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1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780?<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ud2b9\uc815\ud55c \uc218\ud559\uc801 \ubaa8\ub378\uc774\ub098 \uc54c\uace0\ub9ac\uc998\uc744 \uae30\ubc18\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc8fc\uc2dd, \uc678\ud658, \uc120\ubb3c \ub4f1 \ub2e4\uc591\ud55c \uae08\uc735 \uc0c1\ud488\uc5d0 \uc801\uc6a9\ub420 \uc218 \uc788\uc73c\uba70, \uc9e7\uc740 \uc2dc\uac04 \ub0b4\uc5d0 \ub9ce\uc740 \uc591\uc758 \uac70\ub798\ub97c \uc218\ud589\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2. \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780?<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130 \uc2dc\uc2a4\ud15c\uc774 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uace0, \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\uba70, \uc608\uce21\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uac00\uce58\ub97c \ucc3d\ucd9c\ud558\ub294 \ub370 \ub9e4\uc6b0 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n

2.1. \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc885\ub958<\/h3>\n
\n
\uc9c0\ub3c4 \ud559\uc2b5(Supervised Learning)<\/strong>: \ub77c\ubca8\uc774 \ubd99\uc740 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uac00\uac00 \uc0c1\uc2b9\ud560\uc9c0 \ud558\ub77d\ud560\uc9c0\ub97c \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ube44\uc9c0\ub3c4 \ud559\uc2b5(Unsupervised Learning)<\/strong>: \ub77c\ubca8\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud328\ud134\uc744 \ucc3e\uc2b5\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1 \uae30\ubc95 \ub4f1\uc744 \ud65c\uc6a9\ud574 \ub370\uc774\ud130\uc758 \uad6c\uc870\ub97c \uc774\ud574\ud558\uac8c \ub429\ub2c8\ub2e4.<\/li>\n
\uac15\ud654 \ud559\uc2b5(Reinforcement Learning)<\/strong>: \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ubcf4\uc0c1\uc744 \ucd5c\ub300\ud654\ud558\uae30 \uc704\ud55c \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. \ub525\ub7ec\ub2dd\uc774\ub780?<\/h2>\n
\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uae30\uc220\uc785\ub2c8\ub2e4. \ud2b9\ud788 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uac00 \uc788\uc744 \ub54c, \ub525\ub7ec\ub2dd\uc740 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ubc1c\uacac\ud558\ub294 \ub370 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc8fc\uc2dd \uac00\uaca9\uc758 \uc6c0\uc9c1\uc784\uacfc \uac19\uc740 \ube44\uc120\ud615\uc801\uc778 \ub370\uc774\ud130 \ud328\ud134\uc744 \uc774\ud574\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
3.1. \ub525\ub7ec\ub2dd\uc758 \uc8fc\uc694 \uad6c\uc870<\/h3>\n
\n
\uc778\uacf5 \uc2e0\uacbd\ub9dd(Artificial Neural Networks, ANN)<\/strong>: \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub418\uba70, \uac01 \uce35\uc758 \ub274\ub7f0\ub4e4\uc740 \uac00\uc911\uce58\uc640 \ubc14\uc774\uc5b4\uc2a4\ub97c \ud1b5\ud574 \uc5f0\uacb0\ub429\ub2c8\ub2e4.<\/li>\n
\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(Convolutional Neural Networks, CNN)<\/strong>: \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc774\uba70, \uc8fc\uc2dd \ucc28\ud2b8\uc640 \uac19\uc740 \uc2dc\uac01\uc801 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n
\uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Networks, RNN)<\/strong>: \uc2dc\ud000\uc2a4 \ub370\uc774\ud130, \uc989 \uc5f0\uc18d\ub41c \uc2dc\uac04\uc758 \ud2b9\uc131\uc744 \uac00\uc9c4 \ub370\uc774\ud130\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. \uc8fc\uac00\uc758 \ubcc0\ub3d9\uc131\uc744 \uc608\uce21\ud560 \ub54c \uc720\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4. \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc804\ub7b5 \uc124\uacc4<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc124\uacc4\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba87 \uac00\uc9c0 \uc8fc\uc694 \ub2e8\uacc4\ub97c \uac70\uccd0\uc57c \ud569\ub2c8\ub2e4. \uac01 \ub2e8\uacc4\uc5d0\uc11c \uc911\uc694\ud55c \uc694\uc18c\uc640 \uace0\ub824\uc0ac\ud56d\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1. \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uae30\ucd08\uac00 \ub418\ub294 \ub370\uc774\ud130\ub294 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc8fc\uac00 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \uc7ac\ubb34\uc81c\ud45c, \uacbd\uc81c \uc9c0\ud45c \ub4f1 \ub2e4\uc591\ud55c \uc815\ubcf4\ub97c \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uba70, \ub370\uc774\ud130\uc758 \ud488\uc9c8\uacfc \uc591\uc774 \uacb0\uacfc\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4.<\/p>\n
4.2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\uc218\uc9d1\ub41c \ub370\uc774\ud130\ub294 \ubd84\uc11d \ubc0f \ud559\uc2b5\uc5d0 \uc801\ud569\ud558\ub3c4\ub85d \uc804\ucc98\ub9ac\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc8fc\uc694 \uc804\ucc98\ub9ac \uacfc\uc815\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n
\n
\uacb0\uce21\uce58 \ucc98\ub9ac<\/strong>: \ub370\uc774\ud130\uc5d0 \uacb0\uce21\uac12\uc774 \uc788\uc744 \uacbd\uc6b0, \uc774\ub97c \uc801\uc808\ud788 \ucc98\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \ubcf4\uac04\ubc95, \ud3c9\uade0 \ub300\uccb4, \uc0ad\uc81c \ub4f1\uc758 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc815\uaddc\ud654 \ubc0f \ud45c\uc900\ud654<\/strong>: \ub370\uc774\ud130\uc758 \uc2a4\ucf00\uc77c\uc744 \ud1b5\uc77c\ud558\uc5ec \ud559\uc2b5 \uacfc\uc815\uc744 \uc6d0\ud65c\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n
\ud2b9\uc9d5 \uc120\ud0dd \ubc0f \uc0dd\uc131<\/strong>: \ubaa8\ub378\uc5d0 \uc720\uc6a9\ud55c \ubcc0\uc218\ub97c \uc120\ud0dd\ud558\uac70\ub098, \uc0c8\ub85c\uc6b4 \ubcc0\uc218(\ud2b9\uc9d5)\ub97c \uc0dd\uc131\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4.3. \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud559\uc2b5<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uc5d0\uc11c \uc0ac\uc6a9\ud560 \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub294 \uacfc\uc815\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ud68c\uadc0, \uc758\uc0ac\uacb0\uc815\ub098\ubb34, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, \uc2e0\uacbd\ub9dd \ub4f1 \ub2e4\uc591\ud55c \ubaa8\ub378 \uc911\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud560 \uc801\ud569\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \uac01 \ubaa8\ub378\uc758 \uc7a5\ub2e8\uc810\uc744 \uc774\ud574\ud558\uace0 \uc801\uc808\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud558\uc5ec \uc131\ub2a5\uc744 \ub192\uc785\ub2c8\ub2e4.<\/p>\n
4.4. \ubaa8\ub378 \ud3c9\uac00<\/h3>\n
\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc5ec\ub7ec \uac00\uc9c0 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ud558\ub294 \ud3c9\uac00\uc9c0\ud45c\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc815\ud655\ub3c4(Accuracy)<\/strong>: \uc804\uccb4 \uc608\uce21\uc5d0\uc11c \ub9de\ucd98 \ube44\uc728\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/li>\n
\uc815\ubc00\ub3c4(Precision)<\/strong>: \uae0d\uc815 \uc608\uce21 \uc911 \uc2e4\uc81c \uae0d\uc815\uc758 \ube44\uc728\uc785\ub2c8\ub2e4.<\/li>\n
\uc7ac\ud604\uc728(Recall)<\/strong>: \uc2e4\uc81c \uae0d\uc815 \uc911 \uae0d\uc815 \uc608\uce21\uc758 \ube44\uc728\uc785\ub2c8\ub2e4.<\/li>\n
F1 Score<\/strong>: \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc758 \uc870\ud654 \ud3c9\uade0\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
5. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc73c\ub85c\uc758 \ud1b5\ud569<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc131\uacf5\uc801\uc73c\ub85c \uc124\uacc4\ud558\uace0 \ud3c9\uac00\ud55c \ud6c4, \uc774\ub97c \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc5d0 \ud1b5\ud569\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
5.1. \uc8fc\ubb38 \uc2e4\ud589 \uc2dc\uc2a4\ud15c \uad6c\ucd95<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc608\uce21\uc5d0 \ub530\ub77c \uac70\ub798\ub97c \uc790\ub3d9\uc73c\ub85c \uc2e4\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4. \uac70\ub798 API\ub97c \ud65c\uc6a9\ud558\uc5ec \ub9e4\ub3c4 \ubc0f \ub9e4\uc218 \uc8fc\ubb38\uc744 \uc790\ub3d9\uc73c\ub85c \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc18d\ub3c4\uc640 \uc548\uc815\uc131\uc774 \uc911\uc694\ud55c \uc694\uc18c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
5.2. \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/h3>\n
\ub9ac\uc2a4\ud06c \uad00\ub9ac\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0\uc11c \ud544\uc218\uc801\uc778 \uc694\uc18c\uc785\ub2c8\ub2e4. \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud558\uace0 \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \ub9ac\uc2a4\ud06c \uad00\ub9ac \uae30\ubc95\uc744 \ub3c4\uc785\ud574\uc57c \ud569\ub2c8\ub2e4. \ubd84\uc0b0 \ud22c\uc790, \uc190\uc808\ub9e4, \ud3ec\uc9c0\uc158 \uaddc\ubaa8 \uc870\uc808 \ub4f1\uc758 \uae30\ubc95\uc744 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.3. \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \ud53c\ub4dc\ubc31<\/h3>\n
\ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc774 \uc6b4\uc601\ub418\ub294 \ub3d9\uc548 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uc5ec \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc744 \uc218\uc815\ud558\uac70\ub098 \uac1c\uc120\ud560 \uc218 \uc788\ub294 \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud53c\ub4dc\ubc31 \ub8e8\ud504\ub97c \ud1b5\ud574 \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
6. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ud070 \uc7a0\uc7ac\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc131\uacf5\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud574\uc11c\ub294 \uc2e0\uc911\ud55c \uc804\ub7b5 \uc124\uacc4\uc640 \ucca0\uc800\ud55c \ub9ac\uc2a4\ud06c \uad00\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uae30\uc220\uc801 \ubd84\uc11d\uacfc \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95\uc744 \uc801\uc808\ud788 \uacb0\ud569\ud558\uc5ec, \ub354 \ub098\uc740 \uc608\uce21\uacfc \uc218\uc775\uc744 \uae30\ub300\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
7. \ucc38\uace0\ubb38\ud5cc<\/h2>\n
\n
Haykin, S. (2009). Neural Networks and Learning Machines.<\/li>\n
Goodfellow, I., Bengio, Y., & Courville, A. (2016). Deep Learning.<\/li>\n
Tsay, R. S. (2005). Analysis of Financial Statements.<\/li>\n
Jain, A., & Kumar, A. (2019). Machine Learning in Financial Markets: A Review.<\/li>\n<\/ul>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
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