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\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ub9ce\uc740 \ud22c\uc790\uc790\uc640 \ud000\ud2b8\ub4e4\uc774 \uc801\uc6a9\ud558\uace0 \uc788\uc73c\uba70, \uadf8 \uac00\ub2a5\uc131\uc740 \ubb34\uad81\ubb34\uc9c4\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uace0\uae09 \uc8fc\uc81c\uc778 \ud45c\ubcf8 \uc678 \uc218\uc775\ub960 \ubd84\uc11d(Out-of-Sample Return Analysis)\uae4c\uc9c0\ub97c \uc2ec\ub3c4 \uae4a\uac8c \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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\ub525\ub7ec\ub2dd(Deep Learning) \uae30\uc220\uc774 \uc811\ubaa9\ub418\uba74\uc11c \ud2b8\ub808\uc774\ub529\uc758 \ud6a8\uc728\uc131\uc774 \ub354\uc6b1 \ub192\uc544\uc84c\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uae30\ubc95\uacfc \ubcc0\ub3d9\uc131 \uc9c0\ud45c\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uae4a\uc740 \ub0b4\uc6a9\uc744 \ub2e4\ub8e8\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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\ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874\uc758 \uaddc\uce59 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc5d0 \ube44\ud574 \ub354 \ub192\uc740 \uc131\ub2a5\uacfc \uc720\uc5f0\uc131\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5, \uadf8\ub9ac\uace0 \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":28706,"url":"https:\/\/atmokpo.com\/w\/28706\/","url_meta":{"origin":28859,"position":5},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN\uc744 \uc870\uc815\ud558\ud55c \uc124\uacc4 \uc635\uc158 \uad50\ucc28 \uac80\uc99d","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc800\uc790: \uc870\uad11\ud615 \ub0a0\uc9dc: [\ub0a0\uc9dc] \uc18c\uac1c \uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \ubc29\ub300\ud55c \uc591\uc758 \uc2dc\uc7a5 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294\ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec, \uc778\uacf5\uc2e0\uacbd\ub9dd(NN)\uc758 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc0f \uad50\ucc28 \uac80\uc99d \uae30\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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<\/p>\n

\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4\uac00 \uc810\uc810 \ub354 \ubcf4\ud3b8\ud654\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\uba70, \ud22c\uc790\uc790\ub4e4\uc5d0\uac8c \ub354 \ub098\uc740 \uc758\uc0ac\uacb0\uc815 \ub3c4\uad6c\ub85c \uc791\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ud0d0\uad6c\ud558\uace0, \uc774\uc640 \ud568\uaed8 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0 \ub300\ud574\uc11c\ub3c4 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780?<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec \uc608\uce21\uc774\ub098 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \uc218\ud559\uc801 \ubaa8\ub378\uacfc \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucef4\ud4e8\ud130\uac00 \uba85\uc2dc\uc801 \ud504\ub85c\uadf8\ub798\ubc0d \uc5c6\uc774\ub3c4 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ubc1c\uacac\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n
\n
\uc9c0\ub3c4 \ud559\uc2b5(Supervised Learning):<\/strong> \uc785\ub825 \ub370\uc774\ud130\uc640 \uadf8\uc5d0 \uc0c1\uc751\ud558\ub294 \uc815\ub2f5 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \uc608: \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21.<\/li>\n
\ube44\uc9c0\ub3c4 \ud559\uc2b5(Unsupervised Learning):<\/strong> \uc815\ub2f5 \ub370\uc774\ud130 \uc5c6\uc774 \ub370\uc774\ud130\uc758 \uad6c\uc870\ub098 \ud328\ud134\uc744 \ud0d0\uc0c9\ud569\ub2c8\ub2e4. \uc608: \ud074\ub7ec\uc2a4\ud130\ub9c1.<\/li>\n
\uac15\ud654 \ud559\uc2b5(Reinforcement Learning):<\/strong> \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc608: \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654.<\/li>\n<\/ul>\n
1.2 \ub525\ub7ec\ub2dd\uc774\ub780?<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\ub958\uc785\ub2c8\ub2e4. \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \uad6c\uc870\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc801\ud569\ud558\uba70, \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc640 \uac15\ub825\ud55c \ucef4\ud4e8\ud305 \ud30c\uc6cc\ub97c \uc694\uad6c\ud569\ub2c8\ub2e4. \uc8fc\ub85c \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc74c\uc131 \uc778\uc2dd \ub4f1\uc758 \ubd84\uc57c\uc5d0\uc11c \ub9ce\uc774 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5<\/h2>\n
2.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150<\/h3>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud2b9\uc815 \uaddc\uce59\uc5d0 \ub530\ub77c \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud558\ub294 \uc804\ub7b5\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uba74 \uacfc\uac70 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uc2dc\uc7a5\uc758 \ud750\ub984\uc744 \uc608\uce21\ud558\uace0 \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.2 \uc8fc\uc694 \uc54c\uace0\ub9ac\uc998<\/h3>\n
\ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ud2b8\ub808\uc774\ub529\uc5d0 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\n
\ud68c\uadc0\ubd84\uc11d(Regression Analysis):<\/strong> \uc8fc\uc2dd \uac00\uaca9\uc774\ub098 \uc9c0\ud45c\ub97c \uc608\uce21\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n
\uacb0\uc815 \ud2b8\ub9ac(Decision Trees):<\/strong> \ud22c\uc790 \uacb0\uc815\uc744 \uc704\ud55c \uaddc\uce59 \uae30\ubc18 \ubaa8\ub378\ub85c, \ud574\uc11d\uc774 \uc26c\uc6b4 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(Support Vector Machines, SVM):<\/strong> \uc774\uc9c4 \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/li>\n
\uc778\uacf5\uc2e0\uacbd\ub9dd(Artificial Neural Networks):<\/strong> \ube44\uc120\ud615 \ub370\uc774\ud130\ub97c \uc798 \ucc98\ub9ac\ud558\uba70 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \ub370 \uc720\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n
\uc7a5\uae30 \ub2e8\uae30 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c(Long Short-Term Memory, LSTM):<\/strong> \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ud2b9\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2.3 \uac70\ub798 \uc804\ub7b5 \uac1c\ubc1c<\/h3>\n
\ud6a8\uacfc\uc801\uc778 \uac70\ub798 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud55c \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n
\n
\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> \uad00\ub828 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc774 \uccab \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc774\ub294 \uc0d8\ud50c\ub9c1 \uc8fc\uae30, \ub370\uc774\ud130\uc758 \uc591 \ubc0f \ud488\uc9c8\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4.<\/li>\n
\uc804\ucc98\ub9ac:<\/strong> \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub294 \uacb0\uce21\uce58 \ubc0f \uc774\uc0c1\uce58\ub97c \ucc98\ub9ac\ud558\uace0, \ud544\uc694\ud55c \uacbd\uc6b0 \uc815\uaddc\ud654\ub098 \uc2a4\ucf00\uc77c\ub9c1 \uacfc\uc815\uc744 \uac70\uccd0\uc57c \ud569\ub2c8\ub2e4.<\/li>\n
\ud2b9\uc9d5 \uc120\ud0dd:<\/strong> \ubaa8\ub378\uc5d0 \ud3ec\ud568\ud560 \uac00\uc7a5 \uc720\uc758\ubbf8\ud55c \ubcc0\uc218(\ud2b9\uc9d5)\ub97c \uc120\ud0dd\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \uc120\ud0dd \ubc0f \ud6c8\ub828:<\/strong> \uc801\uc808\ud55c Machine Learning\/DL \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uace0, \ud559\uc2b5 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud6c8\ub828\ud569\ub2c8\ub2e4.<\/li>\n
\uac80\uc99d \ubc0f \ud14c\uc2a4\ud2b8:<\/strong> \ubcc4\ub3c4\uc758 \uac80\uc99d \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0, \uc624\ubc84\ud53c\ud305\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n
\uc2e4\uc804 \uc801\uc6a9:<\/strong> \ucd5c\uc885\uc801\uc73c\ub85c \uc2e4\uc81c \uac70\ub798\uc5d0 \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. \ub370\uc774\ud130 \uc18c\uc2a4<\/h2>\n
3.1 \uc8fc\uc694 \ub370\uc774\ud130 \uc18c\uc2a4<\/h3>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130\ub294 \uc5ec\ub7ec \ucd9c\ucc98\uc5d0\uc11c \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \uc8fc\uc694 \ub370\uc774\ud130 \uc18c\uc2a4\uc785\ub2c8\ub2e4.<\/p>\n
\n
\uc2dc\uc138 \ub370\uc774\ud130:<\/strong> \uacfc\uac70 \uac00\uaca9, \uac70\ub798\ub7c9 \ub4f1\uc758 \ub370\uc774\ud130\ub85c, \uc8fc\uc2dd, \ucc44\uad8c, \uc678\ud658, \uc6d0\uc790\uc7ac \ub4f1 \ubaa8\ub4e0 \uae08\uc735\uc0c1\ud488\uc5d0 \ub300\ud574 \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Yahoo Finance, Alpha Vantage, Quandl \ub4f1\uc758 API\ub97c \ud1b5\ud574 \uc2dc\uc138 \ub370\uc774\ud130\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc7ac\ubb34 \ub370\uc774\ud130:<\/strong> \uae30\uc5c5\uc758 \uc7ac\ubb34\uc81c\ud45c, \uc190\uc775\uacc4\uc0b0\uc11c, \ud604\uae08\ud750\ub984\ud45c \ub4f1 \uc7ac\ubb34 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uae30\uc5c5\uc758 \uac00\uce58\ub97c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Bloomberg, Reuters\uc640 \uac19\uc740 \uc720\ub8cc \uc11c\ube44\uc2a4\ub97c \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ub274\uc2a4 \ubc0f \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130:<\/strong> \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub97c \ud1b5\ud574 \ub274\uc2a4\uae30\uc0ac\ub098 \uc2dc\uc7a5 \uad00\ub828 \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uc2dc\uc7a5 \uac10\uc815\uc744 \ud310\ub2e8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Scrapy\uc640 BeautifulSoup\uc640 \uac19\uc740 \uc6f9 \uc2a4\ud06c\ub798\ud551 \ud234\uc744 \uc774\uc6a9\ud574 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc9c0\ud45c \ub370\uc774\ud130:<\/strong> \uacbd\uc81c \uc9c0\ud45c, \uae30\uc220\uc801 \uc9c0\ud45c \ub4f1\uc740 \uc2dc\uc7a5\uc758 \ub3d9\ud5a5\uc744 \ubd84\uc11d\ud558\ub294 \uc720\uc6a9\ud55c \ub3c4\uad6c\ub85c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ub3d9\ud3c9\uade0\uc120, RSI, MACD \ub4f1\uc758 \uae30\uc220\uc801 \uc9c0\ud45c\ub97c \uacc4\uc0b0\ud558\uc5ec \ub9e4\ub9e4 \uc2e0\ud638\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3.2 \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\ubc95<\/h3>\n
\uc6d0\ud558\ub294 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\n
API \ud65c\uc6a9:<\/strong> \ub9ce\uc740 \uae08\uc735 \ub370\uc774\ud130 \uc81c\uacf5\uc5c5\uccb4\ub294 API\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \ubc0f \uc5ed\uc0ac\uc801 \ub370\uc774\ud130\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \uc27d\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\ub294 \uc88b\uc740 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n
\uc6f9 \uc2a4\ud06c\ub798\ud551:<\/strong> \ud2b9\uc815 \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ucd94\ucd9c\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. Python\uc758 BeautifulSoup, Scrapy\uc640 \uac19\uc740 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
CSV, Excel \ud30c\uc77c \ub2e4\uc6b4\ub85c\ub4dc:<\/strong> \ub9ce\uc740 \ub370\uc774\ud130 \uc81c\uacf5 \uc0ac\uc774\ud2b8\ub294 \uc2dc\uac04\uc5d0 \ub530\ub77c \uc5c5\ub370\uc774\ud2b8\ub418\ub294 CSV \ub610\ub294 Excel \ud30c\uc77c\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub97c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud65c\uc6a9\ud558\uc5ec \uace0\ub3c4\ud654\ub41c \ubd84\uc11d \ubc0f \uc608\uce21\uc774 \uac00\ub2a5\ud558\ubbc0\ub85c, \ub354 \ub098\uc740 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\uae30 \uc704\ud574\uc11c\ub294 \uc774\ub7ec\ud55c \uae30\uc220\uc744 \uc798 \uc774\ud574\ud558\uace0 \ud65c\uc6a9\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ub2e4\uac00\uc62c \ub370\uc774\ud130 \uc911\uc2ec\uc758 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uacbd\uc7c1\ub825\uc744 \uac16\ucd94\uae30 \uc704\ud574 \uc9c0\uc18d\uc801\uc73c\ub85c \ud559\uc2b5\ud558\uace0 \uc2e4\uc2b5\ud558\ub294 \ub178\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
5. \ucc38\uace0 \uc790\ub8cc<\/h2>\n
\n
Journal of Machine Learning Research<\/a><\/li>\n
Towards Data Science<\/a><\/li>\n
QuantStart<\/a><\/li>\n
Kaggle<\/a><\/li>\n<\/ul>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4\uac00 \uc810\uc810 \ub354 \ubcf4\ud3b8\ud654\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\uba70, \ud22c\uc790\uc790\ub4e4\uc5d0\uac8c \ub354 \ub098\uc740 \uc758\uc0ac\uacb0\uc815 \ub3c4\uad6c\ub85c \uc791\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ud0d0\uad6c\ud558\uace0, \uc774\uc640 \ud568\uaed8 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0 \ub300\ud574\uc11c\ub3c4 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uae30\ud0c0 \uae30\ubcf8 \ub370\uc774\ud130 \uc18c\uc2a4”<\/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-28859","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, \uae30\ud0c0 \uae30\ubcf8 \ub370\uc774\ud130 \uc18c\uc2a4 - \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\/28859\/\" \/>\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, \uae30\ud0c0 \uae30\ubcf8 \ub370\uc774\ud130 \uc18c\uc2a4 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4\uac00 \uc810\uc810 \ub354 \ubcf4\ud3b8\ud654\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\uba70, 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