\uc218\uc775\ub960 (Return): \ubaa8\ub378\uc744 \ud1b5\ud574 \uc5bb\uc740 \ucd1d \uc218\uc775<\/li>\n<\/ul>\n4.3 \uad6c\ud604 \uc0ac\ub840<\/h3>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \uac04\ub2e8\ud55c \uad6c\ud604 \uc0ac\ub840\ub85c, \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21 \ubaa8\ub378\uc744 \uc0dd\uc131\ud558\ub294 \uacfc\uc815\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
import pandas as pd\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import RandomForestRegressor\n\n# \ub370\uc774\ud130 \ub85c\ub4dc \ubc0f \uc804\ucc98\ub9ac\ndata = pd.read_csv('stock_data.csv')\n# \uacb0\uce21\uce58 \ucc98\ub9ac \ubc0f \ud2b9\uc131 \uc120\ud0dd \ub4f1\n\n# \ud2b9\uc9d5\uacfc \ud0c0\uac9f \ubcc0\uc218 \uad6c\ubd84\nX = data.drop('target', axis=1)\ny = data['target']\n\n# \ud559\uc2b5 \ubc0f \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \ubd84\ub9ac\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n\n# \ubaa8\ub378 \ud6c8\ub828\nmodel = RandomForestRegressor()\nmodel.fit(X_train, y_train)\n\n# \uc608\uce21\npredictions = model.predict(X_test)\n<\/code><\/pre>\n5. \ud329\ud130 \ud22c\uc790\uc640 \uc2a4\ub9c8\ud2b8 \ubca0\ud0c0<\/h2>\n5.1 \ud329\ud130 \ud22c\uc790(Factor Investing)<\/h3>\n
\ud329\ud130 \ud22c\uc790\ub294 \ud2b9\uc815 \uacbd\uc81c\uc801 \uc694\uc778(\ud329\ud130)\uc774 \uc790\uc0b0\uc758 \ucd08\uacfc \uc218\uc775\uc744 \uacb0\uc815\ud55c\ub2e4\uace0 \uac00\uc815\ud558\ub294 \ud22c\uc790 \uc804\ub7b5\uc785\ub2c8\ub2e4. \ud329\ud130\ub294 \ud06c\uac8c \uc2a4\ud0c0\uc77c \ud329\ud130\uc640 \uc2dc\uc7a5 \ud329\ud130\ub85c \uad6c\ubd84\ub429\ub2c8\ub2e4. \uc8fc\uc694 \uc2a4\ud0c0\uc77c \ud329\ud130\ub85c\ub294 \uac00\uce58(Value), \uc131\uc7a5(Growth), \ubaa8\uba58\ud140(Momentum), \ubcc0\ub3d9\uc131(Volatility) \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ud22c\uc790\uc790\ub294 \uc774\ub7ec\ud55c \ud329\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \uad6c\uc131\ud558\uace0 \ub9ac\ubc38\ub7f0\uc2f1\uc744 \ud1b5\ud574 \uc131\uacfc\ub97c \ub192\uc774\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n
5.2 \uc2a4\ub9c8\ud2b8 \ubca0\ud0c0(Smart Beta)<\/h3>\n
\uc2a4\ub9c8\ud2b8 \ubca0\ud0c0\ub294 \uc804\ud1b5\uc801\uc778 \uc2dc\uc7a5 \uac00\uc911 \ubc29\uc2dd \ub300\uc2e0 \ud2b9\uc815 \ud329\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \uc9c0\uc218\ub97c \uad6c\uc131\ud558\ub294 \ud22c\uc790 \uc804\ub7b5\uc785\ub2c8\ub2e4. \uc2a4\ub9c8\ud2b8 \ubca0\ud0c0 \ud380\ub4dc\ub294 \ud2b9\uc815 \uc694\uc778(\uc608: \uac00\uce58, \ubaa8\uba58\ud140 \ub4f1)\uc744 \uc774\uc6a9\ud558\uc5ec \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc758 \ub9ac\uc2a4\ud06c\uc640 \uc218\uc775\uc744 \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4. \uc774\ub294 \ud328\uc2dc\ube0c \ud22c\uc790\uc640 \uc561\ud2f0\ube0c \ud22c\uc790 \uac04\uc758 \uc911\uac04 \ud615\ud0dc\ub85c \ubcfc \uc218 \uc788\uc73c\uba70, \uc800\ube44\uc6a9\uc73c\ub85c \ucd08\uacfc \uc218\uc775\uc744 \ucd94\uad6c\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \ud601\uc2e0\uc801\uc73c\ub85c \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc73c\uba70, \ub370\uc774\ud130\uc758 \uc815\uad50\ud55c \ucc98\ub9ac\uc640 \ubaa8\ub378\ub9c1\uc744 \ud1b5\ud574 \ud22c\uc790 \uc131\uacfc\ub97c \uac1c\uc120\ud560 \uc218 \uc788\ub294 \uc218\ub2e8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud329\ud130 \ud22c\uc790\uc640 \uc2a4\ub9c8\ud2b8 \ubca0\ud0c0\ub294 \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc0c8\ub85c\uc6b4 \ud22c\uc790 \ubc29\uc2dd\uc73c\ub85c \ub5a0\uc624\ub974\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc774 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \ub354\uc6b1 \ub2e4\uc591\ud55c \ud22c\uc790 \uc804\ub7b5\uacfc \uae30\ud68c\uac00 \ucc3d\ucd9c\ub420 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
1. \uc11c\ub860 \uae08\uc735 \uc2dc\uc7a5\uc740 \ubcf5\uc7a1\ud558\uace0 \ub2e4\uc774\ub098\ubbf9\ud558\uba70, \ub9e4\uc77c \uc218\ub9ce\uc740 \uac70\ub798\uc640 \uc815\ubcf4\ub4e4\uc774 \uad50\ud658\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud658\uacbd\uc5d0\uc11c \ud22c\uc790\uc790\ub4e4\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\uae30 \uc704\ud574 \uc810\uc810 \ub354 \uace0\ub3c4\ud654\ub41c \uae30\ubc95\ub4e4\uc744 \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uac8c \ub418\uc5c8\uc73c\uba70, \uc774\ub294 \uc804\ub7b5 \uac1c\ubc1c \ubc0f \uc704\ud5d8 \uad00\ub9ac\uc5d0 \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud329\ud130 \ud22c\uc790\uc640 \uc2a4\ub9c8\ud2b8 \ubca0\ud0c0 \ud380\ub4dc”<\/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-29445","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, \ud329\ud130 \ud22c\uc790\uc640 \uc2a4\ub9c8\ud2b8 \ubca0\ud0c0 \ud380\ub4dc - \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\/29445\/\" \/>\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, \ud329\ud130 \ud22c\uc790\uc640 \uc2a4\ub9c8\ud2b8 \ubca0\ud0c0 \ud380\ub4dc - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"1. \uc11c\ub860 \uae08\uc735 \uc2dc\uc7a5\uc740 \ubcf5\uc7a1\ud558\uace0 \ub2e4\uc774\ub098\ubbf9\ud558\uba70, \ub9e4\uc77c \uc218\ub9ce\uc740 \uac70\ub798\uc640 \uc815\ubcf4\ub4e4\uc774 \uad50\ud658\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud658\uacbd\uc5d0\uc11c \ud22c\uc790\uc790\ub4e4\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\uae30 \uc704\ud574 \uc810\uc810 \ub354 \uace0\ub3c4\ud654\ub41c \uae30\ubc95\ub4e4\uc744 \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uac8c \ub418\uc5c8\uc73c\uba70, \uc774\ub294 \uc804\ub7b5 \uac1c\ubc1c \ubc0f \uc704\ud5d8 \uad00\ub9ac\uc5d0 \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud329\ud130 \ud22c\uc790\uc640 \uc2a4\ub9c8\ud2b8 \ubca0\ud0c0 \ud380\ub4dc"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29445\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:18:29+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:52:36+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\/29445\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29445\/\"},\"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, \ud329\ud130 \ud22c\uc790\uc640 \uc2a4\ub9c8\ud2b8 \ubca0\ud0c0 \ud380\ub4dc\",\"datePublished\":\"2024-10-27T16:18:29+00:00\",\"dateModified\":\"2024-11-26T06:52:36+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29445\/\"},\"wordCount\":25,\"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\/29445\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29445\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud329\ud130 \ud22c\uc790\uc640 \uc2a4\ub9c8\ud2b8 \ubca0\ud0c0 \ud380\ub4dc - 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\ud380\ub4dc\"}]},{\"@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\/\"}]}<\/script>\n<!-- 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