5\ub825\uc740 \ub2e4\uc591\ud55c \ube44\uc988\ub2c8\uc2a4 \ubd84\uc57c\uc5d0\uc11c \ub180\ub77c\uc6b4 \ubcc0\ud654\ub97c \ub9cc\ub4ed\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ubb3c\ub958:<\/strong> \uc218\ub9ce\uc740 \ubc30\uc1a1 \ucc28\ub7c9 \uc911 \uc5b4\ub5a4 \uacbd\ub85c\ub85c \uac00\ub294 \uac83\uc774 \uac00\uc7a5 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778\uc9c0, \ub113\uc740 \ucc3d\uace0\uc5d0\uc11c \uc5b4\ub5a4 \ubc29\uc2dd\uc73c\ub85c \ubb3c\uac74\uc744 \uc815\ub9ac\ud558\uace0 \uaebc\ub0b4\uc57c \uc7ac\uace0 \uad00\ub9ac\uac00 \uac00\uc7a5 \uc798 \ub418\ub294\uc9c0 <strong>AI\uac00 \uc2a4\uc2a4\ub85c \ucd5c\uc801\uc758 \ubc29\ubc95\uc744 \ucc3e\uc544\ub0c5\ub2c8\ub2e4.<\/strong><\/li>\n\n\n\n<li><strong>\uae08\uc735:<\/strong> \ubcf5\uc7a1\ud55c \uc8fc\uc2dd \uc2dc\uc7a5\uc5d0\uc11c \uc5b8\uc81c \uc0ac\uace0\ud314\uc544\uc57c \ud560\uc9c0, \uc5b4\ub5a4 \uc790\uc0b0\uc5d0 \ud22c\uc790\ud574\uc57c \uac00\uc7a5 \ud070 \uc218\uc775\uc744 \uc5bb\uc744 \uc218 \uc788\ub294\uc9c0 <strong>AI\uac00 \uc804\ub7b5\uc744 \uac1c\ubc1c<\/strong>\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>\uac8c\uc784:<\/strong> AI\uac00 \ud50c\ub808\uc774\uc5b4\uc758 \ud589\ub3d9\uc744 \ubd84\uc11d\ud574\uc11c <strong>\uac1c\uac1c\uc778\uc5d0\uac8c \ub531 \ub9de\ub294 \uac8c\uc784 \uacbd\ud5d8<\/strong>\uc744 \uc81c\uacf5\ud558\uac70\ub098, \uc2a4\uc2a4\ub85c \uc0c8\ub85c\uc6b4 \uc804\ub7b5\uc744 \ub9cc\ub4e4\uc5b4\ub0b4\uba70 \ub354\uc6b1 \ud765\ubbf8\uc9c4\uc9c4\ud55c \uac8c\uc784\uc744 \ub9cc\ub4e4\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>\uc81c\uc870:<\/strong> \uacf5\uc7a5\uc758 \uc0dd\uc0b0 \ub77c\uc778\uc5d0\uc11c <strong>\uae30\uacc4\ub4e4\uc774 \uac00\uc7a5 \ud6a8\uc728\uc801\uc73c\ub85c \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd<\/strong>\uc744 AI\uac00 \uc2a4\uc2a4\ub85c \ud559\uc2b5\ud574\uc11c \uc0dd\uc0b0\ub7c9\uc744 \ub298\ub9ac\uace0 \ube44\uc6a9\uc744 \uc904\uc774\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uac15\ud654\ud559\uc2b5\uc744 \uc5ec\ub7ec\ubd84\uc758 \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc801\uc6a9\ud558\uace0 \uc2f6\ub2e4\uba74 \uba87 \uac00\uc9c0 \uc911\uc694\ud55c \ud301\uc774 \uc788\uc5b4\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uba85\ud655\ud55c &#8216;\ubcf4\uc0c1&#8217; \uc124\uc815:<\/strong> AI\uac00 \uc6d0\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ud559\uc2b5\ud558\ub3c4\ub85d <strong>\ube44\uc988\ub2c8\uc2a4 \ubaa9\ud45c\uc5d0 \ub9de\ub294 &#8216;\ubcf4\uc0c1 \uaddc\uce59&#8217;\uc744 \uba85\ud655\ud558\uac8c<\/strong> \uc815\ud574\uc8fc\ub294 \uac83\uc774 \uc911\uc694\ud574\uc694. \uc608\ub97c \ub4e4\uc5b4, &#8216;\ubc30\uc1a1 \uc2dc\uac04\uc744 \uc904\uc774\uba74 \ubcf4\uc0c1, \uc0ac\uace0\uac00 \ub098\uba74 \ubc8c\uce59&#8217; \uc774\ub7f0 \uc2dd\uc73c\ub85c\uc694.<\/li>\n\n\n\n<li><strong>\ucda9\ubd84\ud55c \uc0ac\uc804 \ud6c8\ub828:<\/strong> \uc2e4\uc81c \ud658\uacbd\uc5d0 \ubc14\ub85c \uc801\uc6a9\ud558\uae30\ubcf4\ub2e4\ub294, <strong>\uac00\uc0c1 \uc2dc\ubbac\ub808\uc774\uc158 \ud658\uacbd<\/strong>\uc5d0\uc11c AI\ub97c \ucda9\ubd84\ud788 \ud6c8\ub828\uc2dc\ucf1c\uc57c \ud574\uc694. \ub9c8\uce58 \ud30c\uc77c\ub7ff\uc774 \uc2e4\uc81c \ube44\ud589 \uc804 \uc2dc\ubbac\ub808\uc774\ud130\uc5d0\uc11c \ud6c8\ub828\ud558\ub294 \uac83\ucc98\ub7fc\uc694. \uc774\ub807\uac8c \ud574\uc57c \uc608\uc0c1\uce58 \ubabb\ud55c \uc704\ud5d8\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc131\uacfc \ud655\uc778:<\/strong> \uc2e4\uc81c\ub85c AI\ub97c \uc801\uc6a9\ud55c \ud6c4\uc5d0\ub294 <strong>A\/B \ud14c\uc2a4\ud2b8<\/strong>\uc640 \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c AI\uac00 \uc5bc\ub9c8\ub098 \ubaa9\ud45c \ub2ec\uc131\uc5d0 \uae30\uc5ec\ud558\uace0 \uc788\ub294\uc9c0 \uc815\ud655\ud788 \uce21\uc815\ud558\uace0 \ud655\uc778\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uac15\ud654\ud559\uc2b5\uc740 AI\uac00 \uc8fc\uc5b4\uc9c4 \ud658\uacbd\uc5d0\uc11c \uc2a4\uc2a4\ub85c \ud310\ub2e8\ud558\uace0 \ud589\ub3d9\ud558\uba70 \ucd5c\uc801\uc758 \ubc29\ubc95\uc744 \ucc3e\uc544\ub0b4\ub294, <strong>\uc9c4\uc815\ud55c \uc790\uc728 \uc758\uc0ac\uacb0\uc815\uc758 \ubbf8\ub798<\/strong>\ub97c \uc5f4\uc5b4\uac00\uace0 \uc788\uc2b5\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_%EA%B7%B8%EB%9E%98%ED%94%84_%EC%8B%A0%EA%B2%BD%EB%A7%9DGNNs_%EA%B4%80%EA%B3%84_%EB%8D%B0%EC%9D%B4%ED%84%B0%EC%9D%98_%ED%98%81%EC%8B%A0\"><\/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. \uadf8\ub798\ud504 \uc2e0\uacbd\ub9dd(GNNs): \uad00\uacc4 \ub370\uc774\ud130\uc758 \ud601\uc2e0<\/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\"><strong>GNN<\/strong>(Graph Neural Networks)\uc740 \ube44\uc720\ud074\ub9ac\ub4dc \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \ud2b9\ud654\ub418\uc5b4 \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c, \ubd84\uc790 \uc608\uce21, \uc9c0\uc2dd \uadf8\ub798\ud504 \ub4f1\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc5b4\uc694. \ubcf5\uc7a1\ud55c \uad00\uacc4\uc640 \uc5f0\uacb0\uc131\uc744 \uc774\ud574\ud558\ub294 \ub370 \ud0c1\uc6d4\ud574\uc694 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/www.byteplus.com\/en\/topic\/452205\" target=\"_blank\" rel=\"noreferrer noopener\">2025\ub144 \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GNN(\uadf8\ub798\ud504 \uc2e0\uacbd\ub9dd)\uc740 AI\uac00 <strong>\uc11c\ub85c \uc5f0\uacb0\ub41c \uc815\ubcf4\ub4e4\uc744 \uc774\ud574\ud558\ub294 \uae30\uc220<\/strong>\uc774\uc5d0\uc694. \uc6b0\ub9ac\uac00 \uc544\ub294 \uc77c\ubc18\uc801\uc778 \ub370\uc774\ud130(\ud45c \uac19\uc740 \uac83)\uc640 \ub2ec\ub9ac, GNN\uc740 \uc810\ub4e4(\uc0ac\ub78c, \ubb3c\uac74)\uacfc \uadf8 \uc810\ub4e4\uc744 \uc787\ub294 \uc120\ub4e4(\uce5c\uad6c \uad00\uacc4, \uad6c\ub9e4 \uae30\ub85d)\ucc98\ub7fc \ubcf5\uc7a1\ud558\uac8c \uc5bd\ud78c \uad00\uacc4\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \ucd5c\uace0\uc8e0. \ub9c8\uce58 \ubcf5\uc7a1\ud55c \uac70\ubbf8\uc904\uc744 \ubcf4\uace0 \ub204\uac00 \ub204\uad6c\ub791 \uc5f0\uacb0\ub418\uc5b4 \uc788\ub294\uc9c0 \ud30c\uc545\ud558\ub294 \uac83\uacfc \uac19\uc544\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GNN\uc740 \uc774\ub7f0 \ud2b9\uc9d5 \ub355\ubd84\uc5d0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uad00\uacc4\ub97c \uc9c1\uc811 \ud559\uc2b5:<\/strong> AI\uac00 \ub370\uc774\ud130 \uc18d\uc758 \uc228\uaca8\uc9c4 <strong>\uad00\uacc4\uc640 \ud328\ud134<\/strong>\uae4c\uc9c0 \uc54c\uc544\uc11c \ucc3e\uc544\ub0b4\uc694. \ub204\uac00 \ub204\uad6c\uc5d0\uac8c \uc601\ud5a5\uc744 \uc8fc\ub294\uc9c0, \uc5b4\ub5a4 \uac83\ub4e4\uc774 \uc11c\ub85c \uc9dd\uc778\uc9c0 \uac19\uc740 \uac83\ub4e4\uc744\uc694.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub7f0 \ub2a5\ub825\uc740 \ub2e4\uc591\ud55c \uacf3\uc5d0\uc11c \ud070 \ud798\uc744 \ubc1c\ud718\ud574\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub9c8\ucf00\ud305:<\/strong> \uc18c\uc15c \ubbf8\ub514\uc5b4\uc5d0\uc11c \uac00\uc7a5 \uc601\ud5a5\ub825 \uc788\ub294 \uc0ac\ub78c(\uc778\ud50c\ub8e8\uc5b8\uc11c)\uc744 \ucc3e\uc544\ub0b4\uac70\ub098, \uc18c\ubb38\uc774 \uc5b4\ub5bb\uac8c \ud37c\uc9c0\ub294\uc9c0 \ubd84\uc11d\ud574\uc11c \uad11\uace0 \uc804\ub7b5\uc744 \uc9dc\ub294 \ub370 \uc368\uc694.<\/li>\n\n\n\n<li><strong>\uae08\uc735:<\/strong> \ubcf5\uc7a1\ud55c \ub3c8\uc758 \ud750\ub984 \uc18d\uc5d0\uc11c <strong>\uc0ac\uae30 \uac70\ub798<\/strong>\ub97c \ucc3e\uc544\ub0b4\uac70\ub098, \uc218\uc0c1\ud55c \uc5f0\uacb0\uc744 \ubc1d\ud600\ub0b4 \ubc94\uc8c4\ub97c \ub9c9\ub294 \ub370 \uc4f0\uc774\uc8e0.<\/li>\n\n\n\n<li><strong>\ucd94\ucc9c \uc2dc\uc2a4\ud15c:<\/strong> \uace0\uac1d\uc774 \ubb58 \uc88b\uc544\ud588\ub294\uc9c0, \uce5c\uad6c\ub4e4\uc740 \ubb58 \uc0c0\ub294\uc9c0 \uac19\uc740 <strong>\uc5f0\uacb0 \uace0\ub9ac<\/strong>\ub97c \ubd84\uc11d\ud574\uc11c, \uc9c4\uc9dc \ub9c8\uc74c\uc5d0 \ub4e4 \ub9cc\ud55c \uc0c1\ud488\uc774\ub098 \ucf58\ud150\uce20\ub97c \ucd94\ucc9c\ud574 \uc918\uc694.<\/li>\n\n\n\n<li><strong>\uacf5\uae09\ub9dd:<\/strong> \uc218\ub9ce\uc740 \uacf5\uc7a5\uacfc \ucc3d\uace0, \ubc30\uc1a1 \uacbd\ub85c\ub97c \uc5f0\uacb0\ud574\uc11c <strong>\uc5b4\ub514\uac00 \uac00\uc7a5 \ube44\ud6a8\uc728\uc801\uc778\uc9c0<\/strong> \uc54c\uc544\ub0b4\uace0 \uc804\uccb4 \uacfc\uc815\uc744 \ub354 \ub611\ub611\ud558\uac8c \ub9cc\ub4e4\uc5b4\uc694.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">GNN\uc744 \ud65c\uc6a9\ud558\uace0 \uc2f6\ub2e4\uba74, \uace0\uac1d \uad00\uacc4\ub098 \uc0c1\ud488 \uc5f0\uacb0 \uac19\uc740 <strong>&#8216;\uad00\uacc4&#8217; \uc815\ubcf4<\/strong>\ub97c \uc798 \uc815\ub9ac\ud574\uc11c AI\uc5d0\uac8c \ubcf4\uc5ec\uc8fc\uba74 \ub3fc\uc694. \ubcf5\uc7a1\ud558\uac8c \uc5bd\ud78c \ubb38\uc81c\ub4e4\uc744 \uc0c8\ub85c\uc6b4 \uc2dc\uac01\uc73c\ub85c \ud480\uc5b4\ub0bc \uc218 \uc788\uc744 \uac81\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GNN\uc740 AI\uac00 \uc138\uc0c1\uc758 \uc228\uaca8\uc9c4 \uc5f0\uacb0\uc744 \ucc3e\uc544\ub0b4\uace0, \uadf8 \uc548\uc5d0\uc11c \uc0c8\ub85c\uc6b4 \uac00\uce58\ub97c \ub9cc\ub4e4\uc5b4\ub0b4\ub294 \ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud575\uc2ec \ud2b9\uc9d5:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uadf8\ub798\ud504 \uad6c\uc870 \ub370\uc774\ud130\uc758 \uc9c1\uc811\uc801 \ucc98\ub9ac<\/li>\n\n\n\n<li>\ub178\ub4dc \uac04 \uad00\uacc4\uc131 \ud559\uc2b5<\/li>\n\n\n\n<li>\ubcf5\uc7a1\ud55c \ub124\ud2b8\uc6cc\ud06c \ud328\ud134 \uc778\uc2dd<\/li>\n<\/ul>\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>\ub9c8\ucf00\ud305<\/strong>: \uc18c\uc15c \ubbf8\ub514\uc5b4 \uc601\ud5a5\ub825 \ubd84\uc11d<\/li>\n\n\n\n<li><strong>\uae08\uc735<\/strong>: \uc0ac\uae30 \uac70\ub798 \ud0d0\uc9c0 \ubc0f \ub124\ud2b8\uc6cc\ud06c \ubd84\uc11d<\/li>\n\n\n\n<li><strong>\ucd94\ucc9c \uc2dc\uc2a4\ud15c<\/strong>: \uc0ac\uc6a9\uc790-\uc0c1\ud488 \uad00\uacc4 \uae30\ubc18 \uac1c\uc778\ud654 \ucd94\ucc9c<\/li>\n\n\n\n<li><strong>\uacf5\uae09\ub9dd<\/strong>: \ubcf5\uc7a1\ud55c \uacf5\uae09\ub9dd \ub124\ud2b8\uc6cc\ud06c \ucd5c\uc801\ud654<\/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>\ubcf5\uc7a1\ud55c \uc870\uc9c1 \uad6c\uc870\ub098 \ud504\ub85c\uc138\uc2a4 \ubd84\uc11d\uc5d0 \uc801\uc6a9<\/li>\n\n\n\n<li>\uace0\uac1d \uad00\uacc4 \ub370\uc774\ud130\ub97c \uadf8\ub798\ud504\ub85c \ubaa8\ub378\ub9c1\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uc778\uc0ac\uc774\ud2b8 \ubc1c\uacac<\/li>\n\n\n\n<li>\ub124\ud2b8\uc6cc\ud06c \ud6a8\uacfc\uac00 \uc911\uc694\ud55c \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378\uc5d0\uc11c \ud65c\uc6a9<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<\/div>\n\n<div class=\"gb-container gb-container-17f1f8d1\">\n\n<h3 class=\"gb-headline gb-headline-76104ffe\"><span class=\"ez-toc-section\" id=\"%F0%9F%93%8C_7_%EC%98%A4%ED%86%A0%EC%9D%B8%EC%BD%94%EB%8D%94Autoencoders_%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%9A%A8%EC%9C%A8%EC%84%B1%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><strong>\ud83d\udccc 7. \uc624\ud1a0\uc778\ucf54\ub354(Autoencoders): \ub370\uc774\ud130 \ud6a8\uc728\uc131\uc758 \ud575\uc2ec<\/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\">\uc624\ud1a0\uc778\ucf54\ub354\ub294 AI\uc5d0\uac8c <strong>\ub370\uc774\ud130\ub97c &#8216;\uc815\ub9ac\ud558\uace0 \uc555\ucd95\ud558\ub294&#8217; \ub2a5\ub825<\/strong>\uc744 \uc8fc\ub294 \uae30\uc220\uc774\uc5d0\uc694. \ub9c8\uce58 \ubcf5\uc7a1\ud55c \uc815\ubcf4\ub97c \ud575\uc2ec\ub9cc \uc694\uc57d\ud574\uc11c \ud30c\uc77c \ud06c\uae30\ub97c \uc904\uc774\uac70\ub098, \uc9c0\uc800\ubd84\ud55c \uc0ac\uc9c4\uc5d0\uc11c \ub178\uc774\uc988\ub97c \uae68\ub057\ud558\uac8c \uc5c6\uc560\ub294 \uac83\uacfc \ube44\uc2b7\ud558\uc8e0. \uc774 \uae30\uc220\uc740 \ud2b9\ud788 \uc544\uc8fc \ub9ce\uc740 \uc591\uc758 \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\uac70\ub098, \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc744 \uad00\ub9ac\ud574\uc57c \ud560 \ub54c \uc544\uc8fc \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc624\ud1a0\uc778\ucf54\ub354\ub294 \ub450 \ubd80\ubd84\uc73c\ub85c \ub098\ub258\uc5b4 \uc791\ub3d9\ud574\uc694.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\uc778\ucf54\ub354 (Encoder):<\/strong> \uc785\ub825\ub41c \ub370\uc774\ud130\ub97c \ubc1b\uc544\uc11c <strong>\uac00\uc7a5 \uc911\uc694\ud55c \uc815\ubcf4\ub9cc \ub0a8\uae30\uace0 \uc555\ucd95<\/strong>\ud558\ub294 \uc5ed\ud560\uc744 \ud574\uc694. \ub9c8\uce58 \ud070 \uadf8\ub9bc \ud30c\uc77c\uc5d0\uc11c \ud575\uc2ec\uc801\uc778 \ub0b4\uc6a9\ub9cc \ub0a8\uae30\uace0 \ud30c\uc77c \ud06c\uae30\ub97c \uc904\uc774\ub294 \uac70\uc8e0.<\/li>\n\n\n\n<li><strong>\ub514\ucf54\ub354 (Decoder):<\/strong> \uc555\ucd95\ub41c \ud575\uc2ec \uc815\ubcf4\ub9cc \uac00\uc9c0\uace0 <strong>\uc6d0\ub798\uc758 \ub370\uc774\ud130\ub97c \ucd5c\ub300\ud55c \ube44\uc2b7\ud558\uac8c \ubcf5\uc6d0<\/strong>\ud558\ub294 \uc5ed\ud560\uc744 \ud574\uc694. \ud30c\uc77c \ud06c\uae30\uac00 \uc904\uc5b4\ub4e0 \uadf8\ub9bc\uc744 \ub2e4\uc2dc \uc6d0\ub798 \uadf8\ub9bc\ucc98\ub7fc \ud3bc\uccd0\ubcf4\ub294 \uac83\uacfc \uac19\uc544\uc694.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \ub450 \ubd80\ubd84\uc774 \ud568\uaed8 \ud6c8\ub828\ub418\uba74\uc11c, \uc624\ud1a0\uc778\ucf54\ub354\ub294 \ub370\uc774\ud130\uc758 \ud575\uc2ec \ud2b9\uc9d5\uc744 \ud30c\uc545\ud558\uace0 \ubd88\ud544\uc694\ud55c \ubd80\ubd84\uc744 \uac78\ub7ec\ub0b4\ub294 \ub2a5\ub825\uc744 \ud0a4\uc6cc\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc624\ud1a0\uc778\ucf54\ub354\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \ub2e4\uc74c\uacfc \uac19\uc544\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub370\uc774\ud130 \uc555\ucd95 \ubc0f \ubcf5\uc6d0:<\/strong> \ub370\uc774\ud130\uc758 \ud575\uc2ec\uc801\uc778 \ud2b9\uc9d5\ub9cc \ucd94\ucd9c\ud574\uc11c <strong>\ud6a8\uc728\uc801\uc73c\ub85c \uc800\uc7a5<\/strong>\ud558\uace0, \ud544\uc694\ud560 \ub54c \ub2e4\uc2dc \uc6d0\ub798\ub300\ub85c \ubcf5\uc6d0\ud560 \uc218 \uc788\uc5b4\uc694.<\/li>\n\n\n\n<li><strong>\ub178\uc774\uc988 \uc81c\uac70 \ubc0f \uc815\uc81c:<\/strong> \uae68\ub057\ud55c \ub370\uc774\ud130\ub85c \ud559\uc2b5\ud558\uba74, \uc9c0\uc800\ubd84\ud558\uac70\ub098 \ub178\uc774\uc988\uac00 \uc11e\uc778 \ub370\uc774\ud130\ub97c \uc785\ub825\ubc1b\uc558\uc744 \ub54c <strong>\ub178\uc774\uc988\ub97c \uc81c\uac70\ud558\uace0 \uae54\ub054\ud558\uac8c \ub9cc\ub4e4\uc5b4<\/strong>\uc90d\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc774\uc0c1 \ud0d0\uc9c0:<\/strong> \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc815\uc0c1\uc801\uc778 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud574\uc694. \uadf8\ub798\uc11c \ub9cc\uc57d \ud3c9\uc18c\uc640 \ub2e4\ub978 <strong>\uc774\uc0c1\ud55c \ub370\uc774\ud130(\uc608: \ubd88\ub7c9\ud488, \ud574\ud0b9 \uc2dc\ub3c4)\uac00 \ub4e4\uc5b4\uc624\uba74, \ubcf5\uc6d0 \ub2a5\ub825\uc774 \ud06c\uac8c \ub5a8\uc5b4\uc9c0\ub294 \uac83<\/strong>\uc744 \ud1b5\ud574 &#8216;\ubb54\uac00 \uc774\uc0c1\ud558\ub2e4!&#8217; \ud558\uace0 \uc54c\ub824\uc904 \uc218 \uc788\uc8e0.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ub7f0 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \ub2a5\ub825\uc740 \ub2e4\uc591\ud55c \ube44\uc988\ub2c8\uc2a4 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud488\uc9c8 \uad00\ub9ac:<\/strong> \uc81c\uc870 \uacf5\uc815\uc5d0\uc11c \uc0dd\uc0b0\ub418\ub294 \uc218\ub9ce\uc740 \uc81c\ud488 \uc774\ubbf8\uc9c0\ub098 \uc13c\uc11c \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud574\uc11c, <strong>\uc815\uc0c1\uc801\uc778 \uc81c\ud488\uacfc \ub2e4\ub978 &#8216;\ubd88\ub7c9\ud488&#8217;\uc744 AI\uac00 \uc790\ub3d9\uc73c\ub85c \ucc3e\uc544\ub0b4<\/strong> \ud488\uc9c8 \uad00\ub9ac\ub97c \ub3d5\uace0 \ubd88\ud544\uc694\ud55c \ube44\uc6a9\uc744 \uc904\uc5ec\uc918\uc694.<\/li>\n\n\n\n<li><strong>\ubcf4\uc548:<\/strong> \ub124\ud2b8\uc6cc\ud06c\ub97c \uc624\uac00\ub294 \ub370\uc774\ud130\uc758 \uc815\uc0c1\uc801\uc778 \ud328\ud134\uc744 \ud559\uc2b5\ud574\uc11c, <strong>\ud3c9\uc18c\uc640 \ub2e4\ub978 \uc218\uc0c1\ud55c \uc811\uadfc\uc774\ub098 \ud574\ud0b9 \uc2dc\ub3c4\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uac10\uc9c0<\/strong>\ud558\uc5ec \ubcf4\uc548 \uc2dc\uc2a4\ud15c\uc744 \uac15\ud654\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \uad00\ub9ac:<\/strong> \uc544\uc8fc \ub9ce\uc740 \uc591\uc758 \ub370\uc774\ud130\ub97c <strong>\ud6a8\uc728\uc801\uc73c\ub85c \uc555\ucd95\ud574\uc11c \uc800\uc7a5 \uacf5\uac04\uc744 \uc808\uc57d<\/strong>\ud558\uace0, \ud544\uc694\ud560 \ub54c \ube60\ub974\uac8c \uc804\uc1a1\ud558\uac70\ub098 \ubd88\ub7ec\uc62c \uc218 \uc788\uac8c \ud574\uc918\uc694. \uc774\ub294 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c \ud2b9\ud788 \uc720\uc6a9\ud558\uc8e0.<\/li>\n\n\n\n<li><strong>\ucf58\ud150\uce20 \ucd94\ucc9c:<\/strong> \uc0ac\uc6a9\uc790\ub4e4\uc774 \uc5b4\ub5a4 \ucf58\ud150\uce20\ub97c \uc88b\uc544\ud558\ub294\uc9c0, \uc5b4\ub5a4 \ud589\ub3d9 \ud328\ud134\uc744 \ubcf4\uc774\ub294\uc9c0 \uac19\uc740 \ubcf5\uc7a1\ud55c \uc815\ubcf4\ub97c <strong>\ud575\uc2ec\uc801\uc778 \ucde8\ud5a5 \ud328\ud134\uc73c\ub85c \uc555\ucd95<\/strong>\ud574\uc11c, \uc0ac\uc6a9\uc790\uc5d0\uac8c \ub531 \ub9de\ub294 \ucf58\ud150\uce20\ub97c \ub354 \uc815\ud655\ud558\uac8c \ucd94\ucc9c\ud574 \uc904 \uc218 \uc788\uc5b4\uc694.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc624\ud1a0\uc778\ucf54\ub354\ub97c \uc5ec\ub7ec\ubd84\uc758 \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc801\uc6a9\ud558\uace0 \uc2f6\ub2e4\uba74 \uba87 \uac00\uc9c0 \ud301\uc774 \uc788\uc5b4\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc800\uc7a5 \ube44\uc6a9 \uc808\uac10:<\/strong> \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud574\uc57c \ud558\ub294 \uacbd\uc6b0, \uc624\ud1a0\uc778\ucf54\ub354\ub85c \ub370\uc774\ud130\ub97c \uc555\ucd95\ud558\uba74 <strong>\uc11c\ubc84 \ube44\uc6a9\uc774\ub098 \uc804\uc1a1 \ube44\uc6a9\uc744 \ud06c\uac8c \uc904\uc77c \uc218 \uc788\uc5b4\uc694.<\/strong><\/li>\n\n\n\n<li><strong>\uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1:<\/strong> \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uacc4\uc18d \ubc1c\uc0dd\ud558\ub294 \ub370\uc774\ud130(\uc608: \uc11c\ubc84 \ub85c\uadf8, \uae30\uacc4 \uc13c\uc11c \ub370\uc774\ud130)\ub97c \uc624\ud1a0\uc778\ucf54\ub354\uac00 \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uac8c \ud558\uba74, <strong>\ubb38\uc81c\uac00 \ubc1c\uc0dd\ud558\uae30 \uc804 &#8216;\uc774\uc0c1 \uc9d5\ud6c4&#8217;\ub97c \ubbf8\ub9ac \uac10\uc9c0<\/strong>\ud574\uc11c \ube60\ub974\uac8c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \uc815\uc81c \ubc0f \uc775\uba85\ud654:<\/strong> \uac1c\uc778 \uc815\ubcf4\uac00 \ud3ec\ud568\ub41c \ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c, \uc624\ud1a0\uc778\ucf54\ub354\ub97c \ud65c\uc6a9\ud574 \ubd88\ud544\uc694\ud55c \uc815\ubcf4\ub97c \uc81c\uac70\ud558\uace0 <strong>\ud575\uc2ec\uc801\uc778 \ud2b9\uc9d5\ub9cc \ub0a8\uaca8 \ub370\uc774\ud130\ub97c \uc775\uba85\ud654<\/strong>\ud558\uac70\ub098, \uc9c0\uc800\ubd84\ud55c \ub370\uc774\ud130\ub97c \uae68\ub057\ud558\uac8c \uc815\uc81c\ud558\ub294 \ub370 \ud65c\uc6a9\ud560 \uc218 \uc788\uc5b4\uc694.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc624\ud1a0\uc778\ucf54\ub354\ub294 AI\uac00 \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc18d\uc5d0\uc11c <strong>\ud575\uc2ec\uc744 \ucc3e\uc544\ub0b4\uace0, \ubb38\uc81c\ub97c \uac10\uc9c0\ud558\uba70, \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uad00\ub9ac<\/strong>\ud558\ub294 \ub370 \ud544\uc218\uc801\uc778 \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/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. \ub525\ub7ec\ub2dd \ub3c4\uc785\uc744 \uc704\ud574 \uac00\uc7a5 \uba3c\uc800 \ud574\uc57c \ud560 \uc77c\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/strong><br>A. \uc790\uc0ac\uc758 \ub370\uc774\ud130 \ud604\ud669\uc744 \uba3c\uc800 \uc810\uac80\ud558\uc138\uc694. \ub525\ub7ec\ub2dd\uc740 \ub370\uc774\ud130 \ud488\uc9c8\uc5d0 \ud06c\uac8c \uc758\uc874\ud558\ubbc0\ub85c \ucda9\ubd84\ud558\uace0 \uc815\ud655\ud55c \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud558\ub294 \uac83\uc774 \uccab \ubc88\uc9f8 \ub2e8\uacc4\uc608\uc694. \uc791\uc740 \ud30c\uc77c\ub7ff \ud504\ub85c\uc81d\ud2b8\ubd80\ud130 \uc2dc\uc791\ud574\uc11c \uc810\uc9c4\uc801\uc73c\ub85c \ud655\uc7a5\ud558\ub294 \uac83\uc744 \uad8c\uc7a5\ud574\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q2. \uc911\uc18c\uae30\uc5c5\ub3c4 \ub525\ub7ec\ub2dd\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\ub098\uc694?<\/strong><br>A. \ub124, \ucda9\ubd84\ud788 \uac00\ub2a5\ud574\uc694! \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 AI \uc11c\ube44\uc2a4\uc640 \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uba74 \ud070 \ud22c\uc790 \uc5c6\uc774\ub3c4 \ub525\ub7ec\ub2dd\uc758 \ud61c\ud0dd\uc744 \ub204\ub9b4 \uc218 \uc788\uc5b4\uc694. \ud2b9\ud788 \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub098 CNN \uae30\ubc18\uc758 API \uc11c\ube44\uc2a4\ub4e4\uc774 \ub9ce\uc774 \uc81c\uacf5\ub418\uace0 \uc788\uc5b4\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q3. \uc5b4\ub5a4 \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uba3c\uc800 \ub3c4\uc785\ud574\uc57c \ud560\uae4c\uc694?<\/strong><br>A. \ube44\uc988\ub2c8\uc2a4 \ubaa9\uc801\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc838\uc694. \uace0\uac1d \uc11c\ube44\uc2a4 \uac1c\uc120\uc774 \ubaa9\ud45c\ub77c\uba74 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uae30\ubc18 \ucc57\ubd07\uc744, \ud488\uc9c8 \uad00\ub9ac\uac00 \uc911\uc694\ud558\ub2e4\uba74 CNN \uae30\ubc18 \uc774\ubbf8\uc9c0 \ubd84\uc11d\uc744, \uc608\uce21 \ubd84\uc11d\uc774 \ud544\uc694\ud558\ub2e4\uba74 LSTM\uc744 \uace0\ub824\ud574\ubcf4\uc138\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q4. \ub525\ub7ec\ub2dd \ub3c4\uc785 \uc2dc \ube44\uc6a9\uc740 \uc5bc\ub9c8\ub098 \ub4e4\uae4c\uc694?<\/strong><br>A. \uaddc\ubaa8\uc640 \ubcf5\uc7a1\uc131\uc5d0 \ub530\ub77c \ucc28\uc774\uac00 \ud06c\uc9c0\ub9cc, \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud558\uba74 \uc6d4 \uc218\uc2ed\ub9cc \uc6d0\ubd80\ud130 \uc2dc\uc791\ud560 \uc218 \uc788\uc5b4\uc694. \uc911\uc694\ud55c \uac74 ROI\ub97c \uba85\ud655\ud788 \uce21\uc815\ud558\uace0 \ub2e8\uacc4\uc801\uc73c\ub85c \ud22c\uc790\ub97c \ud655\ub300\ud558\ub294 \uac83\uc774\uc5d0\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q5. \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc5b4\ub5bb\uac8c \ud3c9\uac00\ud574\uc57c \ud558\ub098\uc694?<\/strong><br>A. \uc815\ud655\ub3c4, \ucc98\ub9ac \uc18d\ub3c4, \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uc885\ud569\uc801\uc73c\ub85c \uace0\ub824\ud574\uc57c \ud574\uc694. \ud2b9\ud788 \ube44\uc988\ub2c8\uc2a4 \ubaa9\ud45c\uc640 \uc5f0\uacb0\ub41c KPI\ub97c \uc124\uc815\ud558\uace0, A\/B \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 \uc2e4\uc81c \uc131\uacfc\ub97c \uac80\uc99d\ud558\ub294 \uac83\uc774 \uc911\uc694\ud574\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Q6. AI \uc724\ub9ac\uc640 \ub370\uc774\ud130 \ubcf4\uc548\uc740 \uc5b4\ub5bb\uac8c \uad00\ub9ac\ud574\uc57c \ud558\ub098\uc694?<\/strong><br>A. \ud22c\uba85\ud55c AI \uac70\ubc84\ub10c\uc2a4 \uccb4\uacc4\ub97c \uad6c\ucd95\ud558\uace0, \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815\uc744 \ucca0\uc800\ud788 \uc900\uc218\ud574\uc57c \ud574\uc694. \ud2b9\ud788 \ud3b8\ud5a5\uc131 \uc81c\uac70\uc640 \uc124\uba85 \uac00\ub2a5\ud55c AI \uad6c\ud604\uc5d0 \uc2e0\uacbd \uc368\uc57c \ud569\ub2c8\ub2e4 (\ucd9c\ucc98:&nbsp;<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/myaidlearn.com\/courses\/lectures\/mit-introduction-to-deep-learning\/article\/2025-ai-mit-5\">2025\ub144 AI \ud2b8\ub80c\ub4dc<\/a>).<\/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=\"%EA%B2%B0%EB%A1%A0_%EB%94%A5%EB%9F%AC%EB%8B%9D%EC%9C%BC%EB%A1%9C_%EB%AF%B8%EB%9E%98_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4%EB%A5%BC_%EC%84%A0%EB%8F%84%ED%95%98%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>\uacb0\ub860: \ub525\ub7ec\ub2dd\uc73c\ub85c \ubbf8\ub798 \ube44\uc988\ub2c8\uc2a4\ub97c \uc120\ub3c4\ud558\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\">2025\ub144 \ub525\ub7ec\ub2dd \uae30\uc220\uc740&nbsp;<strong>\uae30\uc5c5 \uacbd\uc7c1\ub825\uc758 \ud575\uc2ec \ub3d9\ub825<\/strong>\uc774 \ub418\uc5c8\uc5b4\uc694. \ud2b9\ud788&nbsp;<strong>\uc758\ub8cc, \ubc95\ub960, \uae08\uc735 \ub4f1 \ub2e4\uc591\ud55c \uc804\ubb38\ubd84\uc57c\uc5d0 \ud2b9\ud654\ub41c \ub9de\ucda4\ud615 AI \ubaa8\ub378\ub4e4\uc774 \ub354\uc6b1 \uc815\uad50\ud654<\/strong>\ub418\uc5b4 \uac01 \uc0b0\uc5c5\uc5d0\uc11c AI\uc758 \ud65c\uc6a9\ub3c4\uac00 \ud06c\uac8c \ud5a5\uc0c1\ub420 \uac83\uc785\ub2c8\ub2e4 (\ucd9c\ucc98:&nbsp;<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/blog-ko.superb-ai.com\/previewed-top-ai-trends-for-2025\/\">2025\ub144 AI \ud2b8\ub80c\ub4dc<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\uc131\uacf5\uc801\uc778 \ub525\ub7ec\ub2dd \ub3c4\uc785\uc744 \uc704\ud55c \ud575\uc2ec \uc804\ub7b5:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc810\uc9c4\uc801 \uc811\uadfc<\/strong>: \uc791\uc740 \ud504\ub85c\uc81d\ud2b8\ubd80\ud130 \uc2dc\uc791\ud574\uc11c \uc131\uacf5 \uacbd\ud5d8 \ucd95\uc801<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \ud488\uc9c8<\/strong>: \uace0\ud488\uc9c8 \ub370\uc774\ud130 \ud655\ubcf4\uac00 \uc131\uacf5\uc758 \uc5f4\uc1e0<\/li>\n\n\n\n<li><strong>\uc778\uc7ac \ud655\ubcf4<\/strong>: \ub525\ub7ec\ub2dd \uc804\ubb38\uac00\uc640\uc758 \ud611\uc5c5 \ub610\ub294 \uad50\uc721 \ud22c\uc790<\/li>\n\n\n\n<li><strong>\uc724\ub9ac\uc801 \uace0\ub824<\/strong>: \ucc45\uc784 \uc788\ub294 AI \uac1c\ubc1c\uacfc \uc6b4\uc601<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\ub525\ub7ec\ub2dd\uc740 \ub354 \uc774\uc0c1 \uc120\ud0dd\uc774 \uc544\ub2cc \ud544\uc218\uac00 \ub418\uc5c8\uc5b4\uc694. \uc9c0\uae08\uc774 \ubc14\ub85c \uc5ec\ub7ec\ubd84\uc758 \ube44\uc988\ub2c8\uc2a4\uc5d0 \ub525\ub7ec\ub2dd\uc744 \ub3c4\uc785\ud558\uace0, \ubbf8\ub798 \uacbd\uc7c1\ub825\uc744 \ud655\ubcf4\ud560 \ucd5c\uc801\uc758 \ud0c0\uc774\ubc0d\uc785\ub2c8\ub2e4. \ubcc0\ud654\uc758 \ud750\ub984\uc5d0 \uc55e\uc11c \ub098\uac00\ub294 \uae30\uc5c5\ub9cc\uc774 2025\ub144\uc758 \uc2b9\uc790\uac00 \ub420 \uc218 \uc788\uc5b4\uc694!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc74c\uc5d0\ub294 [<strong><a href=\"https:\/\/devmelody.com\/%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\/\" target=\"_blank\" data-type=\"post\" data-id=\"424\" rel=\"noreferrer noopener\">\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<\/a><\/strong>]\uc5d0 \ub300\ud574 \uc54c\uc544\ubcfc\uaed8\uc694.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><br><strong>\uac04\ub2e8\uc694\uc57d<\/strong>: 2025\ub144 \ub525\ub7ec\ub2dd\uc740 \uae30\uc5c5 \uacbd\uc7c1\ub825\uc758 \ud575\uc2ec \uc694\uc18c\ub85c \uc790\ub9ac\uc7a1\uc558\uc2b5\ub2c8\ub2e4. 7\uac00\uc9c0 \ud575\uc2ec \uc54c\uace0\ub9ac\uc998\uc774 \ube44\uc988\ub2c8\uc2a4 \ud601\uc2e0\uc744 \uc774\ub04c\uace0 \uc788\uc5b4\uc694. \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ud601\uc2e0\uc73c\ub85c \uace0\uac1d \uc11c\ube44\uc2a4\uc640 \ucf58\ud150\uce20 \uc790\ub3d9\ud654\ub97c \ub2f4\ub2f9\ud558\uace0, GANs\ub294 \ucc3d\uc758\uc801 \ub514\uc790\uc778\uacfc \ud569\uc131 \ub370\uc774\ud130 \uc0dd\uc131\uc5d0 \ud65c\uc6a9\ub418\uace0 \uc788\uc5b4\uc694 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/www.byteplus.com\/en\/topic\/452205\" target=\"_blank\" rel=\"noreferrer noopener\">2025\ub144 \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998<\/a>). CNN\uc740 \uc2dc\uac01 \uc778\uc2dd \ubd84\uc57c\uc5d0\uc11c \uc81c\uc870\uc5c5 \ud488\uc9c8 \uac80\uc0ac\uc640 \uc758\ub8cc \uc601\uc0c1 \ubd84\uc11d\uc744 \ud601\uc2e0\ud558\uba70, LSTM\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub85c \uc7ac\ubb34 \uc608\uce21\uacfc \uacf5\uae09\ub9dd \ucd5c\uc801\ud654\ub97c \uc2e4\ud604\ud574\uc694. \uac15\ud654\ud559\uc2b5\uc740 \uc790\uc728\uc801 \uc758\uc0ac\uacb0\uc815\uc73c\ub85c \ubb3c\ub958\uc640 \uae08\uc735 \ud2b8\ub808\uc774\ub529\uc744 \uac1c\uc120\ud558\uace0, \uadf8\ub798\ud504 \uc2e0\uacbd\ub9dd\uc740 \ubcf5\uc7a1\ud55c \uad00\uacc4 \ub370\uc774\ud130 \ubd84\uc11d\uc73c\ub85c \ub9c8\ucf00\ud305\uacfc \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \ubc1c\uc804\uc2dc\ucf1c\uc694. \uc624\ud1a0\uc778\ucf54\ub354\ub294 \ub370\uc774\ud130 \ud6a8\uc728\uc131\uacfc \uc774\uc0c1 \ud0d0\uc9c0\ub85c \ud488\uc9c8 \uad00\ub9ac\uc640 \ubcf4\uc548\uc744 \uac15\ud654\ud569\ub2c8\ub2e4. \ub51c\ub85c\uc774\ud2b8\uc5d0 \ub530\ub974\uba74 AI\ub294 \uc804\uae30\ucc98\ub7fc \ub2f9\uc5f0\ud55c \uc778\ud504\ub77c\uac00 \ub418\uc5b4 \ubaa8\ub4e0 \uc601\uc5ed\uc758 \uae30\ubc18 \uae30\uc220 \uc5ed\ud560\uc744 \ud558\uba70 (\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/www.kistep.re.kr\/gpsBoardDownload.es?board_se=issue&amp;list_no=49141&amp;seq=1\" target=\"_blank\" rel=\"noreferrer noopener\">2025\ub144 \uae30\uc220 \ud2b8\ub80c\ub4dc<\/a>), \uc758\ub8cc, \ubc95\ub960, \uae08\uc735 \ub4f1 \uc804\ubb38\ubd84\uc57c\ubcc4 \ub9de\ucda4\ud615 \ubaa8\ub378\uc774 \uc815\uad50\ud654\ub418\uace0 \uc788\uc5b4\uc694.<\/p>\n\n<\/div>","protected":false},"excerpt":{"rendered":"<p>2025\ub144 \ube44\uc988\ub2c8\uc2a4 \ud601\uc2e0\uc744 \uc774\ub044\ub294 \ub525\ub7ec\ub2dd 7\ub300 \ud575\uc2ec \uc54c\uace0\ub9ac\uc998 \uc644\ubcbd \ubd84\uc11d! \ud2b8\ub79c\uc2a4\ud3ec\uba38\ubd80\ud130 \uc624\ud1a0\uc778\ucf54\ub354\uae4c\uc9c0 \uc2e4\uc81c \ud65c\uc6a9 \uc0ac\ub840\uc640 \ub3c4\uc785 \uc804\ub7b5, \uc131\uacf5 \ub178\ud558\uc6b0\ub97c \ud55c &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"\ub525\ub7ec\ub2dd \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5: 2025\ub144 \ube44\uc988\ub2c8\uc2a4 \ud601\uc2e0\uc744 \uc774\ub04c 7\uac00\uc9c0 \ud575\uc2ec \uc54c\uace0\ub9ac\uc998\" class=\"read-more button\" href=\"https:\/\/devmelody.com\/?p=418#more-418\" aria-label=\"\ub525\ub7ec\ub2dd \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5: 2025\ub144 \ube44\uc988\ub2c8\uc2a4 \ud601\uc2e0\uc744 \uc774\ub04c 7\uac00\uc9c0 \ud575\uc2ec \uc54c\uace0\ub9ac\uc998\uc5d0 \ub300\ud574 \ub354 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc138\uc694\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":419,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[37],"tags":[241,248,243,242,244,246,245,250,67,49,48,240,247,249,162],"class_list":["post-418","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-241","tag-ai","tag-cnn","tag-gans","tag-lstm","tag-246","tag-245","tag-250","tag-67","tag-49","tag-48","tag-240","tag-247","tag-249","tag-162","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-33"],"jetpack_featured_media_url":"https:\/\/devmelody.com\/wp-content\/uploads\/2025\/06\/\ub525\ub7ec\ub2dd-\ucd5c\uc2e0-\uae30\uc220-\ub3d9\ud5a5.png","_links":{"self":[{"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/posts\/418","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=418"}],"version-history":[{"count":3,"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/posts\/418\/revisions"}],"predecessor-version":[{"id":578,"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/posts\/418\/revisions\/578"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=\/wp\/v2\/media\/419"}],"wp:attachment":[{"href":"https:\/\/devmelody.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=418"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=418"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devmelody.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=418"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}