\uc815\uaddc\ud654 (Normalization)<\/strong>: \ud2b9\uc131\uc758 \uc2a4\ucf00\uc77c\uc744 \ud1b5\uc77c\ud558\uc5ec \ud559\uc2b5\uc758 \uc548\uc815\uc131\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n7. \uc2e4\uc804 \uc608\uc81c<\/h2>\n
\n \uc774\uc81c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uacfc\uc815\uc744 \ubaa8\ub450 \uacb0\ud569\ud558\uc5ec \uc2e4\uc804 \uc608\uc81c\ub97c \ub2e4\ub904\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.
\n Python\uc744 \uc774\uc6a9\ud558\uc5ec \uc8fc\uc2dd \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n
\n\n# \ud544\uc218 \ud328\ud0a4\uc9c0 \uc784\ud3ec\ud2b8\nimport pandas as pd\nimport numpy as np\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import RandomForestRegressor\nfrom sklearn.metrics import mean_squared_error\nimport matplotlib.pyplot as plt\n\n# \ub370\uc774\ud130 \ub85c\ub529\ndata = pd.read_csv('stock_data.csv')\n\n# \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ndata['Return'] = data['Close'].pct_change()\ndata = data.dropna()\n\n# \ud2b9\uc131 \uc120\ud0dd\nX = data[['Open', 'High', 'Low', 'Volume']]\ny = data['Return']\n\n# \ub370\uc774\ud130 \ubd84\ub9ac\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# \ubaa8\ub378 \ud6c8\ub828\nmodel = RandomForestRegressor(n_estimators=100)\nmodel.fit(X_train, y_train)\n\n# \uc608\uce21\ny_pred = model.predict(X_test)\n\n# \ud3c9\uac00\nmse = mean_squared_error(y_test, y_pred)\nprint(f'Mean Squared Error: {mse}')\n\n# \uadf8\ub798\ud504 \uc2dc\uac01\ud654\nplt.plot(y_test.values, label='True Values')\nplt.plot(y_pred, label='Predictions')\nplt.legend()\nplt.show()\n<\/code>\n<\/pre>\n\uacb0\ub860<\/h2>\n
\n \ubcf8 \uae00\uc744 \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ub97c \ub2e4\uc9c0\uace0,
\n \ud2b9\uc131 \ud0d0\ud5d8, \ud2b9\uc131 \ucd94\ucd9c, \uadf8\ub9ac\uace0 \ud2b9\uc131 \uacf5\ud559\uc758 \ud544\uc694\uc131\uacfc \ud65c\uc6a9 \ubc29\uc548\uc5d0 \ub300\ud574 \ub17c\uc758\ud558\uc600\uc2b5\ub2c8\ub2e4.
\n \uc55e\uc73c\ub85c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub354\uc6b1 \ubcf5\uc7a1\ud574\uc9c0\ub294 \uc2dc\uc7a5 \ud658\uacbd\uc5d0 \ub300\ube44\ud574\uc57c \ud558\uba70,
\n \ub370\uc774\ud130\uc640 \uc54c\uace0\ub9ac\uc998\uc5d0 \ub300\ud55c \uae4a\uc740 \uc774\ud574\uac00 \uc694\uad6c\ub429\ub2c8\ub2e4.\n<\/p>\n
\n \ucd94\uac00\uc801\uc73c\ub85c, \uc5ec\ub7ec\ubd84\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95\uc744 \uc811\ubaa9\ud558\ub294 \ub370 \uc774 \uae00\uc774 \ub3c4\uc6c0\uc774 \ub418\uae38 \ubc14\ub78d\ub2c8\ub2e4.
\n \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ub354 \ub9ce\uc740 \ud1b5\ucc30\uc744 \uc5bb\uace0, \uc131\uacf5\uc801\uc778 \ud22c\uc790\uc790\uac00 \ub418\uae30\ub97c \uae30\uc6d0\ud569\ub2c8\ub2e4.\n<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uae08\uc735\uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc218\ub9ce\uc740 \ub370\uc774\ud130\uac00 \uc874\uc7ac\ud558\uace0, \uadf8 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud55c \uc804\ub7b5\uc774 \uc218\uc775\uc744 \ub0bc \uc218 \uc788\ub294 \uae30\ud68c\uac00 \ub9e4\uc77c \ucc3e\uc544\uc635\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc774 \uad11\ubc94\uc704\ud558\uac8c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubc29\ubc95\ub860\uacfc \ud568\uaed8, \ud2b9\uc131 \ud0d0\ud5d8, \ud2b9\uc131 \ucd94\ucd9c, \uadf8\ub9ac\uace0 \ud2b9\uc131 \uacf5\ud559\uc5d0 \ub300\ud55c \uae4a\uc774 \uc788\ub294 \ud0d0\uad6c\ub97c \uc9c4\ud589\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780? \uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud2b9\uc131 \ud0d0\ud5d8, \ucd94\ucd9c, \ud2b9\uc131 \uacf5\ud559”<\/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-29411","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, \ud2b9\uc131 \ud0d0\ud5d8, \ucd94\ucd9c, \ud2b9\uc131 \uacf5\ud559 - \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\/29411\/\" \/>\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, \ud2b9\uc131 \ud0d0\ud5d8, \ucd94\ucd9c, \ud2b9\uc131 \uacf5\ud559 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uae08\uc735\uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc218\ub9ce\uc740 \ub370\uc774\ud130\uac00 \uc874\uc7ac\ud558\uace0, \uadf8 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud55c \uc804\ub7b5\uc774 \uc218\uc775\uc744 \ub0bc \uc218 \uc788\ub294 \uae30\ud68c\uac00 \ub9e4\uc77c \ucc3e\uc544\uc635\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc774 \uad11\ubc94\uc704\ud558\uac8c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubc29\ubc95\ub860\uacfc \ud568\uaed8, \ud2b9\uc131 \ud0d0\ud5d8, \ud2b9\uc131 \ucd94\ucd9c, \uadf8\ub9ac\uace0 \ud2b9\uc131 \uacf5\ud559\uc5d0 \ub300\ud55c \uae4a\uc774 \uc788\ub294 \ud0d0\uad6c\ub97c \uc9c4\ud589\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780? \uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud2b9\uc131 \ud0d0\ud5d8, \ucd94\ucd9c, \ud2b9\uc131 \uacf5\ud559"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29411\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:18:19+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:52:44+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\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" 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\uacf5\ud559\"}]},{\"@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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\uae30\ud68c\uac00 \ub9e4\uc77c \ucc3e\uc544\uc635\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc774 \uad11\ubc94\uc704\ud558\uac8c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubc29\ubc95\ub860\uacfc \ud568\uaed8, \ud2b9\uc131 \ud0d0\ud5d8, \ud2b9\uc131 \ucd94\ucd9c, \uadf8\ub9ac\uace0 \ud2b9\uc131 \uacf5\ud559\uc5d0 \ub300\ud55c \uae4a\uc774 \uc788\ub294 \ud0d0\uad6c\ub97c \uc9c4\ud589\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780? \uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 … \ub354 \ubcf4\uae30 \"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 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