{"id":29485,"date":"2024-10-27T16:18:40","date_gmt":"2024-10-27T16:18:40","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29485"},"modified":"2024-11-26T06:52:27","modified_gmt":"2024-11-26T06:52:27","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%95%b5%ec%8b%ac%ec%a0%81%ec%9d%b8-%ea%b5%90","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29485\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud575\uc2ec\uc801\uc778 \uad50\ud6c8"},"content":{"rendered":"<p><body><\/p>\n<p>\ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548, \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc774 \uae09\uc18d\ub3c4\ub85c \ubc1c\uc804\ud558\uba74\uc11c \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub3c4 \uadf8 \ud65c\uc6a9\ub3c4\uac00 \ub0a0\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc744 \ud1b5\ud558\uc5ec \ubcf4\ub2e4 \uc815\uad50\ud558\uace0 \ud6a8\uc728\uc801\uc778 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \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 \ud575\uc2ec \uad50\ud6c8\uc744 \ub2e4\ub8e8\uace0, \uc2e4\uc81c \uc2dc\uc7a5\uc5d0\uc11c \uc5b4\ub5bb\uac8c \uc801\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uae30\uc220\ub85c, \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \uc885\ub958\uc785\ub2c8\ub2e4. \uc774 \ub450 \uae30\uc220\uc740 \ubcf5\uc7a1\ud55c \ud328\ud134 \uc778\uc2dd\uacfc \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\uc11c \ub180\ub77c\uc6b4 \uc131\uacfc\ub97c \ub0b4\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ub370\uc774\ud130 \uc608\uce21\uc5d0\uc11c \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub429\ub2c8\ub2e4.<\/p>\n<h3>1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ud06c\uac8c \uc138 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ubd84\ub958\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc9c0\ub3c4\ud559\uc2b5(Supervised Learning):<\/strong> \ub77c\ubca8\uc774 \uc788\ub294 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21\uc744 \uc704\ud574 \uacfc\uac70 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uc9c0\ub3c4\ud559\uc2b5(Unsupervised Learning):<\/strong> \ub77c\ubca8\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uc228\uaca8\uc9c4 \ud328\ud134\uc744 \ucc3e\uc2b5\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1 \uae30\ubc95\uc774 \uc774\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uac15\ud654\ud559\uc2b5(Reinforcement Learning):<\/strong> \ubcf4\uc0c1 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774\ub294 \uc8fc\uc2dd \uac70\ub798\uc640 \uac19\uc740 \uc758\uc0ac\uacb0\uc815 \ubb38\uc81c\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>1.2 \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h3>\n<p>\ub525\ub7ec\ub2dd\uc740 \ub2e4\uce35 \uc2e0\uacbd\ub9dd \uad6c\uc870\ub97c \ud1b5\ud574 \uc790\ub3d9\uc73c\ub85c \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4. \uc774\ub294 \uace0\ucc28\uc6d0 \ub370\uc774\ud130\uc5d0\uc11c \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc774\uba70, \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc74c\uc131 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub3c4 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h2>2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc2dc\uc7a5\uc758 \ubcc0\ud654\ub97c \uc608\uce21\ud558\uace0, \uc774\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uc774\ub294 \uc778\uac04\uc758 \uac10\uc815\uc774\ub098 \ud3b8\uacac\uc5d0 \ud718\ub458\ub9ac\uc9c0 \uc54a\uace0, \uac1d\uad00\uc801\uc778 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud558\uc5ec \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<h3>2.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810<\/h3>\n<ul>\n<li><strong>\uc18d\ub3c4:<\/strong> \uc54c\uace0\ub9ac\uc998\uc740 \uc778\uac04\ubcf4\ub2e4 \ud6e8\uc52c \ube60\ub974\uac8c \uac70\ub798\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\ud655\uc131:<\/strong> \ubbf8\ub9ac \uc815\ud574\uc9c4 \ub9e4\ub9e4 \uaddc\uce59\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\uc5ec \uc2e4\uc218\uc758 \uac00\ub2a5\uc131\uc744 \uc904\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \ucc98\ub9ac:<\/strong> \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uace0, \ucd5c\uc801\uc758 \ub9e4\ub9e4 \uae30\ud68c\ub97c \ud3ec\ucc29\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.2 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ub2e8\uc810<\/h3>\n<ul>\n<li><strong>\uae30\uc220\uc801 \uc2e4\ud328:<\/strong> \uc2dc\uc2a4\ud15c \uc624\ub958\ub098 \ub370\uc774\ud130 \uc624\ub958\ub85c \uc778\ud55c \uc190\uc2e4 \uc704\ud5d8\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uacfc\ucd5c\uc801\ud654(Overfitting):<\/strong> \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \uc9c0\ub098\uce58\uac8c \uc801\ud569\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0\uc11c\ub294 \uc131\ub2a5\uc774 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131:<\/strong> \uc2dc\uc7a5\uc758 \uae09\uaca9\ud55c \ubcc0\ub3d9\uc5d0 \ub530\ub77c \uc54c\uace0\ub9ac\uc998\uc774 \uc608\uae30\uce58 \uc54a\uc740 \uacb0\uacfc\ub97c \ucd08\ub798\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud575\uc2ec \uad50\ud6c8<\/h2>\n<p>\uc774 \uc139\uc158\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ubc30\uc6b8 \uc218 \uc788\ub294 \ud575\uc2ec \uad50\ud6c8\ub4e4\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1 \ub370\uc774\ud130\uc758 \uc9c8\uc774 \uc131\ud328\ub97c \uac00\ub978\ub2e4<\/h3>\n<p>\ub370\uc774\ud130\ub294 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc5d0\uc11c \uac00\uc7a5 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc774 \ub0ae\uc73c\uba74 \uc54c\uace0\ub9ac\uc998\uc758 \uc131\ub2a5\ub3c4 \uc800\ud558\ub429\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud655\ubcf4\ud558\uace0, \ub370\uc774\ud130\ub97c \uc815\uc81c\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h4>3.1.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h4>\n<p>\uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130 \ud655\ubcf4\ub97c \uc704\ud574 \uc5ec\ub7ec \ucd9c\ucc98\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294:<\/p>\n<ul>\n<li>\uc8fc\uc2dd \uac70\ub798\uc18c \ub370\uc774\ud130<\/li>\n<li>\uacbd\uc81c \uc9c0\ud45c<\/li>\n<li>\ub274\uc2a4 \ubc0f \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130<\/li>\n<\/ul>\n<h4>3.1.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h4>\n<p>\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uae30 \uc804\uc5d0 \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub294 \uacb0\uce21\uce58 \ucc98\ub9ac, \uc815\uaddc\ud654(Normalization), \ub370\uc774\ud130 \ubcc0\ud658(Transformation) \ub4f1\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n<h3>3.2 \ubaa8\ub378 \uc120\ud0dd\uacfc \ud29c\ub2dd<\/h3>\n<p>\ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uac01 \ubaa8\ub378\ub9c8\ub2e4 \ud2b9\uc131\uacfc \uc7a5\ub2e8\uc810\uc774 \ub2e4\ub974\ubbc0\ub85c, \uc5b4\ub5a4 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uac83\uc778\uc9c0\uc5d0 \ub530\ub77c \uc801\uc808\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h4>3.2.1 \uc54c\uace0\ub9ac\uc998 \uc120\ud0dd<\/h4>\n<p>\uc8fc\uc2dd \uac00\uaca9 \uc608\uce21\uc758 \uacbd\uc6b0:<\/p>\n<ul>\n<li>\uc120\ud615 \ud68c\uadc0(Linear Regression): \uac00\uaca9 \uc608\uce21\uc5d0 \uac00\uc7a5 \uae30\ubcf8\uc801\uc778 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<li>\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forest): \uc5ec\ub7ec \uacb0\uc815 \ud2b8\ub9ac\ub97c \uacb0\ud569\ud558\uc5ec \ub354 \ub098\uc740 \uc608\uce21\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN): \uc2dc\uac04\uc5d0 \ub530\ub978 \uc2a4\ud338 \uc608\uce21\uc5d0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h4>3.2.2 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/h4>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. Grid Search, Random Search, Bayesian Optimization \ub4f1\uc758 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.3 \ubaa8\ub2c8\ud130\ub9c1\uacfc \uc7ac\uc870\uc815<\/h3>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc740 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc2dc\uc7a5 \uc0c1\ud669\uc774 \ubcc0\ud560 \uacbd\uc6b0, \ubaa8\ub378\uc744 \uc7ac\uc870\uc815\ud558\uac70\ub098 \uc5c5\ub370\uc774\ud2b8\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \ucd5c\uc2e0 \ub370\uc774\ud130\ub97c \ubc18\uc601\ud558\uace0 \uc77c\uad00\ub41c \uc131\ub2a5\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.4 \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/h3>\n<p>\ubb34\uc5ed \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud574 \ub9ac\uc2a4\ud06c \uad00\ub9ac \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\ubc95\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc190\uc2e4 \ud55c\ub3c4 \uc124\uc815 (Stop Loss)<\/li>\n<li>\uc790\uc0b0 \ubc30\ubd84 (Diversification)<\/li>\n<li>\uc2dc\ubbac\ub808\uc774\uc158\uacfc \ubc31\ud14c\uc2a4\ud2b8 (Backtesting)<\/li>\n<\/ul>\n<h2>4. \uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc810\uc810 \ub354 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ud1b5\ud574 \uc6b0\ub9ac\ub294 \ub354\uc6b1 \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \uc2dc\uc7a5\uc758 \ubcc0\ud654\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc131\uacf5\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud574\uc11c\ub294 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130, \uc801\uc808\ud55c \ubaa8\ub378 \uc120\ud0dd \ubc0f \ub9ac\uc2a4\ud06c \uad00\ub9ac\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub4e0 \uc694\uc18c\ub4e4\uc774 \uc870\ud654\ub97c \uc774\ub8e8\uc5b4\uc57c\ub9cc \uc6b0\ub9ac\uac00 \uc6d0\ud558\ub294 \uc131\uacfc\ub97c \uc774\ub8f0 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\ub3c4 \uae30\uc220\uc774 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac00\ub2a5\uc131\uc740 \ub354\uc6b1 \ub113\uc5b4\uc9c8 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ubbc0\ub85c \uc9c0\uc18d\uc801\uc73c\ub85c \ud559\uc2b5\ud558\uace0, \uc0c8\ub85c\uc6b4 \ud1b5\ucc30\ub825\uc744 \uc801\uc6a9\ud574 \ub098\uac00\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h2>5. \ucc38\uace0 \uc790\ub8cc<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.oreilly.com\/library\/view\/hands-on-machine-learning\/9781492032616\/\">Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow<\/a><\/li>\n<li><a href=\"https:\/\/www.deeplearningbook.org\/\">Deep Learning Book<\/a><\/li>\n<li><a href=\"https:\/\/www.quantstart.com\/\">QuantStart<\/a><\/li>\n<\/ul>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548, \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc774 \uae09\uc18d\ub3c4\ub85c \ubc1c\uc804\ud558\uba74\uc11c \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub3c4 \uadf8 \ud65c\uc6a9\ub3c4\uac00 \ub0a0\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc744 \ud1b5\ud558\uc5ec \ubcf4\ub2e4 \uc815\uad50\ud558\uace0 \ud6a8\uc728\uc801\uc778 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \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 \ud575\uc2ec \uad50\ud6c8\uc744 \ub2e4\ub8e8\uace0, \uc2e4\uc81c \uc2dc\uc7a5\uc5d0\uc11c \uc5b4\ub5bb\uac8c \uc801\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694 \uba38\uc2e0\ub7ec\ub2dd\uc740 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29485\/\" 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, \ud575\uc2ec\uc801\uc778 \uad50\ud6c8&#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-29485","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, \ud575\uc2ec\uc801\uc778 \uad50\ud6c8 - \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\/29485\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" 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