\ud2b9\uc9d5 \uc911\uc694\ub3c4 \uc81c\uacf5: \uac01 \ud2b9\uc9d5\uc758 \uc911\uc694\ub3c4\ub97c \ud3c9\uac00\ud558\uc5ec \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n2. \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub97c \uc774\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uad6c\ucd95<\/h2>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub97c \uc774\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uad6c\ucd95\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n
2.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \uae08\uc735 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc8fc\uc2dd, \ud658\uc728, \uc120\ubb3c \ub4f1 \ub2e4\uc591\ud55c \uc790\uc0b0\uc758 \uac00\uaca9 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \uae30\uc220\uc801 \uc9c0\ud45c \ub4f1\uc744 \ud3ec\ud568\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub97c API\ub97c \ud1b5\ud574 \uc218\uc9d1\ud558\uac70\ub098 CSV \ud30c\uc77c \ud615\ud0dc\ub85c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\n# \uc608\uc81c: Yahoo Finance\uc5d0\uc11c \ub370\uc774\ud130 \uc218\uc9d1\nimport pandas as pd\nimport yfinance as yf\n\n# AAPL\uc758 \ucd5c\uadfc 5\ub144\uac04 \ub370\uc774\ud130\ub97c \uac00\uc838\uc628\ub2e4\ndata = yf.download('AAPL', start='2018-01-01', end='2023-01-01')\ndata.to_csv('AAPL_data.csv')\n <\/pre>\n2.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \uc815\ub9ac\ud558\uace0 \uc804\ucc98\ub9ac\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uacb0\uce21\uce58\ub97c \ucc98\ub9ac\ud558\uace0, \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uace0, \ub370\uc774\ud130\ub97c \ud559\uc2b5\uc6a9\uacfc \ud14c\uc2a4\ud2b8\uc6a9\uc73c\ub85c \ub098\ub204\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c 70-80%\uc758 \ub370\uc774\ud130\ub97c \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ud558\uace0 \ub098\uba38\uc9c0\ub97c \ud14c\uc2a4\ud2b8\uc5d0 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
2.3 \ubaa8\ub378 \uad6c\ucd95 \ubc0f \ud559\uc2b5<\/h3>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4. Scikit-learn \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \uc27d\uac8c \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uc5b4\uc9c4 \ud53c\ucc98\ub97c \ud1b5\ud574 \uc8fc\uac00\uc758 \uc0c1\uc2b9 \ub610\ub294 \ud558\ub77d \uc5ec\ubd80\ub97c \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc744 \ub9cc\ub4e4\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
\n# \uc608\uc81c: \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \ubaa8\ub378 \uad6c\ucd95\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.model_selection import train_test_split\n\n# \ub370\uc774\ud130 \ub85c\ub4dc \ubc0f \uc804\ucc98\ub9ac\nX = data[['Open', 'High', 'Low', 'Volume']] # \ud2b9\uc9d5\ny = (data['Close'].shift(-1) > data['Close']).astype(int) # \uc0c1\uc2b9 \uc5ec\ubd80\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 \uc0dd\uc131 \ubc0f \ud559\uc2b5\nmodel = RandomForestClassifier(n_estimators=100, random_state=42)\nmodel.fit(X_train, y_train)\n <\/pre>\n2.4 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n
\ud559\uc2b5\ud55c \ubaa8\ub378\uc744 \ud3c9\uac00\ud558\uc5ec \uc131\ub2a5\uc744 \ud655\uc778\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc815\ud655\ub3c4, \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728 \uac19\uc740 \ub2e4\uc591\ud55c \uc131\ub2a5 \uc9c0\ud45c\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.5 \ud2b8\ub808\uc774\ub529 \uc2dc\ubbac\ub808\uc774\uc158<\/h4>\n
\ubaa8\ub378\uc758 \uc131\ub2a5\uc774 \ud655\uc778\ub418\uba74, \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc2dc\ubbac\ub808\uc774\uc158\uc744 \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \uc2e4\uc81c \uc2dc\uc7a5\uc5d0\uc11c \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub294\uc9c0 \uc774\ud574\ud558\uace0, \ud544\uc694\uc2dc \ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc0f \ucd5c\uc801\ud654\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n
3. \uacb0\ub860<\/h2>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub294 \ud000\ud2b8\ub9e4\ub9e4\uc5d0 \ud6a8\uacfc\uc801\uc778 \uba38\uc2e0\ub7ec\ub2dd \ud234\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uae30\ubcf8\uc801\uc778 \uac1c\ub150\uacfc \uc2e4\ud589 \uacfc\uc815\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ub354\uc6b1 \uc2ec\ub3c4 \uc788\ub294 \ubd84\uc11d\uacfc \ubaa8\ub378\ub9c1 \uae30\ubc95\uc744 \ud1b5\ud574 \ubcc0\ub3d9\uc131\uc774 \ud070 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc548\uc815\uc801\uc778 \ud22c\uc790 \uc804\ub7b5\uc744 \ub9c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\ub354 \ub9ce\uc740 \uc815\ubcf4\uac00 \uad81\uae08\ud558\ub2e4\uba74, \uc9c0\uc18d\uc801\uc73c\ub85c \ube14\ub85c\uadf8\ub97c \ubc29\ubb38\ud558\uc5ec \uad00\ub828 \uc790\ub8cc\ub97c \ucc3e\uc544\ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \uac10\uc0ac\ud569\ub2c8\ub2e4!<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ud000\ud2b8\ub9e4\ub9e4\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub370\uc774\ud130\uc640 \uc54c\uace0\ub9ac\uc998\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc790\ub3d9\ud654\ub41c \uac70\ub798\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \ubc1c\uc804\ud558\uba74\uc11c \ud000\ud2b8\ub9e4\ub9e4\uc5d0 \uc811\uadfc\ud558\ub294 \ubc29\uc2dd\ub3c4 \ubcc0\ud654\ud558\uc600\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forest) \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub780? \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub294 \uc5ec\ub7ec \uac1c\uc758 \uacb0\uc815 \ud2b8\ub9ac(Decision Trees)\ub85c \uad6c\uc131\ub41c \uc559\uc0c1\ube14 \ud559\uc2b5 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uc54c\uace0\ub9ac\uc998\uc740 \uac01 \uacb0\uc815 \ud2b8\ub9ac\ub97c \ud559\uc2b5\ud560 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95”<\/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-28950","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, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95 - \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\/28950\/\" \/>\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, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ud000\ud2b8\ub9e4\ub9e4\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub370\uc774\ud130\uc640 \uc54c\uace0\ub9ac\uc998\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc790\ub3d9\ud654\ub41c \uac70\ub798\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \ubc1c\uc804\ud558\uba74\uc11c \ud000\ud2b8\ub9e4\ub9e4\uc5d0 \uc811\uadfc\ud558\ub294 \ubc29\uc2dd\ub3c4 \ubcc0\ud654\ud558\uc600\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forest) \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub780? \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub294 \uc5ec\ub7ec \uac1c\uc758 \uacb0\uc815 \ud2b8\ub9ac(Decision Trees)\ub85c \uad6c\uc131\ub41c \uc559\uc0c1\ube14 \ud559\uc2b5 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uc54c\uace0\ub9ac\uc998\uc740 \uac01 \uacb0\uc815 \ud2b8\ub9ac\ub97c \ud559\uc2b5\ud560 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/28950\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:16:02+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:55:46+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\/28950\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28950\/\"},\"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, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\",\"datePublished\":\"2024-10-27T16:16:02+00:00\",\"dateModified\":\"2024-11-26T06:55:46+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28950\/\"},\"wordCount\":9,\"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\/28950\/\",\"url\":\"https:\/\/atmokpo.com\/w\/28950\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95 - 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