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<\/p>\n

\ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL)\uc758 \uc0ac\uc6a9\uc774 \uae09\uc99d\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub4e4 \uae30\uc220\uc740 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \uc138\ud2b8\ub85c\ubd80\ud130 \uc720\uc6a9\ud55c \ud328\ud134\uc744 \ucd94\ucd9c\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \ud6a8\uacfc\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\uc0c1\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150, \uc804\ub7b5, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc0ac\uc6a9 \uc0ac\ub840\ub97c \uae4a\uc774 \uc788\uac8c \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \uba85\uc2dc\uc801\uc778 \ud504\ub85c\uadf8\ub798\ubc0d \uc5c6\uc774 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \ubd84\uc57c\uc758 \ud55c \ubd84\ub958\uc778 \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \ub354\uc6b1 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc98\ub9ac\ud558\uace0, \ub354 \ub192\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc885\ub958<\/h3>\n
\n
\uc9c0\ub3c4 \ud559\uc2b5(Supervised Learning):<\/strong> \uacfc\uac70\uc758 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0, \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n
\ube44\uc9c0\ub3c4 \ud559\uc2b5(Unsupervised Learning):<\/strong> \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n
\uac15\ud654 \ud559\uc2b5(Reinforcement Learning):<\/strong> \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ubcf4\uc0c1\uc744 \ucd5c\ub300\ud654\ud558\ub294 \uc804\ub7b5\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
1.2 \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud558\uc704 \uc9d1\ud569\uc73c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud574 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4. \uc5ec\ub7ec \uce35(layer)\uc73c\ub85c \uad6c\uc131\ub41c \uc2e0\uacbd\ub9dd\uc774 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \uc608\uce21 \ub610\ub294 \ubd84\ub958 \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. CNN(Convolutional Neural Networks)\uacfc RNN(Recurrent Neural Networks)\uc774 \uc8fc\uc694 \uae30\ubc95\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780?<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud574 \ubbf8\ub9ac \uc124\uc815\ub41c \uc870\uac74\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc608\uce21\uc774 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uc5ec \ubcf4\ub2e4 \uc815\uad50\ud558\uace0 \ud6a8\uacfc\uc801\uc778 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n
3. \uba38\uc2e0\ub7ec\ub2dd \uc804\ub7b5 \uac1c\ubc1c<\/h2>\n
3.1 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h3>\n
\ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uc131\uacf5 \uc5ec\ubd80\ub294 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc5d0 \ud06c\uac8c \uc88c\uc6b0\ub429\ub2c8\ub2e4. \uae08\uc735 \ub370\uc774\ud130\ub294 \uc885\uc885 \ubd88\uc644\uc804\ud558\uace0 \ub178\uc774\uc988\uac00 \ub9ce\uae30 \ub54c\ubb38\uc5d0, \uc774\ub97c \uc815\uc81c\ud558\uace0 \uc804\ucc98\ub9ac\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc8fc\uc694 \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\ub370\uc774\ud130 \uc218\uc9d1: \uc8fc\uac00, \uac70\ub798\ub7c9, \ub274\uc2a4, \uacbd\uc81c \uc9c0\ud45c \ub4f1\uc758 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n
\uacb0\uce21\uce58 \ucc98\ub9ac: \uacb0\uce21\uac12\uc744 \ubcf4\uac04\ud558\uac70\ub098 \uc0ad\uc81c\ud558\ub294 \ub4f1 \uc801\uc808\ud55c \ubc29\ubc95\uc73c\ub85c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n
\ud2b9\uc9d5 \uc0dd\uc131: \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ub192\uc774\uae30 \uc704\ud574 \uac00\uaca9 \ubcc0\ub3d9\ub960, \uc774\ub3d9 \ud3c9\uade0, \uc0c1\ub300 \uac15\ub3c4 \uc9c0\uc218(RSI)\uc640 \uac19\uc740 \ud2b9\uc9d5\uc744 \ucd94\uac00\ud569\ub2c8\ub2e4.<\/li>\n
\uc815\uaddc\ud654: \ub370\uc774\ud130\uc758 \ubd84\ud3ec\ub97c \uc77c\uc815\ud558\uac8c \ud558\uc5ec \ubaa8\ub378 \ud559\uc2b5\uc774 \uc6d0\ud65c\ud558\uac8c \uc774\ub8e8\uc5b4\uc9c0\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3.2 \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud6c8\ub828<\/h3>\n
\ub370\uc774\ud130 \uc804\ucc98\ub9ac\uac00 \uc644\ub8cc\ub418\uba74, \uc801\uc808\ud55c \uba38\uc2e0\ub7ec\ub2dd \ub610\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \uc5ec\ub7ec \uac00\uc9c0 \ubaa8\ub378 \uc911\uc5d0\uc11c \ud2b9\uc815 \uc0c1\ud669\uc5d0 \ub9de\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uc120\uc815\ud55c \ud6c4, \uc790\uc5f0\uc2a4\ub7fd\uac8c \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ucf1c\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
\n
\ud68c\uadc0 \uae30\ubc95(Regression):<\/strong> \uc8fc\uac00 \uc608\uce21\uc5d0 \uc720\uc6a9\ud558\uba70, \uc120\ud615 \ud68c\uadc0, \ub2e4\ud56d \ud68c\uadc0, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \ud68c\uadc0 \ub4f1\uc758 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ubd84\ub958 \uae30\ubc95(Classification):<\/strong> \ud2b9\uc815 \uc8fc\uc2dd\uc758 \uc0c1\uc2b9 \ub610\ub294 \ud558\uac15 \uc5ec\ubd80\ub97c \uc608\uce21\ud558\ub294 \ub370 \uac15\ub825\ud558\uba70, SVM, \uacb0\uc815 \ud2b8\ub9ac, \uc559\uc0c1\ube14 \ubc29\ubc95 \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/li>\n
\ub525\ub7ec\ub2dd \ubaa8\ub378:<\/strong> LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ub9e4\uc6b0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3.3 \ubaa8\ub378 \ud3c9\uac00 \ubc0f \ud29c\ub2dd<\/h3>\n
\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub824\uba74 \ub2e4\uc591\ud55c \uba54\ud2b8\ub9ad\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc815\ud655\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ud655\uc778\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uba54\ud2b8\ub9ad\uc744 \uc544\ub798\uc640 \uac19\uc774 \ub098\uc5f4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc815\ud655\ub3c4(Accuracy)<\/li>\n
F1 \uc810\uc218(F1 Score)<\/li>\n
\uc815\ubc00\ub3c4(Precision) \ubc0f \uc7ac\ud604\uc728(Recall)<\/li>\n
ROC AUC (Receiver Operating Characteristic Area Under Curve)<\/li>\n<\/ul>\n
\ubaa8\ub378\uc774 \uacfc\uc801\ud569\ub418\uac70\ub098 \uacfc\uc18c\uc801\ud569\ub418\uba74, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc744 \ud1b5\ud574 \uc131\ub2a5\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad50\ucc28 \uac80\uc99d(Cross-validation)\uc744 \uc218\ud589\ud558\uc5ec \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \uac80\uc99d\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uc0ac\ub840<\/h2>\n
4.1 \uac00\uaca9 \uc608\uce21 \ubaa8\ub378<\/h3>\n
\uacfc\uac70 \uc8fc\uac00 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ubbf8\ub798 \uac00\uaca9\uc744 \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. LSTM\uacfc \uac19\uc740 \uc2dc\uacc4\uc5f4 \uc608\uce21 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uba74, \uc8fc\uc2dd \uac00\uaca9\uc758 \uc0c1\uc2b9 \ubc0f \ud558\ub77d\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uc8fc\uc2dd\uc758 \uacfc\uac70 60\uc77c \uac00\uaca9\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud5a5\ud6c4 30\uc77c\uc758 \uac00\uaca9\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.2 \uc2e0\ud638 \uc0dd\uc131 \uc804\ub7b5<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\ub294 \ub370\uc5d0\ub3c4 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, SVM\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc8fc\uc2dd\uc758 \uad6c\ub9e4 \ub610\ub294 \ud310\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub85c \uc778\ud574 \uc218\uc775\ub960\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uacfc\uac70 \uc131\uacfc\uac00 \ubbf8\ub798\uc758 \uc131\uacfc\ub97c \ubcf4\uc7a5\ud558\uc9c0\ub294 \uc54a\uc73c\ubbc0\ub85c \ud56d\uc0c1 \ub9ac\uc2a4\ud06c \uad00\ub9ac\uac00 \ub3d9\ubc18\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
4.3 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \uc790\uc0b0\uc744 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc5d0 \ubc30\ubd84\ud558\ub294 \ucd5c\uc801\ud654 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c Markowitz\uc758 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uc774\ub860\uc744 \uae30\ubc18\uc73c\ub85c \uc704\ud5d8\uacfc \uc218\uc775\uc744 \uace0\ub824\ud55c \uc194\ub8e8\uc158\uc744 \ubaa8\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub808\uc774\ub529\uc758 \ub3c4\uc804 \uacfc\uc81c<\/h2>\n
\uae30\uc220\uc758 \ubc1c\uc804\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub808\uc774\ub529\uc5d0\ub294 \uba87 \uac00\uc9c0 \ub3c4\uc804 \uacfc\uc81c\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n
\n
\ub370\uc774\ud130\uc758 \ud488\uc9c8: \uc798\ubabb\ub41c \ub370\uc774\ud130\ub098 \uc774\uc0c1\uce58\uac00 \uacb0\uacfc\uc5d0 \uc545\uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378\uc758 \uacfc\uc801\ud569: \ud2b9\uc815 \ub370\uc774\ud130\uc5d0 \ub9de\ucdb0 \uc804\ubc18\uc801\uc778 \uc2dc\uc7a5\uc5d0\uc11c \uc798\ubabb\ub41c \uc608\uce21\uc744 \ud558\uac8c \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ubcc0\ud654\ud558\ub294 \uc2dc\uc7a5 \ud658\uacbd: \uae08\uc735 \uc2dc\uc7a5\uc758 \ub3d9\ud5a5\uc774 \ubcc0\ud654\ud568\uc5d0 \ub530\ub77c, \uc9c0\uc18d\uc801\uc778 \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
6. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ud070 \uac00\ub2a5\uc131\uc744 \uc81c\uc2dc\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc62c\ubc14\ub978 \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378 \uc120\uc815 \ubc0f \ud3c9\uac00 \uacfc\uc815\uc744 \uac70\uce58\uba74, \ud6a8\uacfc\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc5ed\uc2dc \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\uc131\uacfc \ubcc0\ub3d9\uc131\uc744 \uac10\uc548\ud560 \ub54c, \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c \ubc0f \uc801\uc751\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uac01 \ud22c\uc790\uac00\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc804\ub7b5\uc744 \uc2e0\uc911\ud788 \uac80\ud1a0\ud558\uace0, \ubcf8\uc778\uc758 \ud22c\uc790 \uc2a4\ud0c0\uc77c\uc5d0 \ub9de\uac8c \uc870\uc815\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\n
\u00a9 2023 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ud2b8\ub808\uc774\ub529 \uac15\uc88c. \ubaa8\ub4e0 \uad8c\ub9ac \ubcf4\uc720.<\/p>\n<\/footer>\n
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