{"id":28963,"date":"2024-10-27T16:16:05","date_gmt":"2024-10-27T16:16:05","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28963"},"modified":"2024-11-26T06:55:44","modified_gmt":"2024-11-26T06:55:44","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-%eb%a1%b1-%ec%88%8f-%ec%a0%84%eb%9e%b5%ec%9d%84","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28963\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub871 \uc20f \uc804\ub7b5\uc744 \uc704\ud55c NN\uc758 \ucd5c\uc801\ud654"},"content":{"rendered":"<p><body><\/p>\n<p>\ud000\ud2b8 \ub9e4\ub9e4\ub294 \ub370\uc774\ud130 \uae30\ubc18\uc758 \ud22c\uc790 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \uacfc\uc815\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud1b5\ud569\ud558\uc5ec<br \/>\n       \ub354\uc6b1 \uc815\uad50\ud558\uace0 \ud6a8\uacfc\uc801\uc778 \uac70\ub798 \ubaa8\ub378\uc744 \ub9cc\ub4e4\uc5b4\ub0b4\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294<br \/>\n       <strong>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529<\/strong>\uc5d0 \ub300\ud574 \uae4a\uc774 \ud30c\uace0\ub4e4\uba70,<br \/>\n       <strong>\ub871\/\uc20f \uc804\ub7b5\uc744 \uc704\ud55c \uc2e0\uacbd\ub9dd \ucd5c\uc801\ud654<\/strong>\uc5d0 \uad00\ud55c \ub2e4\uc591\ud55c \uc811\uadfc \ubc29\ubc95\uacfc \uae30\ubc95\uc744 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4.<br \/>\n       \uc774 \uac15\uc88c\ub97c \ud1b5\ud574 \ub3c5\uc790\ub4e4\uc740 \ud000\ud2b8 \ub9e4\ub9e4\uc5d0 \ud544\uc694\ud55c \uc774\ub860\uc801 \uae30\ucd08\ubd80\ud130 \uc2e4\uc81c \uad6c\ud604 \uacfc\uc815\uae4c\uc9c0<br \/>\n       \ud3ed\ub113\uac8c \uc774\ud574\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>1. \ud000\ud2b8 \ub9e4\ub9e4\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<p>\ud000\ud2b8 \ub9e4\ub9e4\ub294 \uc218\ud559\uc801 \ubaa8\ub378\uacfc \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<br \/>\n       \uc774\ub7ec\ud55c \uc811\uadfc\ubc95\uc740 \uc804\ud1b5\uc801\uc778 \ub9e4\ub9e4 \ubc29\uc2dd\uc5d0 \ube44\ud574 \ub354\uc6b1 \uccb4\uacc4\uc801\uc774\uace0 \ud6a8\uc728\uc801\uc785\ub2c8\ub2e4.<br \/>\n       \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud1b5\ud574 \uacfc\uac70\uc758 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c<br \/>\n       \ubbf8\ub798\uc758 \uac00\uaca9 \ubcc0\ub3d9\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>1.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc815\uc758<\/h3>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ubbf8\ub9ac \uc124\uc815\ub41c \uaddc\uce59\uc5d0 \ub530\ub77c \uae08\uc735 \uc0c1\ud488\uc744 \uac70\ub798\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4.<br \/>\n       \uc54c\uace0\ub9ac\uc998\uc740 \uc2dc\uc7a5\uc758 \ud750\ub984\uc5d0 \ubc18\uc751\ud558\uba70, \uc778\uac04\uc758 \uac10\uc815\uc744 \ubc30\uc81c\ud558\uace0 \uac1d\uad00\uc801\uc778 \uacb0\uc815 \uae30\uc900\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<br \/>\n       \uc774\ub97c \ud1b5\ud574 \uac70\ub798 \uc804\ub7b5\uc744 \uc790\ub3d9\ud654\ud560 \uc218 \uc788\uc73c\uba70, \uac70\ub798 \uc18d\ub3c4\uc640 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uc774\ud574<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \uc2a4\uc2a4\ub85c \ud559\uc2b5\ud558\uc5ec \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4.<br \/>\n       \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ubaa8\ub378\ub85c \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c<br \/>\n       \ud574\uacb0\ud560 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc5d0\ub3c4 \ud6a8\uacfc\uc801\uc73c\ub85c<br \/>\n       \uc801\uc6a9\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc885\ub958<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ud06c\uac8c \uc138 \uac00\uc9c0 \uc885\ub958\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc9c0\ub3c4 \ud559\uc2b5 (Supervised Learning)<\/strong>: \ub808\uc774\ube14\uc774 \uc788\ub294 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uc9c0\ub3c4 \ud559\uc2b5 (Unsupervised Learning)<\/strong>: \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uba70 \ud328\ud134\uc744 \ucc3e\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uac15\ud654 \ud559\uc2b5 (Reinforcement Learning)<\/strong>: \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\uc744 \ud1b5\ud574 \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.2 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804<\/h3>\n<p>\ub525\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uce35\uc73c\ub85c \uad6c\uc131\ub41c \uc2e0\uacbd\ub9dd \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c<br \/>\n       \ucc98\ub9ac\ud558\uace0 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uacfc\uac70 \uba87 \ub144\uac04 \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac,<br \/>\n       \uc74c\uc131 \uc778\uc2dd \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc744 \uac00\uc838\uc628 \ub525\ub7ec\ub2dd\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub3c4 \ud070 \uc7a0\uc7ac\ub825\uc744<br \/>\n       \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. \ub871\/\uc20f \uc804\ub7b5\uc758 \uac1c\uc694<\/h2>\n<p>\ub871\/\uc20f \uc804\ub7b5\uc740 \ud22c\uc790\uc790\uac00 \ud2b9\uc815 \uc790\uc0b0\uc744 \ub9e4\uc218(\ub871)\ud558\uace0 \ub3d9\uc2dc\uc5d0 \ub2e4\ub978 \uc790\uc0b0\uc744 \ub9e4\ub3c4(\uc20f)\ud568\uc73c\ub85c\uc368<br \/>\n       \uc2dc\uc7a5\uc758 \uc0c1\uc2b9\uacfc \ud558\uac15\uc5d0\uc11c \ubaa8\ub450 \uc774\uc775\uc744 \ucd94\uad6c\ud560 \uc218 \uc788\ub294 \uc804\ub7b5\uc785\ub2c8\ub2e4.<br \/>\n       \uc774 \ubc29\uc2dd\uc744 \ud1b5\ud574 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc758 \ub9ac\uc2a4\ud06c\ub97c \uc904\uc774\uba74\uc11c \uc218\uc775\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1 \ub871 \ud3ec\uc9c0\uc158(Long Position)<\/h3>\n<p>\ub871 \ud3ec\uc9c0\uc158\uc740 \ud2b9\uc815 \uc790\uc0b0\uc744 \ub9e4\uc218\ud558\uc5ec \uac00\uaca9 \uc0c1\uc2b9\uc744 \uae30\ub300\ud558\ub294 \ud22c\uc790 \uc804\ub7b5\uc785\ub2c8\ub2e4.<br \/>\n       \ud22c\uc790\uc790\ub294 \uc790\uc0b0\uc758 \uac00\uce58\uac00 \uc0c1\uc2b9\ud560 \uacbd\uc6b0 \uc774\uc775\uc744 \uc5bb\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uae30\uc5c5\uc758 \uae30\ucd08 \ub370\uc774\ud130\ub098<br \/>\n       \ucc28\ud2b8 \ubd84\uc11d\uc744 \ud1b5\ud574 \ub9e4\uc218 \uacb0\uc815\uc744 \ub0b4\ub9bd\ub2c8\ub2e4.<\/p>\n<h3>3.2 \uc20f \ud3ec\uc9c0\uc158(Short Position)<\/h3>\n<p>\uc20f \ud3ec\uc9c0\uc158\uc740 \ud2b9\uc815 \uc790\uc0b0\uc744 \uba3c\uc800 \ub9e4\ub3c4\ud55c \ud6c4, \uac00\uaca9\uc774 \ud558\ub77d\ud558\uc600\uc744 \ub54c \ub2e4\uc2dc \ub9e4\uc218\ud558\uc5ec \uc774\uc775\uc744<br \/>\n       \ucde8\ud558\ub294 \uc804\ub7b5\uc785\ub2c8\ub2e4. \uc774 \uc804\ub7b5\uc740 \uc790\uc0b0 \uac00\uaca9 \ud558\ub77d\uc5d0 \ubca0\ud305\ud558\uba70, \ud22c\uc790\uc790\ub294 \uc20f \ud3ec\uc9c0\uc158\uc744 \ud1b5\ud574<br \/>\n       \ud558\ub77d\uc7a5\uc5d0\uc11c \uc218\uc775\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>4. \uc2e0\uacbd\ub9dd\uc758 \uad6c\uc870 \ubc0f \ucd5c\uc801\ud654<\/h2>\n<p>\uc2e0\uacbd\ub9dd\uc740 \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uac01\uac01\uc758 \uce35\uc740 \uc5ec\ub7ec \uac1c\uc758<br \/>\n       \ub274\ub7f0\uc73c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4. \uc2e0\uacbd\ub9dd\uc758 \uc131\ub2a5\uc740 \uc774\ub7ec\ud55c \uce35\uc758 \uad6c\uc870, \ub274\ub7f0\uc758 \uc218, \ud65c\uc131\ud654 \ud568\uc218,<br \/>\n       \uadf8\ub9ac\uace0 \ud559\uc2b5\ub960\uc5d0 \ub530\ub77c \uacb0\uc815\ub429\ub2c8\ub2e4.<\/p>\n<h3>4.1 \uc2e0\uacbd\ub9dd\uc758 \uae30\ubcf8 \uad6c\uc870<\/h3>\n<pre>\n    Input Layer -&gt; Hidden Layer(s) -&gt; Output Layer\n    <\/pre>\n<p>\uc785\ub825\uce35\uc740 \ubaa8\ub378\uc5d0 \ub4e4\uc5b4\uc624\ub294 \ub370\uc774\ud130\ub97c \ubc1b\uace0, \uc740\ub2c9\uce35\uc740 \uc785\ub825 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ub97c \ud1b5\ud574<br \/>\n       \uc911\uac04 \uacb0\uacfc\ub97c \uc0dd\uc131\ud558\uba70 \ucd5c\uc885 \ucd9c\ub825\uce35\uc740 \ucd5c\uc885 \uc608\uce21\uac12\uc744 \ub3c4\ucd9c\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.2 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ucd5c\uc801\ud654<\/h3>\n<p>\uc2e0\uacbd\ub9dd\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc5ec\ub7ec \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \ucd5c\uc801\ud654\ud574\uc57c \ud569\ub2c8\ub2e4.<br \/>\n       \uc8fc\uc694 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\uc5d0\ub294 \uce35\uc758 \uc218, \ub274\ub7f0\uc758 \uc218, \ud559\uc2b5\ub960, \ubc30\uce58 \ud06c\uae30 \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n       \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\uc758 \ucd5c\uc801 \uac12\uc744 \ucc3e\uae30 \uc704\ud574\uc11c\ub294 \uadf8\ub9ac\ub4dc \uc11c\uce58(Grid Search),<br \/>\n       \ub79c\ub364 \uc11c\uce58(Random Search) \ud639\uc740 \ubca0\uc774\uc9c0\uc548 \ucd5c\uc801\ud654(Bayesian Optimization) \ub4f1\uc758 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.3 \uc815\uaddc\ud654 \uae30\ubc95<\/h3>\n<p>\uacfc\uc801\ud569(overfitting)\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud55c \uc815\uaddc\ud654 \uae30\ubc95\uc73c\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub4dc\ub86d\uc544\uc6c3(Dropout)<\/strong>: \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \ubb34\uc791\uc704\ub85c \uc77c\ubd80 \ub274\ub7f0\uc744 \uc81c\uac70\ud558\uc5ec<br \/>\n            \ub124\ud2b8\uc6cc\ud06c\uc758 \uc758\uc874\uc131\uc744 \uc904\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>L1\/L2 \uc815\uaddc\ud654<\/strong>: \uac00\uc911\uce58\uc758 \ud06c\uae30\ub97c \uc81c\ud55c\ud558\uc5ec \uacfc\ub3c4\ud55c \ud559\uc2b5\uc744 \uc5b5\uc81c\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc870\uae30 \uc885\ub8cc(Early Stopping)<\/strong>: \uac80\uc99d \uc190\uc2e4\uc774 \uc99d\uac00\ud560 \uacbd\uc6b0 \ud559\uc2b5\uc744 \uc911\ub2e8\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h2>\n<p>\ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<br \/>\n       \uc8fc\uc2dd \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uac00\uaca9 \ub370\uc774\ud130, \uac70\ub798\ub7c9 \ub370\uc774\ud130, \uc7ac\ubb34 \ub370\uc774\ud130, \uacbd\uc81c \uc9c0\ud45c \ub4f1 \uc5ec\ub7ec \ud615\ud0dc\uc758 \ub370\uc774\ud130\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.1 \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\ubc95<\/h3>\n<p>\ub370\uc774\ud130 \uc218\uc9d1\uc740 \uc5ec\ub7ec API\ub97c \ud1b5\ud574 \uac00\ub2a5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Yahoo Finance API, Alpha Vantage \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n       \ub610\ud55c, \uc9c1\uc811 \uc6f9 \uc2a4\ud06c\ub798\ud551\uc744 \ud1b5\ud574 \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \uc9c1\uc811 \ubaa8\ub378\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc5c6\uc73c\ubbc0\ub85c, \ub2e4\uc74c\uacfc \uac19\uc740 \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uacb0\uce21\uce58 \ucc98\ub9ac<\/strong>: \uacb0\uce21\uce58\ub97c \uc81c\uac70\ud558\uac70\ub098 \ud3c9\uade0\uac12\uc73c\ub85c \ub300\uccb4\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\uaddc\ud654(Normalization)<\/strong>: \ud2b9\uc131 \uac12\uc744 0\uacfc 1 \uc0ac\uc774\ub85c \uc870\uc815\ud558\uc5ec \ud559\uc2b5 \uc18d\ub3c4\ub97c \ub192\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ud2b9\uc131 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1(Feature Engineering)<\/strong>: \uc0c8\ub85c\uc6b4 \ud2b9\uc131\uc744 \uc0dd\uc131\ud558\uc5ec \ubaa8\ub378 \uc131\ub2a5\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>6. \ubaa8\ub378 \ud6c8\ub828 \ubc0f \ud14c\uc2a4\ud2b8<\/h2>\n<p>\ud6c8\ub828 \uacfc\uc815\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uac00\uc911\uce58\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\uace0, \uac80\uc99d \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n<h3>6.1 \ud6c8\ub828 \uacfc\uc815<\/h3>\n<p>\ud6c8\ub828 \ub370\uc774\ud130\uc640 \uac80\uc99d \ub370\uc774\ud130\ub97c \ubd84\ub9ac\ud558\uc5ec \ubaa8\ub378 \ud6c8\ub828\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<br \/>\n       \uc190\uc2e4 \ud568\uc218\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \uac01 \ud30c\ub77c\ubbf8\ud130\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\uba70, \uc5ec\ub7ec \uc5d0\ud3ed(epoch)\uc5d0 \uac78\uccd0 \ud6c8\ub828\ud569\ub2c8\ub2e4.<\/p>\n<h3>6.2 \ud14c\uc2a4\ud2b8 \ubc0f \ud3c9\uac00<\/h3>\n<p>\ud6c8\ub828\uc774 \uc644\ub8cc\ub41c \ud6c4, \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<br \/>\n       \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ud3c9\uac00 \uc9c0\ud45c\ub85c\ub294 <strong>\uc815\ud655\ub3c4(Accuracy)<\/strong>,<br \/>\n       <strong>\uc815\ubc00\ub3c4(Precision)<\/strong>, <strong>\uc7ac\ud604\uc728(Recall)<\/strong>,<br \/>\n       <strong>F1 \uc2a4\ucf54\uc5b4(F1 Score)<\/strong> \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>6.3 \uc131\ub2a5 \uac1c\uc120 \ubc29\ubc95<\/h3>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ub354 \uac1c\uc120\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\ubc95\uc744 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc559\uc0c1\ube14 \uae30\ubc95<\/strong>: \uc5ec\ub7ec \uac1c\uc758 \ubaa8\ub378\uc744 \uacb0\ud569\ud558\uc5ec \uc131\ub2a5\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uc99d\uac15(Data Augmentation)<\/strong>: \ub370\uc774\ud130\ub97c \uc778\uc704\uc801\uc73c\ub85c \ub298\ub824 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc804\uc774 \ud559\uc2b5(Transfer Learning)<\/strong>: \uc774\ubbf8 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ube60\ub974\uac8c \uc801\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>7. \uacb0\ub860 \ubc0f \ud5a5\ud6c4 \uc5f0\uad6c \ubc29\ud5a5<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ub871\/\uc20f \uc804\ub7b5\uc740 \ud604\uc7ac \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub192\uc740 \uad00\uc2ec\uc744 \ubc1b\uace0 \uc788\uc73c\uba70,<br \/>\n       \ub9ce\uc740 \uc5f0\uad6c\uc790\uc640 \ud22c\uc790\uc790\ub4e4\uc774 \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574 \ub178\ub825\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n       \uc55e\uc73c\ub85c\uc758 \uc5f0\uad6c \ubc29\ud5a5\uc73c\ub85c\ub294 <strong>\uc2dc\uac04\uc801 \ubcc0\ud654\ub97c \uace0\ub824\ud55c \ubaa8\ub378<\/strong>,<br \/>\n       <strong>\uac15\ud654 \ud559\uc2b5\uc744 \ud65c\uc6a9\ud55c \ub3d9\uc801 \uc804\ub7b5 \uac1c\ubc1c<\/strong>,<br \/>\n       <strong>\uc2e0\ub8b0\uc131 \uc788\ub294 \ud53c\ub4dc\ubc31 \uba54\ucee4\ub2c8\uc998 \uad6c\ucd95<\/strong> \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>7.1 \uc5f0\uad6c \ud65c\uc6a9 \ubc29\uc548<\/h3>\n<p>\ubcf8 \uac15\uc88c\uc5d0\uc11c \ub2e4\ub8ec \ub0b4\uc6a9\ub4e4\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uad6c\ud604\ud558\uace0\uc790 \ud558\ub294 \ud22c\uc790\uc790\ubfd0\ub9cc \uc544\ub2c8\ub77c,<br \/>\n       \ub370\uc774\ud130 \uacfc\ud559\uc790, \uc5f0\uad6c\uc790\uc5d0\uac8c\ub3c4 \ub9ce\uc740 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<br \/>\n       \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc804\ub7b5 \uac1c\ubc1c\uc744 \ud1b5\ud574 \uac1c\uc778 \ud22c\uc790\uc790\ub294 \ubb3c\ub860 \uae30\uad00 \ud22c\uc790\uc790\uc5d0\uac8c\ub3c4 \uacbd\uc7c1\ub825\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>8. \ucc38\uace0 \ubb38\ud5cc<\/h2>\n<p>\ubcf8 \uac15\uc88c\uc5d0\uc11c \ub2e4\ub8ec \uc8fc\uc694 \ucc38\uace0 \ubb38\ud5cc\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>James, G., Witten, D., Hastie, T., &amp; Tibshirani, R. (2013). An Introduction to Statistical Learning.<\/li>\n<li>Bishop, C. M. (2006). Pattern Recognition and Machine Learning.<\/li>\n<li>Goodfellow, I., Bengio, Y., &amp; Courville, A. (2016). Deep Learning.<\/li>\n<\/ul>\n<p>\uc704\uc5d0\uc11c \uc81c\uc2dc\ud55c \uc790\ub8cc\ub4e4\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uc774\ud574\ud558\ub294\ub370 \uc788\uc5b4\uc11c \uc911\uc694\ud55c \ucd9c\ucc98\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n       \uc774 \uac15\uc88c\ub97c \ud1b5\ud574 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \ud544\uc694\ud55c \ub2e4\uc591\ud55c \uae30\uc220\uc744 \uc775\ud600 \uc131\uacf5\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744<br \/>\n       \uc2e4\ud604\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud000\ud2b8 \ub9e4\ub9e4\ub294 \ub370\uc774\ud130 \uae30\ubc18\uc758 \ud22c\uc790 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \uacfc\uc815\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud1b5\ud569\ud558\uc5ec \ub354\uc6b1 \uc815\uad50\ud558\uace0 \ud6a8\uacfc\uc801\uc778 \uac70\ub798 \ubaa8\ub378\uc744 \ub9cc\ub4e4\uc5b4\ub0b4\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uae4a\uc774 \ud30c\uace0\ub4e4\uba70, \ub871\/\uc20f \uc804\ub7b5\uc744 \uc704\ud55c \uc2e0\uacbd\ub9dd \ucd5c\uc801\ud654\uc5d0 \uad00\ud55c \ub2e4\uc591\ud55c \uc811\uadfc \ubc29\ubc95\uacfc \uae30\ubc95\uc744 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\ub97c \ud1b5\ud574 \ub3c5\uc790\ub4e4\uc740 \ud000\ud2b8 \ub9e4\ub9e4\uc5d0 \ud544\uc694\ud55c \uc774\ub860\uc801 \uae30\ucd08\ubd80\ud130 \uc2e4\uc81c \uad6c\ud604 \uacfc\uc815\uae4c\uc9c0 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/28963\/\" 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, \ub871 \uc20f \uc804\ub7b5\uc744 \uc704\ud55c NN\uc758 \ucd5c\uc801\ud654&#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-28963","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - 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