{"id":29349,"date":"2024-10-27T16:18:00","date_gmt":"2024-10-27T16:18:00","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29349"},"modified":"2024-11-26T06:52:57","modified_gmt":"2024-11-26T06:52:57","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%ed%80%80%ed%86%a0%ed%94%bc%ec%95%88","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29349\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud000\ud1a0\ud53c\uc548"},"content":{"rendered":"<p><body><\/p>\n<p>\ud000\ud2b8(Quant)\ub97c \ud1b5\ud574 \uae08\uc735\uc2dc\uc7a5\uc5d0 \uc811\uadfc\ud558\ub294 \ubc29\uc2dd\uc740 \uacfc\uac70 \uc218\ub144\uac04 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uac70\ub4ed\ud574\uc654\uc2b5\ub2c8\ub2e4. \uae30\uc220\uc758 \uc9c4\ubcf4\uc640 \ub370\uc774\ud130\uc758 \uc591\uc774 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud558\uba74\uc11c, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uc0c8\ub85c\uc6b4 \ud2b8\ub80c\ub4dc\ub85c \ub5a0\uc624\ub974\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \ub0b4\uc6a9\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uc774\ud574<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uc740 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ud55c \ubd84\uc57c\ub85c, \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd(Deep Learning)\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud558\uc704 \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub354 \ud070 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/p>\n<h3>1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8\uc801\uc778 \uc54c\uace0\ub9ac\uc998\uc5d0\ub294 \ud06c\uac8c \ub450 \uac00\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc9c0\ub3c4\ud559\uc2b5(Supervised Learning)<\/strong>: \uc785\ub825\uacfc \ucd9c\ub825 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uac00\uc9c0\uace0 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21, \uc2a4\ud338 \ud544\ud130\ub9c1 \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uc9c0\ub3c4\ud559\uc2b5(Unsupervised Learning)<\/strong>: \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ucc3e\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uad70\uc9d1\ud654, \ucc28\uc6d0 \ucd95\uc18c \ub4f1\uc758 \uc608\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>1.2 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804<\/h3>\n<p>\ub525\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uce35\uc758 \ub274\ub7f0\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4. \ud2b9\ud788, CNN, RNN, GAN\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \ub124\ud2b8\uc6cc\ud06c\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)<\/strong>: \uc774\ubbf8\uc9c0 \ubc0f \uc2dc\uac01\uc801 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)<\/strong>: \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uc801\ud569\ud558\uba70, \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21\uc5d0 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc0dd\uc131\uc801 \uc801\ub300 \uc2e0\uacbd\ub9dd(GAN)<\/strong>: \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud558\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. \ud000\ud1a0\ud53c\uc548 \uc18c\uac1c<\/h2>\n<p>\ud000\ud1a0\ud53c\uc548(Quantopian)\uc740 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \ud50c\ub7ab\ud3fc\uc73c\ub85c, \uc0ac\uc6a9\uc790\uac00 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc124\uacc4\ud558\uace0 \uac80\uc99d\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4\uc640 \ud3ec\uad04\uc801\uc778 \uae30\ub2a5\uc73c\ub85c \ub9ce\uc740 \ud000\ud2b8 \ud22c\uc790\uc790\ub4e4\uc5d0\uac8c \uc0ac\ub791\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.1 \ud000\ud1a0\ud53c\uc548\uc758 \uc8fc\uc694 \uae30\ub2a5<\/h3>\n<ul>\n<li><strong>\ub370\uc774\ud130 \uc561\uc138\uc2a4<\/strong>: \ub2e4\uc591\ud55c \uae08\uc735 \ub370\uc774\ud130\uc5d0 \uc811\uadfc\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \uc27d\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubc31\ud14c\uc2a4\ud2b8 \uae30\ub2a5<\/strong>: \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc54c\uace0\ub9ac\uc998\uc758 \uc131\uacfc\ub97c \uac80\uc99d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ucee4\ubba4\ub2c8\ud2f0<\/strong>: \ub2e4\ub978 \ud000\ud2b8 \ud22c\uc790\uc790\ub4e4\uacfc \uc18c\ud1b5\ud560 \uc218 \uc788\ub294 \ud50c\ub7ab\ud3fc\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.2 \ud000\ud1a0\ud53c\uc548 \uc0ac\uc6a9 \uc608<\/h3>\n<p>\ud000\ud1a0\ud53c\uc548\uc744 \uc0ac\uc6a9\ud558\uc5ec \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\ub294 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\ub370\uc774\ud130 \uc218\uc9d1: \uacfc\uac70 \uac00\uaca9 \ub370\uc774\ud130 \ubc0f \uae30\ud0c0 \uae08\uc735 \uc9c0\ud45c\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud2b9\uc9d5 \uc120\ud0dd: \uc54c\uace0\ub9ac\uc998\uc5d0 \ud544\uc694\ud55c \ud2b9\uc131(Features)\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubaa8\ub378 \uc120\ud0dd: \uba38\uc2e0\ub7ec\ub2dd \ub610\ub294 \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubaa8\ub378 \ud6c8\ub828: \uc120\ud0dd\ud55c \ubaa8\ub378\uc744 \ud1b5\ud574 \ud2b9\uc9d5\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<li>\uac80\uc99d \ubc0f \ucd5c\uc801\ud654: \uc131\uacfc\ub97c \uac80\uc99d\ud558\uace0, \ucd5c\uc801\uc758 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \ucc3e\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc2e4\uc804 \ub9e4\ub9e4: \uc2e4\uc81c \ub9e4\ub9e4 \ud658\uacbd\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998\uc744 \uc2e4\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>3. \uae08\uc735\ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h2>\n<p>\uae08\uc735\ub370\uc774\ud130\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub178\uc774\uc988\uc640 \uacb0\uce21\uce58\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc801\uc6a9\ud558\uae30 \uc804\uc5d0 \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc804\ucc98\ub9ac \uacfc\uc815\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uacb0\uce21\uce58 \ucc98\ub9ac<\/strong>: \uacb0\uce21\uce58\ub97c \ud3c9\uade0, \uc911\uc559\uac12 \ub4f1\uc73c\ub85c \ub300\uccb4\ud558\uac70\ub098 \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\uaddc\ud654(Normalization)<\/strong>: \ub370\uc774\ud130 \ubc94\uc704\ub97c \uc870\uc815\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud2b9\uc9d5 \uc0dd\uc131<\/strong>: \uae30\uc220\uc801 \uc9c0\ud45c\ub098 \ucd5c\uc2e0 \uacbd\uc81c \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \ud2b9\uc9d5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \ubaa8\ub378 \ud6c8\ub828\uacfc \uac80\uc99d<\/h2>\n<p>\ubaa8\ub378 \ud6c8\ub828 \uacfc\uc815\uc740 \ub370\uc774\ud130\uc14b\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc8fc\uc758\ud574\uc57c \ud560 \uc810\uc740 \uacfc\uc801\ud569(overfitting)\uacfc \uacfc\uc18c\uc801\ud569(underfitting)\uc785\ub2c8\ub2e4.<\/p>\n<h3>4.1 \uacfc\uc801\ud569\uacfc \uacfc\uc18c\uc801\ud569 \uc124\uba85<\/h3>\n<ul>\n<li><strong>\uacfc\uc801\ud569(Overfitting)<\/strong>: \ubaa8\ub378\uc774 \ud6c8\ub828 \ub370\uc774\ud130\uc5d0 \ub108\ubb34 \ub9de\ucdb0\uc838 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc77c\ubc18\ud654 \ub2a5\ub825\uc774 \ub5a8\uc5b4\uc9c0\ub294 \uc0c1\ud0dc\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uacfc\uc18c\uc801\ud569(Underfitting)<\/strong>: \ubaa8\ub378\uc774 \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc81c\ub300\ub85c \ud559\uc2b5\ud558\uc9c0 \ubabb\ud574 \uc131\ub2a5\uc774 \ub5a8\uc5b4\uc9c0\ub294 \uacbd\uc6b0\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.2 \uc131\ub2a5 \ud3c9\uac00<\/h3>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uba54\ud2b8\ub9ad\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc815\ud655\ub3c4(Accuracy)<\/strong>: \uc804\uccb4 \uc608\uce21 \uc911\uc5d0\uc11c \ub9de\ucd98 \ube44\uc728.<\/li>\n<li><strong>F1 \uc810\uc218(F1 Score)<\/strong>: \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc758 \uc870\ud654 \ud3c9\uade0.<\/li>\n<li><strong>ROC-AUC<\/strong>: \uc774\uc9c4 \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ub098\ud0c0\ub0b4\ub294 \uc9c0\ud45c\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. \uc2e4\uc81c \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uad6c\ud604<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc900\ube44\ub418\uba74, \uc774\ub97c \uc2e4\uc81c \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc5d0 \ud1b5\ud569\ud574\uc57c \ud569\ub2c8\ub2e4. \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \uad6c\ud604\uc758 \uae30\ubcf8 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\ub370\uc774\ud130 \uc218\uc9d1 \ubaa8\ub4c8: \uc2e4\uc2dc\uac04 \uac00\uaca9 \ub370\uc774\ud130 \uc218\uc9d1.<\/li>\n<li>\uc608\uce21 \ubaa8\ub4c8: \ud6c8\ub828\ub41c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc608\uce21.<\/li>\n<li>\ub9e4\ub9e4 \uc2e4\ud589 \ubaa8\ub4c8: \uc608\uce21 \uacb0\uacfc\uc5d0 \ub530\ub77c \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h3>5.1 \uc8fc\ubb38 \uc2e4\ud589<\/h3>\n<p>\uc54c\uace0\ub9ac\uc998\uc774 \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4\ub97c \uacb0\uc815\ud558\uba74 \uc774\ub97c \uc2e4\uc81c \uac70\ub798\uc18c\uc5d0 \uc804\ub2ec\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 API\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uac01 \uac70\ub798\uc18c\ub294 \uace0\uc720\ud55c API\ub97c \uc81c\uacf5\ud558\ubbc0\ub85c, \ud574\ub2f9 \ubb38\uc11c\ub97c \ucc38\uc870\ud558\uc5ec \ud544\uc694\ud55c \uae30\ub2a5\uc744 \uad6c\ud604\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ud604\uc7ac \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub9e4\uc6b0 \uc720\ub9dd\ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ud000\ud1a0\ud53c\uc548\uacfc \uac19\uc740 \ud50c\ub7ab\ud3fc\uc744 \ud1b5\ud574 \ud22c\uc790\uc758 \ud6a8\uc728\uc131\uc744 \ub192\uc774\uace0, \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uccb4\uacc4\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc774 \uae30\uc220\uc744 \ub9c8\uc2a4\ud130\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h2>7. \ucc38\uace0 \uc790\ub8cc<\/h2>\n<p>\uc544\ub798 \ub9c1\ud06c\uc5d0\uc11c \ub354 \ub9ce\uc740 \uc790\ub8cc\ub97c \ucc3e\uc544\ubcf4\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.quantopian.com\" target=\"_blank\" rel=\"noopener\">Quantopian \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/the-complete-guide-to-algorithmic-trading-using-machine-learning-1f92934e142a\" target=\"_blank\" rel=\"noopener\">Towards Data Science: Algorithmic Trading Guide<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/pdf\/1911.01366.pdf\" target=\"_blank\" rel=\"noopener\">A Survey of Machine Learning for Trading: Applications and Techniques<\/a><\/li>\n<\/ul>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud000\ud2b8(Quant)\ub97c \ud1b5\ud574 \uae08\uc735\uc2dc\uc7a5\uc5d0 \uc811\uadfc\ud558\ub294 \ubc29\uc2dd\uc740 \uacfc\uac70 \uc218\ub144\uac04 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uac70\ub4ed\ud574\uc654\uc2b5\ub2c8\ub2e4. \uae30\uc220\uc758 \uc9c4\ubcf4\uc640 \ub370\uc774\ud130\uc758 \uc591\uc774 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud558\uba74\uc11c, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uc0c8\ub85c\uc6b4 \ud2b8\ub80c\ub4dc\ub85c \ub5a0\uc624\ub974\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \ub0b4\uc6a9\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uc774\ud574 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uc740 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ud55c \ubd84\uc57c\ub85c, \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd(Deep Learning)\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud558\uc704 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29349\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud000\ud1a0\ud53c\uc548&#8221;<\/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-29349","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud000\ud1a0\ud53c\uc548 - \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\/29349\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" 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