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\ubaa9\ucc28 1. \uc11c\ub860 2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694 3. RNN(\uc21c\ud658 \uc2e0\uacbd\ub9dd) \uc18c\uac1c 4. \ub370\uc774\ud130 \uc804\ucc98\ub9ac 5. \ubaa8\ub378 \ud6c8\ub828 6. \ubc31\ud14c\uc2a4\ud305 7. \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \ubc30\ud3ec 8. \uacb0\ub860 1. \uc11c\ub860 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub370\uc774\ud130\uc758 \uc591\uc774 \ud3ed\ubc1c\uc801\uc73c\ub85c \uc99d\uac00\ud558\uba74\uc11c \uc804\ud1b5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \ubc29\ubc95\uc744 \ub118\uc5b4\uc11c\ub294 \uace0\uae09 \uc54c\uace0\ub9ac\uc998\uc774 \ud544\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub274\uc2a4 \uae30\uc0ac, \uc18c\uc15c\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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\ubaa8\ub378\ub9c1\uc744 \uc911\uc810\uc801\uc73c\ub85c \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\ub294 \ud000\ud2b8 \ub9e4\ub9e4\ub97c \uc6d0\ud558\ub294 \ud22c\uc790\uc790, \uac1c\ubc1c\uc790 \ubc0f \ub370\uc774\ud130 \uacfc\ud559\uc790 \ubaa8\ub450\uc5d0\uac8c \uc720\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294\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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\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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\ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \ud575\uc2ec \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc751\uc6a9\uae4c\uc9c0 \uc2ec\ub3c4 \uae4a\uac8c \uc0b4\ud3b4\ubcf4\uba70, \uc774\ub97c \uc704\ud55c \ub300\uccb4 \ub370\uc774\ud130 \uc2dc\uc7a5\uc5d0 \ub300\ud574\uc11c\ub3c4 \ub17c\uc758\ud558\uaca0\uc2b5\ub2c8\ub2e4. 2.\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

\ud000\ud2b8 \ub9e4\ub9e4\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\ub294 \uc811\uadfc\ubc95\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc774 \uc774\ub7ec\ud55c \ud000\ud2b8 \ub9e4\ub9e4 \uc804\ub7b5\uc5d0\uc11c \ud070 \uc5ed\ud560\uc744 \ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0, \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ub77c\uc774\ube0c\ub7ec\ub9ac\uc778 spaCy\uc640 textacy\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\uc131\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \ud000\ud2b8 \ub9e4\ub9e4\uc640 \uba38\uc2e0\ub7ec\ub2dd<\/h2>\n

\ud000\ud2b8 \ub9e4\ub9e4\ub294 \ud1b5\uacc4\uc801 \ubaa8\ub378\ub9c1\uacfc \uc54c\uace0\ub9ac\uc998\uc744 \ubc14\ud0d5\uc73c\ub85c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc11c \uba38\uc2e0\ub7ec\ub2dd\uc774 \uc911\uc694\ud55c \uc774\uc720\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n

\ub370\uc774\ud130 \ubd84\uc11d \ub2a5\ub825:<\/strong> \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud328\ud134\uc744 \ucc3e\ub294 \ub370 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4.<\/li>\n
\uc608\uce21 \ub2a5\ub825:<\/strong> \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubbf8\ub798\uc758 \uc2dc\uc7a5 \ubcc0\ud654\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n

\uc790\ub3d9\ud654:<\/strong> \ucef4\ud4e8\ud130\uac00 \uc778\uac04\ubcf4\ub2e4 \ube60\ub974\uac8c \ub300\ub7c9\uc758 \uac70\ub798\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. \ub525\ub7ec\ub2dd\uacfc \uc790\ub3d9\ub9e4\ub9e4<\/h2>\n
\ub525\ub7ec\ub2dd\uc740 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \ud2b9\ud788 \ube44\uc815\ud615 \ub370\uc774\ud130(\uc608: \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0) \ucc98\ub9ac\uc5d0 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. \uc774\ub294 \ub9e4\ub9e4 \uc54c\uace0\ub9ac\uc998\uc5d0 \uc788\uc5b4 \ub2e4\uc74c\uacfc \uac19\uc740 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n
\n
\uc804\uc774 \ud559\uc2b5:<\/strong> \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ud2b9\uc815 \uae08\uc735 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \uc131\ub2a5\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc7a5\uae30 \uba54\ubaa8\ub9ac:<\/strong> LSTM(Long Short-Term Memory)\uacfc \uac19\uc740 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc7a5\uae30\uc801\uc778 \uc758\uc874\uc131\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ube44\uc120\ud615\uc131:<\/strong> \ubcf5\uc7a1\ud55c \ube44\uc120\ud615 \uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. NLP \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95<\/h2>\n
\uc2dc\uc7a5 \uc608\uce21\uc5d0 \uc788\uc5b4\uc11c \ub370\uc774\ud130\uc758 \uc9c8\uacfc \uc591\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uc720\uc758\ubbf8\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uae30 \uc704\ud574 spaCy\uc640 textacy\ub97c \uc0ac\uc6a9\ud55c NLP \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n
3.1 spaCy \ubc0f textacy \uc18c\uac1c<\/h3>\n
spaCy\ub294 \uace0\uae09 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c Python \ub77c\uc774\ube0c\ub7ec\ub9ac\uc774\uba70, textacy\ub294 spaCy\ub97c \uae30\ubc18\uc73c\ub85c \ud14d\uc2a4\ud2b8 \uad00\ub9ac\ub97c \ub3d5\ub294 \uc5ec\ub7ec \uc720\uc6a9\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n
3.2 \uc124\uce58<\/h3>\n
pip install spacy textacy<\/code><\/pre>\n3.3 NLP \ud30c\uc774\ud504\ub77c\uc778 \uad6c\uc131<\/h3>\n\ud30c\uc774\ud504\ub77c\uc778\uc744 \uc124\uc815\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \uc6f9 \ud06c\ub864\ub9c1, API \ud638\ucd9c \ub4f1\uc744 \ud1b5\ud574 \ub274\uc2a4, \uc18c\uc15c \ubbf8\ub514\uc5b4, \uae08\uc735 \ubcf4\uace0\uc11c \ub4f1\uc744 \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ud6c4, \uc218\uc9d1\ub41c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uae30 \uc704\ud574\uc11c spaCy\uc640 textacy\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \uc218\ud589\ud569\ub2c8\ub2e4:<\/p>\n \n\ud14d\uc2a4\ud2b8 \uc804\ucc98\ub9ac:<\/strong> \ubd88\uc6a9\uc5b4 \uc81c\uac70, \ud1a0\ud070\ud654, \ud45c\uc81c\uc5b4 \ucd94\ucd9c \ub4f1\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n \uba85\uc0ac\uad6c \ucd94\ucd9c:<\/strong> \uc911\uc694\ud55c \uac1c\uccb4\ub97c \ubd84\uc11d\ud558\uc5ec \ub9e4\ub9e4 \uc804\ub7b5\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uc815\ubcf4\ub97c \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n \uac10\uc131 \ubd84\uc11d:<\/strong> \ub274\uc2a4\ub098 \uc18c\uc15c \ubbf8\ub514\uc5b4\uc758 \uac10\uc131\uc744 \ubd84\uc11d\ud558\uc5ec \uc8fc\uac00\uc5d0 \uae0d\uc815\uc801\uc778\uc9c0 \ubd80\uc815\uc801\uc778\uc9c0\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n \ud14d\uc2a4\ud2b8 \ubca1\ud130\ud654:<\/strong> \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n4. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ud604<\/h2>\nNLP \ud30c\uc774\ud504\ub77c\uc778\uc5d0\uc11c \ucd94\ucd9c\ub41c \ud2b9\uc9d5\uc744 \ubc14\ud0d5\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud6c8\ub828\ud569\ub2c8\ub2e4. \uc8fc\ub85c \uc0ac\uc6a9\ub418\ub294 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n \n\ud68c\uadc0 \ubd84\uc11d:<\/strong> \uc8fc\uac00 \uc608\uce21\uc744 \uc704\ud574 \ub2e4\uc591\ud55c \ud68c\uadc0 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n \uacb0\uc815 \ud2b8\ub9ac \ubc0f \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8:<\/strong> \ube44\uc120\ud615 \ubb38\uc81c \ud574\uacb0\uc5d0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n SVM(\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0):<\/strong> \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \ub354\uc6b1 \ubd84\ub9ac\ud574\uc8fc\ub294 \uac15\ub825\ud55c \ubd84\ub958 \uae30\ubc95\uc785\ub2c8\ub2e4.<\/li>\n \uc2e0\uacbd\ub9dd:<\/strong> \ud2b9\ud788 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc778 LSTM, CNN\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n4.1 \ubaa8\ub378 \ud6c8\ub828 \ubc0f \uac80\uc99d<\/h3>\n\ubaa8\ub378\uc744 \ud6c8\ub828\ud560 \ub54c\ub294 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \ud6c8\ub828 \uc138\ud2b8, \uac80\uc99d \uc138\ud2b8, \ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub85c \ub098\ub204\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc8fc\uc758\ud560 \uc810\uc740 \ubaa8\ub378\uc774 \uacfc\uc801\ud569\ub418\uc9c0 \uc54a\ub3c4\ub85d \ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ub2e4\uc591\ud55c \uc815\uaddc\ud654 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 4.2 \uc131\ub2a5 \ud3c9\uac00<\/h3>\n\ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \uc5ec\ub7ec \uc9c0\ud45c\ub85c \ud3c9\uac00\ud560 \uc218 \uc788\uc73c\uba70, \uc77c\ubc18\uc801\uc73c\ub85c MSE(Mean Squared Error), MAE(Mean Absolute Error) \ub4f1\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ubd84\ub958 \ubb38\uc81c\uc758 \uacbd\uc6b0 \uc815\ud655\ub3c4, \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728 \ub4f1\uc758 \uc9c0\ud45c\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 5. \ub525\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ud604<\/h2>\n\ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc8fc\ub85c \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ud328\ud134\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. TensorFlow\ub098 PyTorch\uc640 \uac19\uc740 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ud65c\uc6a9\ud558\uc5ec \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 5.1 \ubaa8\ub378 \uc124\uacc4<\/h3>\n\ub525\ub7ec\ub2dd \ubaa8\ub378 \uc124\uacc4 \uc2dc \uc8fc\uc694 \uace0\ub824\uc0ac\ud56d\uc740 \ub808\uc774\uc5b4\uc758 \uc218, \ub178\ub4dc\uc758 \uc218, \ud65c\uc131\ud654 \ud568\uc218\uc758 \uc120\ud0dd \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. LSTM\uc744 \uc774\uc6a9\ud55c \uc2dc\uacc4\uc5f4 \uc608\uce21 \ubaa8\ub378\uc744 \uc124\uacc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 5.2 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n\nimport tensorflow as tf\n\nmodel = tf.keras.Sequential([\n tf.keras.layers.LSTM(128, activation='relu', input_shape=(time_steps, features)),\n tf.keras.layers.Dense(1)\n])\n\nmodel.compile(optimizer='adam', loss='mean_squared_error')\nmodel.fit(X_train, y_train, epochs=100, batch_size=32, validation_split=0.1)\n<\/code><\/pre>\n6. \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc790\ub3d9 \uac70\ub798<\/h2>\n\ubaa8\ub378\uc774 \ud6c8\ub828\ub41c \ud6c4 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc218\uc9d1\uc744 \uc704\ud55c API\uc640\uc758 \uc5f0\ub3d9\uc744 \ud1b5\ud574 \uc2dc\uc7a5 \ub3d9\ud5a5\uc744 \ud30c\uc545\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 6.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n\uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ubc29\ubc95\uc73c\ub85c\ub294 Streaming API\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uc77c\ubc18\uc801\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc544\ub798\uc640 \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n import requests\n\ndef get_real_time_data():\n response = requests.get('YOUR_API_ENDPOINT')\n return response.json()<\/code><\/pre>\n6.2 \uac70\ub798 \uc2dc\uc2a4\ud15c \uad6c\ud604<\/h3>\n\ub9e4\ub9e4 \uc804\ub7b5 \uc2dc\uadf8\ub110\uc774 \uc0dd\uc131\ub418\uba74 \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. API\ub97c \ud1b5\ud574 \uac70\ub798\uc18c\uc640 \uc5f0\uacb0\ud558\uace0, \ub9e4\ub3c4\/\ub9e4\uc218 \uc2dc\uadf8\ub110\uc744 \uc804\uc1a1\ud569\ub2c8\ub2e4.<\/p>\n def place_order(signal):\n if signal == 'buy':\n # place buy order code here\n elif signal == 'sell':\n # place sell order code here<\/code><\/pre>\n7. \uacb0\ub860<\/h2>\n\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uacfc spaCy \ubc0f textacy\ub97c \ud65c\uc6a9\ud55c NLP \ud30c\uc774\ud504\ub77c\uc778\uc758 \uad6c\uc131\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ud000\ud2b8 \ub9e4\ub9e4\ub294 \ub370\uc774\ud130\uc640 \uae30\uc220, \ucd5c\uc2e0 \uc54c\uace0\ub9ac\uc998\uc758 \uc735\ud569\uc744 \ud1b5\ud574 \ub354\uc6b1 \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \ud22c\uc790\uc790\ub4e4\uc740 \ub354\uc6b1 \uc815\uad50\ud55c \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\uace0 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud1b5\ud574 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n 8. \ucc38\uace0\uc790\ub8cc<\/h2>\n\nspaCy \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n textacy \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n TensorFlow \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n PyTorch \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n Algorithmic Trading Introduction<\/a><\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"\ud000\ud2b8 \ub9e4\ub9e4\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\ub294 \uc811\uadfc\ubc95\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc774 \uc774\ub7ec\ud55c \ud000\ud2b8 \ub9e4\ub9e4 \uc804\ub7b5\uc5d0\uc11c \ud070 \uc5ed\ud560\uc744 \ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0, \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ub77c\uc774\ube0c\ub7ec\ub9ac\uc778 spaCy\uc640 textacy\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\uc131\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \ud000\ud2b8 \ub9e4\ub9e4\uc640 \uba38\uc2e0\ub7ec\ub2dd \ud000\ud2b8 \ub9e4\ub9e4\ub294 \ud1b5\uacc4\uc801 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, spaCy\uc640 textacy\ub97c \uc774\uc6a9\ud55c 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-28750","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, spaCy\uc640 textacy\ub97c \uc774\uc6a9\ud55c 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\/28750\/\" \/>\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, spaCy\uc640 textacy\ub97c \uc774\uc6a9\ud55c NLP \ud30c\uc774\ud504\ub77c\uc778 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ud000\ud2b8 \ub9e4\ub9e4\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\ub294 \uc811\uadfc\ubc95\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc774 \uc774\ub7ec\ud55c \ud000\ud2b8 \ub9e4\ub9e4 \uc804\ub7b5\uc5d0\uc11c \ud070 \uc5ed\ud560\uc744 \ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0, \uc790\uc5f0\uc5b4 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