\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/29365\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc11c\ub860 \ucd5c\uadfc \uba87 \ub144 \uac04 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL)\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9 \ub9e4\ub9e4(\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529)\uc640 \uac19\uc740 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub4e4\uc744 \ud574\uacb0\ud558\ub294 \ub370\uc5d0 \ud601\uc2e0\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \ud568\uaed8 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uae30\uc220\uc774 \uacb0\ud569\ub418\uba74\uc11c \ud2b8\ub808\uc774\ub354\uc640 \ud22c\uc790\uc790\ub4e4\uc740 \ubaa8\ub378\uc774 \uc81c\uacf5\ud558\ub294 \ud1b5\ucc30\ub825\uacfc \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ubcf4\ub2e4 \uc815\uad50\ud55c \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\ub294 \ub17c\uc758\ub97c \uc9c4\ud589\ud558\uba70, NLP … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29365\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:18:05+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:52:54+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/29365\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29365\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778\",\"datePublished\":\"2024-10-27T16:18:05+00:00\",\"dateModified\":\"2024-11-26T06:52:54+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29365\/\"},\"wordCount\":72,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29365\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29365\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778 - 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\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/29365\/","og_locale":"ko_KR","og_type":"article","og_title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\uc11c\ub860 \ucd5c\uadfc \uba87 \ub144 \uac04 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL)\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9 \ub9e4\ub9e4(\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529)\uc640 \uac19\uc740 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub4e4\uc744 \ud574\uacb0\ud558\ub294 \ub370\uc5d0 \ud601\uc2e0\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \ud568\uaed8 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uae30\uc220\uc774 \uacb0\ud569\ub418\uba74\uc11c \ud2b8\ub808\uc774\ub354\uc640 \ud22c\uc790\uc790\ub4e4\uc740 \ubaa8\ub378\uc774 \uc81c\uacf5\ud558\ub294 \ud1b5\ucc30\ub825\uacfc \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ubcf4\ub2e4 \uc815\uad50\ud55c \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\ub294 \ub17c\uc758\ub97c \uc9c4\ud589\ud558\uba70, NLP … \ub354 \ubcf4\uae30 \"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778\"","og_url":"https:\/\/atmokpo.com\/w\/29365\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-27T16:18:05+00:00","article_modified_time":"2024-11-26T06:52:54+00:00","author":"root","twitter_card":"summary_large_image","twitter_creator":"@bebubo4","twitter_site":"@bebubo4","twitter_misc":{"\uae00\uc4f4\uc774":"root"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/29365\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/29365\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778","datePublished":"2024-10-27T16:18:05+00:00","dateModified":"2024-11-26T06:52:54+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/29365\/"},"wordCount":72,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/29365\/","url":"https:\/\/atmokpo.com\/w\/29365\/","name":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-27T16:18:05+00:00","dateModified":"2024-11-26T06:52:54+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/29365\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/29365\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/29365\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29365","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=29365"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29365\/revisions"}],"predecessor-version":[{"id":29366,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29365\/revisions\/29366"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=29365"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=29365"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=29365"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":29365,"date":"2024-10-27T16:18:05","date_gmt":"2024-10-27T16:18:05","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29365"},"modified":"2024-11-26T06:52:54","modified_gmt":"2024-11-26T06:52:54","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%ed%85%8d%ec%8a%a4%ed%8a%b8%ec%97%90%ec%84%9c","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29365\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778"},"content":{"rendered":"

<\/p>\n

\uc11c\ub860<\/h2>\n
\n \ucd5c\uadfc \uba87 \ub144 \uac04 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL)\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9 \ub9e4\ub9e4(\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529)\uc640 \uac19\uc740 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub4e4\uc744 \ud574\uacb0\ud558\ub294 \ub370\uc5d0 \ud601\uc2e0\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \ud568\uaed8 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uae30\uc220\uc774 \uacb0\ud569\ub418\uba74\uc11c \ud2b8\ub808\uc774\ub354\uc640 \ud22c\uc790\uc790\ub4e4\uc740 \ubaa8\ub378\uc774 \uc81c\uacf5\ud558\ub294 \ud1b5\ucc30\ub825\uacfc \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ubcf4\ub2e4 \uc815\uad50\ud55c \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\ub294 \ub17c\uc758\ub97c \uc9c4\ud589\ud558\uba70, NLP \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud1b5\ud574 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ud1a0\ud070\ud654\ud558\ub294 \uacfc\uc815\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ud55c \ubd84\uc57c\ub85c, \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \ub2a5\ub825\uc744 \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ucc3e\uace0 \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ubc18\uba74\uc5d0 \ub525\ub7ec\ub2dd\uc740 \uc2e0\uacbd\ub9dd(Neural Networks)\uc744 \ud65c\uc6a9\ud558\uc5ec \ub2e4\uce35\uc801\uc778 \ud328\ud134 \uc778\uc2dd\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ub450 \uae30\uc220 \ubaa8\ub450 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc608\uce21 \ubc0f \uc790\ub3d9\ud654\ub41c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.\n<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h3>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uc740 \ud06c\uac8c \uc138 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ubd84\ub958\ub429\ub2c8\ub2e4:\n<\/p>\n
\n
\uc9c0\ub3c4 \ud559\uc2b5(Supervised Learning):<\/strong> \ub77c\ubca8\uc774 \ub2ec\ub9b0 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ud558\uba70, \ubd84\ub958(Classification) \ubc0f \ud68c\uadc0(Regression) \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n
\ube44\uc9c0\ub3c4 \ud559\uc2b5(Unsupervised Learning):<\/strong> \ub77c\ubca8\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \uad6c\uc870\ub97c \uc774\ud574\ud558\uac70\ub098 \uad70\uc9d1\ud654(Clustering)\ud558\ub294 \ub370\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n
\uac15\ud654 \ud559\uc2b5(Reinforcement Learning):<\/strong> \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ubcf4\uc0c1\uc744 \uadf9\ub300\ud654\ud558\ub294 \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
1.2 \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h3>\n
\n \ub525\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uce35\uc73c\ub85c \uad6c\uc131\ub41c \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc2e0\uacbd\ub9dd\uc740 \uc785\ub825\uce35, \uc228\uae40\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uc228\uae40\uce35\uc758 \uc218\uac00 \ub9ce\uace0 \uac01 \uce35\uc758 \ub274\ub7f0 \uc218\uac00 \ub9ce\uc544\uc9c8\uc218\ub85d \ubaa8\ub378\uc758 \ud45c\ud604\ub825\uc740 \uc99d\uac00\ud558\uc9c0\ub9cc, \uacfc\uc801\ud569(Overfitting)\uc758 \uc704\ud5d8\uc774 \uc788\uc73c\ubbc0\ub85c \uc801\uc808\ud55c \uc815\uaddc\ud654 \uae30\ubc95\uc744 \uc801\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.\n<\/p>\n
2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uac1c\uc694<\/h2>\n
\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc7a0\uc7ac\uc801\uc73c\ub85c \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uac83\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998\uc740 \uc2dc\uc7a5 \ub370\uc774\ud130, \ub274\uc2a4, \uae30\uc220 \uc9c0\ud45c \ub4f1\uc744 \ubd84\uc11d\ud558\uc5ec \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.\n<\/p>\n
2.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810<\/h3>\n
\n
\uc18d\ub3c4:<\/strong> \uc778\uac04 \ud2b8\ub808\uc774\ub354\ubcf4\ub2e4 \ud6e8\uc52c \ube60\ub974\uac8c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uac70\ub798\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc815\ud655\uc131:<\/strong> \uc815\ub7c9\uc801 \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uac10\uc815\uc801 \uacb0\uc815\uc5d0\uc11c \ubc97\uc5b4\ub098 \uac1d\uad00\uc801\uc778 \ud310\ub2e8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n
\uc77c\uad00\uc131:<\/strong> \uac19\uc740 \uc870\uac74 \ud558\uc5d0 \ud56d\uc0c1 \uac19\uc740 \uacb0\uc815\uc744 \ub0b4\ub9bc\uc73c\ub85c\uc368 \ud2b8\ub808\uc774\ub529 \uc77c\uad00\uc131\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h2>\n
\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc758 \uc131\uacfc\ub294 \uc218\uc9d1\ub41c \ub370\uc774\ud130\uc758 \uc591\uacfc \uc9c8\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4. \uc2dc\uc7a5 \ub370\uc774\ud130\ub294 \ub2e4\uc591\ud55c \uc18c\uc2a4\ub85c\ubd80\ud130 \uc218\uc9d1\ub418\uba70, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \ub274\uc2a4, \uc18c\uc15c \ubbf8\ub514\uc5b4, \uc99d\uad8c \ub9ac\ud3ec\ud2b8 \ub4f1\uc5d0\uc11c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc804\ucc98\ub9ac\ud558\ub294 \ub2e8\uacc4\ub294 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.\n<\/p>\n
3.1 \uae08\uc735 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\n \uae08\uc735 \ub370\uc774\ud130\ub294 API\ub97c \ud1b5\ud574 \uc27d\uac8c \uc218\uc9d1\ud560 \uc218 \uc788\uc73c\uba70, Yahoo Finance, Alpha Vantage, Quandl \ub4f1\uacfc \uac19\uc740 \ub9ce\uc740 \uc11c\ube44\uc2a4\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc740 \ubaa8\ub378 \ud6c8\ub828\uc740 \ubb3c\ub860, \ubc31\ud14c\uc2a4\ud2b8\uc5d0\ub3c4 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.\n<\/p>\n
3.2 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\n \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \uae08\uc735\ub274\uc2a4\uc758 \uae30\uc0ac, \ube14\ub85c\uadf8 \uac8c\uc2dc\ubb3c, \ud3ec\ub7fc \uae00 \ub4f1 \ub2e4\uc591\ud55c \uc18c\uc2a4\ub85c\ubd80\ud130 \uac00\uc838\uc635\ub2c8\ub2e4. \ud06c\ub864\ub9c1 \uae30\ubc95\uc744 \ud1b5\ud574 \uc774\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc73c\uba70, Python\uc758 BeautifulSoup, Scrapy \ub4f1\uc758 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc790\ub3d9\ud654\ub97c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
3.3 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\n \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \uc885\uc885 \uc815\uc81c \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uacb0\uce21\uce58\ub97c \ucc98\ub9ac\ud558\uace0, \uc911\ubcf5 \ub370\uc774\ud130\ub97c \uc81c\uac70\ud558\uace0, \uac01 \ub370\uc774\ud130\ub97c \uc77c\uad00\ub41c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\uc5ec\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uac70\ub798 \ub370\uc774\ud130\ub294 \uc2dc\uac04 \ub2e8\uc704\ub85c \ubcc0\ud658\ud558\uace0, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \uc815\uc81c(cleaning)\ub97c \ud1b5\ud574 \ubd88\ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc815\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4.\n<\/p>\n
4. NLP \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95<\/h2>\n
\n \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub294 \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c NLP\ub294 \ub274\uc2a4 \uae30\uc0ac, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ud53c\ub4dc, \uae30\uc5c5 \uc7ac\ubb34 \ubcf4\uace0\uc11c \ub4f1\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uc2dc\uc7a5\uc758 \uac10\uc815\uc744 \ud30c\uc545\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. NLP \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc8fc\uc694 \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n<\/p>\n
4.1 \ud14d\uc2a4\ud2b8 \uc815\uc81c<\/h3>\n
\n \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uae30\uc5d0 \uc55e\uc11c, \uc6b0\uc120 \uc815\uc81c\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc815\uc81c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4:\n<\/p>\n
\n
\uc18c\ubb38\uc790 \ubcc0\ud658: \ub300\ubb38\uc790\ub97c \uc18c\ubb38\uc790\ub85c \ubcc0\ud658\ud558\uc5ec \uc77c\uad00\uc131\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n
\ud2b9\uc218\ubb38\uc790 \uc81c\uac70: \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ubd88\ud544\uc694\ud55c \uae30\ud638\uc640 \ubb38\uc790\ub97c \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n
\ubd88\uc6a9\uc5b4 \uc81c\uac70: \uc758\ubbf8\uac00 \uc5c6\ub294 \uc77c\ubc18\uc801\uc778 \ub2e8\uc5b4\ub4e4(\uc608: ‘\uc774’, ‘\uadf8’, ‘\uc740’, ‘\ub97c’ \ub4f1)\uc744 \uc81c\uac70\ud558\uc5ec \uc911\uc694\ud55c \uc815\ubcf4\ub97c \uac15\uc870\ud569\ub2c8\ub2e4.<\/li>\n
\uc5b4\uac04 \ucd94\ucd9c(Stemming) \ubc0f \ud45c\uc81c\uc5b4 \ucd94\ucd9c(Lemmatization): \ub2e8\uc5b4\uc758 \uae30\ubcf8 \ud615\ud0dc\ub97c \ucc3e\ub294 \uacfc\uc815\uc73c\ub85c, \uc608\ub97c \ub4e4\uc5b4 ‘running’, ‘ran’, ‘runs’\ub97c ‘run’\uc73c\ub85c \ud1b5\uc77c\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4.2 \ud14d\uc2a4\ud2b8 \ud1a0\ud070\ud654(Tokenization)<\/h3>\n
\n \ud1a0\ud070\ud654\ub294 \uc5f0\uc18d\uc801\uc778 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uac1c\ubcc4 \ub2e8\uc704(\ud1a0\ud070)\ub85c \ub098\ub204\ub294 \uacfc\uc815\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub294 \uc8fc\ub85c \ub2e8\uc5b4 \uae30\ubc18 \ub610\ub294 \ubb38\uc7a5 \uae30\ubc18\uc73c\ub85c \ub098\ub258\uba70, \ubaa8\ub378\uc774 \ud14d\uc2a4\ud2b8\ub97c \uc22b\uc790\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ub370 \ud544\uc694\ud569\ub2c8\ub2e4. Python\uc758 NLTK, SpaCy\uc640 \uac19\uc740 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
4.3 \ub2e8\uc5b4 \uc784\ubca0\ub529(Word Embeddings)<\/h3>\n
\n \ub2e8\uc5b4 \uc784\ubca0\ub529\uc740 \ub2e8\uc5b4\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uc5ec \uae30\uacc4\uac00 \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \uc8fc\ub85c Word2Vec, GloVe, FastText\uc640 \uac19\uc740 \uae30\ubc95\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ub2e8\uc5b4 \uac04\uc758 \uc758\ubbf8\uc801 \uad00\uacc4\ub97c \uc720\uc9c0\ud558\uac8c \ud574\uc8fc\ubbc0\ub85c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc5d0 \ud6a8\uacfc\uc801\uc778 \uc785\ub825 \ub370\uc774\ud130\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.\n<\/p>\n
4.4 \uac10\uc815 \ubd84\uc11d(Sentiment Analysis)<\/h3>\n
\n \uac10\uc815 \ubd84\uc11d\uc740 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \uac10\uc815\uc744 \ud310\ub2e8\ud558\ub294 \uae30\ubc95\uc73c\ub85c, \uc774\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uae0d\uc815\uc801, \ubd80\uc815\uc801, \uc911\ub9bd\uc801 \uac10\uc815\uc744 \ubd84\ub958\ud558\uc5ec \ud22c\uc790 \uacb0\uc815\uc744 \uc9c0\uc6d0\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uac10\uc815 \ubd84\uc11d\uc744 \uc704\ud574\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378(\uc608: \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0, SVM)\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \ucd5c\uadfc\uc5d0\ub294 BERT\uc640 \uac19\uc740 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc774 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
4.5 \uc8fc\uc694 \ub274\uc2a4 \ucd94\ucd9c \ubc0f \uc694\uc57d<\/h3>\n
\n \uc77c\uc815\ud55c \uc2dc\uac04 \uac04\uaca9\uc73c\ub85c \ubc1c\uc0dd\ud558\ub294 \uc8fc\uc694 \uae08\uc735 \ub274\uc2a4\ub294 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \ubcc0\ub3d9\uc131\uc744 \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uad00\ub828\ud558\uc5ec \ud14d\uc2a4\ud2b8 \uc694\uc57d \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uae34 \ub274\uc2a4 \uae30\uc0ac\ub97c \uac04\uacb0\ud558\uac8c \uc815\ub9ac\ud558\uace0, \uadf8 \ud575\uc2ec \uc815\ubcf4\ub97c \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc5d0 \uc804\ub2ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc54c\uace0\ub9ac\uc998\uc740 \uc911\uc694\ud55c \uc694\uc18c\ub97c \uae30\ubcf8\uc73c\ub85c \uc804\ub7b5\uc744 \uac15\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
5. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \ud6c8\ub828 \ubc0f \ud3c9\uac00<\/h2>\n
\n \ucc98\ub9ac\ub41c \ub370\uc774\ud130\uac00 \uc900\ube44\ub418\uba74, \ub2e4\uc74c \ub2e8\uacc4\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uace0, \ud328\ud134\uc744 \uc778\uc2dd\ud558\uba70, \ubbf8\ub798\uc758 \uacb0\uacfc\ub97c \uc608\uce21\ud558\uae30 \uc704\ud55c \uac83\uc785\ub2c8\ub2e4.\n<\/p>\n
5.1 \ub370\uc774\ud130 \ubd84\ud560<\/h3>\n
\n \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\uae30 \uc804\uc5d0 \ub370\uc774\ud130\ub97c \ud6c8\ub828 \uc138\ud2b8, \uac80\uc99d \uc138\ud2b8, \ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub85c \ubd84\ud560\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c 70%\uc758 \ub370\uc774\ud130\ub97c \ud6c8\ub828\uc6a9, 15%\uc758 \ub370\uc774\ud130\ub294 \uac80\uc99d\uc6a9, \ub098\uba38\uc9c0 15%\ub294 \ud14c\uc2a4\ud2b8\uc6a9\uc73c\ub85c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.\n<\/p>\n
5.2 \ubaa8\ub378 \uc120\ud0dd<\/h3>\n
\n \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc73c\uba70, \ub300\ud45c\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n
\n
\uc120\ud615 \ud68c\uadc0(Linear Regression)<\/li>\n
\uacb0\uc815 \ud2b8\ub9ac(Decision Tree)<\/li>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forest)<\/li>\n
\uadf8\ub798\ub514\uc5b8\ud2b8 \ubd80\uc2a4\ud305(Gradient Boosting)<\/li>\n
\uc2e0\uacbd\ub9dd(Neural Networks)<\/li>\n<\/ul>\n
\n \uac01 \ubaa8\ub378\uc740 \ud2b9\uc815 \uc885\ub958\uc758 \ub370\uc774\ud130\ub098 \ubb38\uc81c\uc5d0 \ub300\ud574 \ub354 \uc88b\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uc0c1\ud669\uc5d0 \ub9de\ucdb0 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4.\n<\/p>\n
5.3 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n
\n \uc120\ud0dd\ud55c \ubaa8\ub378\uc5d0 \ub300\ud574 \ud6c8\ub828 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud6c8\ub828\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd(greedy search \ucd08\uae30\ud654 \ub4f1)\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uad50\ucc28 \uac80\uc99d(Cross-validation)\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.\n<\/p>\n
5.4 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n
\n \ud6c8\ub828\uc774 \uc644\ub8cc\ub41c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\ub85c \uc0ac\uc6a9\ud558\ub294 \uc9c0\ud45c\ub85c\ub294 \uc815\ubc00\ub3c4(Precision), \uc7ac\ud604\uc728(Recall), F1 Score, ROC-AUC \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub97c \ud65c\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ucd5c\uc885\uc801\uc73c\ub85c \ud655\uc778\ud574\uc57c \ud569\ub2c8\ub2e4.\n<\/p>\n
6. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uc218\ub9bd<\/h2>\n
\n \ub9c8\uc9c0\ub9c9 \ub2e8\uacc4\ub294 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ubaa8\ub378\uc758 \uc608\uce21 \uacb0\uacfc\uc5d0 \ub530\ub77c \ub9e4\uc218, \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc124\uc815\ud558\uba70, \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \uad00\ub9ac\ud569\ub2c8\ub2e4.\n<\/p>\n
6.1 \ud2b8\ub808\uc774\ub529 \uc2e0\ud638 \uc0dd\uc131<\/h3>\n
\n \ubaa8\ub378\uc774 \uc0dd\uc131\ud55c \uc608\uce21\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4 \uacb0\uc815\uc744 \ub0b4\ub9bd\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uc8fc\uc2dd\uc5d0 \ub300\ud574 \uae0d\uc815\uc801\uc778(sentiment) \ub274\uc2a4\uac00 \ub9ce\uc544\uc9c0\uba74 \ub9e4\uc218 \uc2e0\ud638\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
6.2 \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/h3>\n
\n \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\uc758 \ub9ac\uc2a4\ud06c \uad00\ub9ac\ub294 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc190\uc2e4 \ud55c\ub3c4 \uc124\uc815, \uc790\ubcf8 \ubc30\ubd84 \uc804\ub7b5, \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ub2e4\uac01\ud654 \ub4f1\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud558\uace0 \uc218\uc775\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
6.3 \ubc31\ud14c\uc2a4\ud2b8 \ubc0f \uc131\ub2a5 \ud3c9\uac00<\/h3>\n
\n \uad6c\ucd95\ud55c \uc804\ub7b5\uc744 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubc31\ud14c\uc2a4\ud2b8\ud558\uc5ec \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \ubc31\ud14c\uc2a4\ud2b8 \uacb0\uacfc\ub97c \ud1b5\ud574 \uc804\ub7b5\uc758 \uc720\ud6a8\uc131\uc744 \ud655\uc778\ud558\uace0, \ud544\uc694\uc2dc \uc218\uc815 \uc791\uc5c5\uc744 \uac70\uce69\ub2c8\ub2e4.\n<\/p>\n
\uacb0\ub860<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub370\uc774\ud130 \ubd84\uc11d\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc774\uace0 \ub354 \ub098\uc740 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4. NLP \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud1b5\ud574 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud568\uc73c\ub85c\uc368, \ud22c\uc790\uc790\uc640 \ud2b8\ub808\uc774\ub354\ub294 \ubcf4\ub2e4 \uc815\ubcf4\uc5d0 \uae30\ubc18\ud55c \uacb0\uc815\uc73c\ub85c \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc131\uacf5 \ud655\ub960\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
\n \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08\ubd80\ud130 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uc218\ub9bd\uae4c\uc9c0\uc758 \uc804\uccb4 \uacfc\uc815\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uae08\uc735\uc0b0\uc5c5\uc5d0\uc11c \uacc4\uc18d\ud574\uc11c \ubc1c\uc804\ud560 \uac83\uc774\uba70, \uc774\uc5d0 \ub300\ud55c \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.\n<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc11c\ub860 \ucd5c\uadfc \uba87 \ub144 \uac04 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL)\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9 \ub9e4\ub9e4(\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529)\uc640 \uac19\uc740 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub4e4\uc744 \ud574\uacb0\ud558\ub294 \ub370\uc5d0 \ud601\uc2e0\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \ud568\uaed8 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uae30\uc220\uc774 \uacb0\ud569\ub418\uba74\uc11c \ud2b8\ub808\uc774\ub354\uc640 \ud22c\uc790\uc790\ub4e4\uc740 \ubaa8\ub378\uc774 \uc81c\uacf5\ud558\ub294 \ud1b5\ucc30\ub825\uacfc \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ubcf4\ub2e4 \uc815\uad50\ud55c \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\ub294 \ub17c\uc758\ub97c \uc9c4\ud589\ud558\uba70, NLP … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[29],"tags":[],"class_list":["post-29365","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/29365\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc11c\ub860 \ucd5c\uadfc \uba87 \ub144 \uac04 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL)\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9 \ub9e4\ub9e4(\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529)\uc640 \uac19\uc740 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub4e4\uc744 \ud574\uacb0\ud558\ub294 \ub370\uc5d0 \ud601\uc2e0\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \ud568\uaed8 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uae30\uc220\uc774 \uacb0\ud569\ub418\uba74\uc11c \ud2b8\ub808\uc774\ub354\uc640 \ud22c\uc790\uc790\ub4e4\uc740 \ubaa8\ub378\uc774 \uc81c\uacf5\ud558\ub294 \ud1b5\ucc30\ub825\uacfc \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ubcf4\ub2e4 \uc815\uad50\ud55c \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\ub294 \ub17c\uc758\ub97c \uc9c4\ud589\ud558\uba70, NLP … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29365\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:18:05+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:52:54+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/29365\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29365\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778\",\"datePublished\":\"2024-10-27T16:18:05+00:00\",\"dateModified\":\"2024-11-26T06:52:54+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29365\/\"},\"wordCount\":72,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29365\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29365\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud1a0\ud070\uc73c\ub85c NLP \ud30c\uc774\ud504\ub77c\uc778 - 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