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\ud559\uc2b5\uc2dc\ud0a4\uace0,\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":29291,"url":"https:\/\/atmokpo.com\/w\/29291\/","url_meta":{"origin":29239,"position":4},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc804\uc774\ud559\uc2b5 \uc801\uc740 \ub370\uc774\ud130\ub85c \ub354 \ube60\ub978 \ud6c8\ub828","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"2023\ub144, \ucd5c\ucca8\ub2e8 \uae30\uc220\uc744 \ud1b5\ud574 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc810\uc810 \ub354 \ub9ce\uc740 \uac70\ub798\uc790\ub4e4\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \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":28890,"url":"https:\/\/atmokpo.com\/w\/28890\/","url_meta":{"origin":29239,"position":5},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e8\uc704\uadfc\uc758 \ucc98\ub9ac \ubc29\ubc95","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"1. \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uacfc \ub525\ub7ec\ub2dd(Deep Learning)\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uae09\uaca9\ud788 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<\/p>\n

\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub370\uc774\ud130\uc758 \uc591\uc740 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \ud6a8\uacfc\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \uac83\uc774 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uba74 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud559\uc2b5\ud558\uc5ec \uc608\uce21\ub825\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc774\ubcc0\ub7c9 \ubc0f \ub2e4\ubcc0\ub7c9 \uc694\uc778 \ud3c9\uac00\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc8fc\uc2dd, \uc678\ud658, \uc554\ud638\ud654\ud3d0 \ub4f1 \ub2e4\uc591\ud55c \uae08\uc735 \uc0c1\ud488\uc744 \ub9e4\ub9e4\ud558\uae30 \uc704\ud55c \uaddc\uce59\uc744 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uc2e4\ud589\ud558\ub294 \uac70\ub798 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc2dc\uc7a5\uc758 \ud328\ud134\uc744 \ubd84\uc11d\ud558\uace0 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

1.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810<\/h3>\n
\n
\uc815\ud655\ud55c \ub370\uc774\ud130 \ubd84\uc11d: \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uc5ec \uc2e0\ub8b0\uc131 \uc788\ub294 \ubd84\uc11d \uacb0\uacfc \ub3c4\ucd9c.<\/li>\n
\uac10\uc815 \ubc30\uc81c: \uc778\uac04\uc758 \uac10\uc815\uc774 \uac1c\uc785\ub418\uc9c0 \uc54a\uc544 \ubcf4\ub2e4 \uc77c\uad00\ub41c \uac70\ub798 \uc804\ub7b5 \uc218\ub9bd \uac00\ub2a5.<\/li>\n
\ube60\ub978 \uc2e4\ud589: \uc2dc\uc7a5 \ubcc0\ub3d9\uc5d0 \uc989\uac01 \ub300\uc751\ud560 \uc218 \uc788\uc5b4 \uac70\ub798 \uae30\ud68c\ub97c \ub193\uce58\uc9c0 \uc54a\uc74c.<\/li>\n<\/ul>\n
2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ucd08<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \uc885\ub958\ub85c \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ub354\uc6b1 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n
2.1 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc758 \uc885\ub958<\/h3>\n
\n
\uc120\ud615 \ud68c\uadc0: \uc5f0\uc18d\uc801\uc778 \uac12\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc0ac\uc6a9.<\/li>\n
\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0: \uc774\uc9c4 \ubd84\ub958 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \uc54c\uace0\ub9ac\uc998.<\/li>\n
\uc758\uc0ac\uacb0\uc815 \ub098\ubb34: \ubd84\ub958 \ubc0f \ud68c\uadc0 \uc791\uc5c5\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uc608\uce21 \ubaa8\ub378.<\/li>\n
\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(SVM): \uace0\ucc28\uc6d0 \ub370\uc774\ud130\uc5d0\uc11c\uc758 \ubd84\ub958 \uc791\uc5c5\uc5d0 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90c.<\/li>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8: \uc5ec\ub7ff \uc758\uc0ac\uacb0\uc815 \ub098\ubb34\ub97c \ud1b5\ud569\ud558\uc5ec \uc608\uce21\ub825 \ud5a5\uc0c1.<\/li>\n<\/ul>\n
2.2 \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uce35\uc758 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uc5d0\uc11c \ub192\uc740 \uc218\uc900\uc758 \ud2b9\uc9d5\uc744 \ud559\uc2b5\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ub525\ub7ec\ub2dd\uc758 \uc8fc\uc694 \uc694\uc18c\uc785\ub2c8\ub2e4.<\/p>\n
\n
\uc778\uacf5 \uc2e0\uacbd\ub9dd: \uc778\uacf5 \ub274\ub7f0\ub4e4\ub85c \uad6c\uc131\ub41c \ub124\ud2b8\uc6cc\ud06c\ub85c, \uc785\ub825 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uc5ec \uacb0\uacfc\ub97c \uc0dd\uc131.<\/li>\n
\uac15\ud654 \ud559\uc2b5: \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638 \uc791\uc6a9\ud558\uba70 \ubcf4\uc0c1\uc744 \ucd5c\ub300\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ud559\uc2b5.<\/li>\n
\ucee8\ubcfc\ub8e8\uc158 \uc2e0\uacbd\ub9dd(CNN): \uc774\ubbf8\uc9c0 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ud2b9\ud654\ub41c \ub525\ub7ec\ub2dd \ubaa8\ub378.<\/li>\n
\uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN): \uc2dc\ud000\uc2a4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378.<\/li>\n<\/ul>\n
3. \uc774\ubcc0\ub7c9 \ubc0f \ub2e4\ubcc0\ub7c9 \uc694\uc778 \ud3c9\uac00<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc788\uc5b4 \uac00\uc7a5 \uc911\uc694\ud55c \ubd80\ubd84\uc740 \uc5b4\ub5a4 \uc694\uc778\uc774 \uc8fc\uac00\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uc9c0 \ud3c9\uac00\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ubcc0\ub7c9 \ubc0f \ub2e4\ubcc0\ub7c9 \ubd84\uc11d\uc740 \uc774\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\ub860\uc73c\ub85c, \uc8fc\uac00\uc640 \uc5ec\ub7ec \uc694\uc778 \uac04\uc758 \uad00\uacc4\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/p>\n
3.1 \uc774\ubcc0\ub7c9 \uc694\uc778 \ud3c9\uac00<\/h3>\n
\uc774\ubcc0\ub7c9 \ubd84\uc11d\uc740 \ub450 \uac1c\uc758 \ubcc0\uc218 \uac04\uc758 \uad00\uacc4\ub97c \ubd84\uc11d\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc8fc\uac00\uc640 \ud2b9\uc815 \uc694\uc778(\uc608: \uac70\ub798\ub7c9, \uae08\ub9ac, \uae30\uc5c5 \uc2e4\uc801 \ub4f1) \uac04\uc758 \uad00\uacc4\ub97c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0b0\uc810\ub3c4(scatter plot)\ub97c \ud1b5\ud574 \uc2dc\uac01\uc801\uc73c\ub85c \uad00\uacc4\ub97c \ubd84\uc11d\ud560 \uc218 \uc788\uc73c\uba70, \uc0c1\uad00 \uacc4\uc218(correlation coefficient)\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc815\ub7c9\uc801\uc73c\ub85c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc608\ub97c \ub4e4\uc5b4, \uc8fc\uac00\uc640 \uac70\ub798\ub7c9 \uac04\uc758 \uc774\ubcc0\ub7c9 \ubd84\uc11d\uc744 \uc218\ud589\ud560 \ub54c, \ub2e4\uc74c\uacfc \uac19\uc740 \uacfc\uc815\uc744 \uac70\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\ub370\uc774\ud130 \uc218\uc9d1: \uc8fc\uac00\uc640 \uac70\ub798\ub7c9 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n
\ub370\uc774\ud130 \uc804\ucc98\ub9ac: \ub204\ub77d\ub41c \uac12\uc744 \ucc98\ub9ac\ud558\uace0 \uc774\uc0c1\uce58\ub97c \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n
\uc0c1\uad00 \uad00\uacc4 \ubd84\uc11d: Pearson \uc0c1\uad00 \uacc4\uc218 \ub610\ub294 Spearman \uacc4\uc218\ub97c \uacc4\uc0b0\ud558\uc5ec \ubcc0\uc218 \uac04\uc758 \uad00\uacc4\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n
\uc2dc\uac01\ud654: \uc0b0\uc810\ub3c4\ub97c \ud1b5\ud574 \ub450 \ubcc0\uc218 \uac04\uc758 \uad00\uacc4\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ud655\uc778\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
3.2 \ub2e4\ubcc0\ub7c9 \uc694\uc778 \ud3c9\uac00<\/h3>\n
\ub2e4\ubcc0\ub7c9 \ubd84\uc11d\uc740 \uc138 \uac1c \uc774\uc0c1\uc758 \ubcc0\uc218 \uac04\uc758 \uad00\uacc4\ub97c \ud3c9\uac00\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \uc8fc\uac00\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uc5ec\ub7ec \uc694\uc778\uc744 \ub3d9\uc2dc\uc5d0 \uace0\ub824\ud560 \uc218 \uc788\uc5b4 \ub354\uc6b1 \uac15\ub825\ud55c \ubd84\uc11d \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uac00, \uac70\ub798\ub7c9, \uae08\ub9ac, \uadf8\ub9ac\uace0 \uae30\uc5c5 \uc2e4\uc801 \uac04\uc758 \uad00\uacc4\ub97c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\ub2e4\ubcc0\ub7c9 \ud68c\uadc0 \ubd84\uc11d(multiple regression analysis)\uc740 \uc774\ub7ec\ud55c \uad00\uacc4\ub97c \ud3c9\uac00\ud558\ub294 \ub370 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac01 \uc694\uc778\uc774 \uc8fc\uac00\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \uc815\ub7c9\uc801\uc73c\ub85c \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\ubcc0\ub7c9 \ubd84\uc11d\uc758 \uc8fc\uc694 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\ub370\uc774\ud130 \uc218\uc9d1: \uc8fc\uac00, \uac70\ub798\ub7c9, \uae08\ub9ac, \uae30\uc5c5 \uc2e4\uc801 \ub4f1\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n
\ub370\uc774\ud130 \uc804\ucc98\ub9ac: \ub204\ub77d\ub41c \uac12\uc744 \ucc98\ub9ac\ud558\uace0 \uc774\uc0c1\uce58\ub97c \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \uad6c\ucd95: \ub2e4\ubcc0\ub7c9 \ud68c\uadc0 \ubaa8\ub378\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \ud3c9\uac00: \uacb0\uc815 \uacc4\uc218(R^{2<\/sup>)\uc640 p-\uac12\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n}
\uacb0\uacfc \ud574\uc11d: \uac01 \uc694\uc778\uc758 \uc8fc\uac00\uc5d0 \ub300\ud55c \uc601\ud5a5\uc744 \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c<\/h2>\n
\uc774\uc81c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \uc774 \uacfc\uc815\uc758 \uc804\ubc18\uc801\uc778 \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/p>\n
4.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\uc8fc\uc2dd \ub370\uc774\ud130\ub97c \ube44\ub86f\ud55c \ub2e4\uc591\ud55c \uae08\uc735 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc774 \uccab \ubc88\uc9f8 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 Yahoo Finance, Quandl, Alpha Vantage\uc640 \uac19\uc740 \ub370\uc774\ud130 \uc81c\uacf5 API\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \uc885\uc885 \ubd88\uc644\uc804\ud558\uac70\ub098 \ub178\uc774\uc988\uac00 \ub9ce\uae30 \ub54c\ubb38\uc5d0 \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ub204\ub77d\ub41c \uac12 \ucc98\ub9ac, \uc774\uc0c1\uce58 \uc81c\uac70, \uc2a4\ucf00\uc77c\ub9c1(normalization), \uadf8\ub9ac\uace0 \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1(feature engineering)\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n
4.3 \ubaa8\ub378 \uc120\ud0dd<\/h3>\n
\ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \ub530\ub77c \uc801\ud569\ud55c \uba38\uc2e0\ub7ec\ub2dd \ub610\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub180\ub77c\uc6b4 \uc131\ub2a5\uc744 \uc790\ub791\ud558\ub294 LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uc608\uce21\uc5d0 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
4.4 \ubaa8\ub378 \ud559\uc2b5<\/h3>\n
\uc900\ube44\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc120\ud0dd\ud55c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \uacfc\uc801\ud569(overfitting)\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \uae30\ubc95\ub3c4 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad50\ucc28 \uac80\uc99d(cross-validation)\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
4.5 \ubaa8\ub378 \uac80\uc99d<\/h3>\n
\ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uac80\uc99d\ud558\uc5ec \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ud655\uc778\ud569\ub2c8\ub2e4. \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \uc2e4\uc81c \uac70\ub798 \ud658\uacbd\uc5d0\uc11c\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n
4.6 \uc804\ub7b5 \uc2e4\ud589<\/h3>\n
\ucd5c\uc885\uc801\uc73c\ub85c \ud1b5\uacc4\uc801 \ubc31\ud14c\uc2a4\ud2b8(statistical backtesting)\ub97c \ud1b5\ud574 \uc774 \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uc720\ud6a8\uc131\uc744 \uac80\uc99d\ud55c \ud6c4, \uc2e4\uc804 \ub9e4\ub9e4\uc5d0 \ud574\ub2f9 \uc804\ub7b5\uc744 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \uc2e4\uc81c \uc0ac\ub840 \uc5f0\uad6c<\/h2>\n
\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc2e4\uc81c \uc0ac\ub840\ub97c \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529\uc758 \uc608\uc2dc\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
5.1 \uc8fc\uac00 \uc608\uce21<\/h3>\n
\ud55c \uae30\uc5c5\uc758 \uc8fc\uac00 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c LSTM \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uc5ec \uc8fc\uac00\ub97c \uc608\uce21\ud558\ub294 \uacfc\uc815\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. \uc774 \uc608\uc2dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4:<\/p>\n
\n
\ub370\uc774\ud130 \uc900\ube44:<\/strong> \ud2b9\uc815 \uae30\uc5c5\uc758 \uc8fc\uac00 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n
\uc804\ucc98\ub9ac:<\/strong> \ub370\uc774\ud130\uc5d0\uc11c \uacb0\uce21\uce58\ub97c \ucc98\ub9ac\ud558\uace0, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n
LSTM \ubaa8\ub378 \uad6c\ucd95:<\/strong> TensorFlow \ub610\ub294 PyTorch\ub97c \uc0ac\uc6a9\ud558\uc5ec LSTM \ub124\ud2b8\uc6cc\ud06c\ub97c \uad6c\ucd95\ud558\uace0 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n
\uc608\uce21:<\/strong> \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubbf8\ub798\uc758 \uc8fc\uac00\ub97c \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
5.2 \ub2e4\ubcc0\ub7c9 \ud68c\uadc0 \ubd84\uc11d \uc0ac\ub840<\/h3>\n
\uc8fc\uac00, \uac70\ub798\ub7c9, \uae08\ub9ac, \uae30\uc5c5 \uc2e4\uc801\uc744 \ud3ec\ud568\ud558\ub294 \ub2e4\ubcc0\ub7c9 \ud68c\uadc0 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uc0ac\ub840\ub3c4 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4:<\/p>\n
\n
\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> \uad00\ub828 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \uad6c\ucd95:<\/strong> \ub2e4\ubcc0\ub7c9 \ud68c\uadc0 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \uac01 \uc694\uc778\uc774 \uc8fc\uac00\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/li>\n
\uacb0\uacfc \ud574\uc11d:<\/strong> \ubaa8\ub378\uc758 \uacb0\uacfc\ub97c \ud1b5\ud574 \uc5b4\ub5a4 \uc694\uc778\uc774 \uc8fc\uac00\uc5d0 \uac00\uc7a5 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uc9c0 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
\uacb0\ub860<\/h2>\n
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