{"id":29271,"date":"2024-10-27T16:17:36","date_gmt":"2024-10-27T16:17:36","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29271"},"modified":"2024-11-26T06:53:20","modified_gmt":"2024-11-26T06:53:20","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-%ec%9e%a5%ec%a0%90%ea%b3%bc-%ec%a0%9c%ec%95%bd","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29271\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc7a5\uc810\uacfc \uc81c\uc57d\uc810"},"content":{"rendered":"<p><body><\/p>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc790\ub3d9\ud654\ub41c \ub9e4\ub9e4\ub97c \uac00\ub2a5\ud558\uac8c \ud558\uc5ec \uc778\uac04\uc758 \uac1c\uc785\uc744 \ucd5c\uc18c\ud654\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uace0, \uc774\ub97c \ud1b5\ud574 \uc5bb\uc744 \uc218 \uc788\ub294 \uae30\ud68c\uc640 \ub3c4\uc804 \uacfc\uc81c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810\uacfc \uc81c\uc57d\uc810\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n<p>\uc6b0\uc120 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uacfc \ub525\ub7ec\ub2dd(Deep Learning)\uc758 \uae30\ubcf8 \uac1c\ub150\uc744 \uc815\ub9ac\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud558\uc5ec \uc54c\uace0\ub9ac\uc998\uc774 \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd(Artificial Neural Networks)\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \ud559\uc2b5 \uae30\ubc95\uc785\ub2c8\ub2e4.<\/p>\n<h2>2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud544\uc694\uc131<\/h2>\n<p>\uc804\ud1b5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \ubc29\uc2dd\uc740 \uc778\uac04\uc758 \uacbd\ud5d8\uacfc \uc9c1\uad00\uc5d0 \uc758\uc874\ud558\uc5ec, \uc608\uce21 \uc815\ud655\uc131\uc774 \ub0ae\uace0 \uacb0\uc815 \uacfc\uc815\uc774 \ub290\ub9bd\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub370\uc774\ud130 \uae30\ubc18\uc73c\ub85c \uc2e0\uc18d\ud558\uac8c \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \ud568\uc73c\ub85c\uc368 \uc774\ub7ec\ud55c \ub2e8\uc810\uc744 \ubcf4\uc644\ud569\ub2c8\ub2e4. \uad6c\uccb4\uc801\uc73c\ub85c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud544\uc694\uc131\uc744 \ub2e4\uc74c\uacfc \uac19\uc774 \uc124\uba85\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc2e0\uc18d\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \ubd84\uc11d<\/li>\n<li>\uac10\uc815\uc774 \uc5c6\ub294 \uacb0\uc815 \ub0b4\ub9ac\uae30<\/li>\n<li>24\uc2dc\uac04 \uac70\ub798 \uac00\ub2a5\uc131<\/li>\n<li>\ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4 \ubd84\uc11d \ubc0f \ud65c\uc6a9<\/li>\n<\/ul>\n<h2>3. \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810<\/h2>\n<p>\n        \uba38\uc2e0\ub7ec\ub2dd\uc740 \uac70\ub798 \uc804\ub7b5\uc744 \uac1c\uc120\ud558\uace0 \uc131\uacfc\ub97c \uadf9\ub300\ud654\ud558\ub294 \ub370 \ud544\uc218\uc801\uc778 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc8fc\uc694 \uc7a5\uc810\uc785\ub2c8\ub2e4:\n    <\/p>\n<h3>3.1. \ub370\uc774\ud130 \uc801\ud569\uc131<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ubc1c\uacac\ud560 \uc218 \uc788\uc5b4, \uae30\ucd08\uc801\uc778 \ud1b5\uacc4 \ubaa8\ub378\ub9c1\ubcf4\ub2e4 \ub354\uc6b1 \uc815\uad50\ud55c \uc608\uce21 \ubaa8\ub378\ub9c1\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uac00 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \uacbd\uc81c \uc9c0\ud45c, \ub274\uc2a4 \ub4f1 \uc5ec\ub7ec \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ub3d9\uc2dc\uc5d0 \ud65c\uc6a9\ud558\uc5ec \ub354\uc6b1 \uc815\uad50\ud55c \uc608\uce21\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n<h3>3.2. \uc790\ub3d9\ud654 \ubc0f \ud6a8\uc728\uc131<\/h3>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc790\ub3d9\uc73c\ub85c \uc2e4\ud589\ub418\ubbc0\ub85c, \uac70\ub798\uc790\ub294 \uc2dc\uac04\uacfc \ub178\ub825\uc744 \uc808\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uac19\uc740 \uc804\ub7b5\uc744 \uc815\ud655\ud558\uace0 \uc77c\uad00\ub418\uac8c \uc2e4\ud589\ud560 \uc218 \uc788\uc5b4, \uac10\uc815\uc801 \uacb0\uc815\uc73c\ub85c \uc778\ud55c \uc2e4\ud328\ub97c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.3. \uc2e4\uc2dc\uac04 \ubc18\uc751<\/h3>\n<p>\uc2dc\uc7a5\uc758 \uacac\ud574\uac00 \ubcc0\ud560 \ub54c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc2e4\uc2dc\uac04\uc73c\ub85c \ubc18\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub274\uc2a4 \ud5e4\ub4dc\ub77c\uc778 \ubd84\uc11d\uc744 \ud1b5\ud574 \uae0d\uc815\uc801 \ub610\ub294 \ubd80\uc815\uc801 \uc2dc\uc7a5 \ubc18\uc751\uc744 \ube60\ub974\uac8c \uc608\uce21\ud558\uace0 \uac70\ub798\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.4. \uc804\ub7b5 \ucd5c\uc801\ud654 \ubc0f \ubc31\ud14c\uc2a4\ud305<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uae30\uc874 \uac70\ub798 \uc804\ub7b5\uc744 \ucd5c\uc801\ud654\ud558\uac70\ub098 \uc0c8\ub85c\uc6b4 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\uace0, \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubc31\ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 \uc131\uacfc\ub97c \uac80\uc99d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>4. \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810<\/h2>\n<p>\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\ubcf4\ub2e4 \ud6e8\uc52c \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\ub294 \uc7a0\uc7ac\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc8fc\uc694 \uc7a5\uc810\uc785\ub2c8\ub2e4:<\/p>\n<h3>4.1. \ube44\uc120\ud615 \ubb38\uc81c \ud574\uacb0<\/h3>\n<p>\ub525\ub7ec\ub2dd\uc740 \ube44\uc120\ud615\uc131\uc744 \uace0\ub824\ud55c \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uac15\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc5b4, \ubcf5\uc7a1\ud55c \uc8fc\uc2dd \uc2dc\uc138\uc758 \uc6c0\uc9c1\uc784\uc744 \ub354 \uc798 \uc124\uba85\ud558\uace0 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.2. \ub2e4\uce35\uc801 \ub370\uc774\ud130 \ud45c\ud604<\/h3>\n<p>\ub525\ub7ec\ub2dd \uc2e0\uacbd\ub9dd\uc740 \ub2e4\uc591\ud55c \uce35\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc5b4, \ub370\uc774\ud130\ub97c \ub2e4\uac01\ub3c4\ub85c \ud574\uc11d\ud558\uace0 \ub354 \uae4a\uc740 \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574, \uae30\ubcf8\uc801\uc778 \ud2b9\uc131\uc744 \ub118\uc5b4\uc11c \ub354 \ubcf5\uc7a1\ud55c \uc2dc\uadf8\ub110\uc744 \ubc1c\uacac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.3. \ud14d\uc2a4\ud2b8 \ubc0f \ube44\ub514\uc624 \ub370\uc774\ud130 \ud65c\uc6a9<\/h3>\n<p>\ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc774\ubbf8\uc9c0, \ud14d\uc2a4\ud2b8, \uadf8\ub9ac\uace0 \ube44\ub514\uc624 \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \ud615\uc2dd\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc18c\uc15c \ubbf8\ub514\uc5b4 \uac10\uc815 \ubd84\uc11d\uc774\ub098 \ub274\uc2a4 \ud5e4\ub4dc\ub77c\uc778\uc758 \uc774\ubbf8\uc9c0 \ubd84\uc11d \ub4f1\uc744 \ud1b5\ud574 \uc2dc\uc7a5 \ubc18\uc751\uc744 \ub354 \uc815\uad50\ud558\uac8c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>5. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc81c\uc57d\uc810<\/h2>\n<p>\uadf8\ub7fc\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\ub294 \uc5ec\ub7ec \uc81c\uc57d\uc810\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uadf8 \uc8fc\uc694 \uc81c\uc57d\uc810\uc785\ub2c8\ub2e4:<\/p>\n<h3>5.1. \ub370\uc774\ud130 \uc758\uc874\uc131<\/h3>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \ud6c8\ub828 \ub370\uc774\ud130\uc758 \uc9c8\uc5d0 \ub530\ub77c \ud06c\uac8c \uc88c\uc6b0\ub429\ub2c8\ub2e4. \ubd88\uc644\uc804\ud55c \ub370\uc774\ud130\ub098 \ubd80\uc815\ud655\ud55c \ub370\uc774\ud130\ub294 \ubaa8\ub378\uc758 \uc608\uce21 \ub2a5\ub825\uc744 \uc800\ud558\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc2e4\uc81c \uc2dc\uc7a5 \ub370\uc774\ud130\uc640 \ud6c8\ub828 \ub370\uc774\ud130\uc758 \ucc28\uc774\ub85c \uc778\ud574 \uc624\ubc84\ud53c\ud305(overfitting) \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.2. \uc608\uce21 \ubd88\ud655\uc2e4\uc131<\/h3>\n<p>\uc2dc\uc7a5 \uc0c1\ud669\uc740 \uc218\ub9ce\uc740 \ubcc0\uc218\uac00 \uc874\uc7ac\ud558\uace0 \uc608\uce21\uc774 \uc5b4\ub824\uc6b4 \ub3d9\uc801 \ud658\uacbd\uc785\ub2c8\ub2e4. \ud55c \ubc88\uc758 \uc608\uce21\uc774 \ud56d\uc0c1 \uc815\ud655\ud558\uc9c0 \uc54a\uc73c\uba70, \ubcc0\ub3d9\uc131\uc774 \ud070 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \uae09\uc791\uc2a4\ub7ec\uc6b4 \ubcc0\ud654\ub294 \ubaa8\ub378 \uc608\uce21\uc744 \uc5b4\ub835\uac8c \ub9cc\ub4ed\ub2c8\ub2e4.<\/p>\n<h3>5.3. \uace0\ube44\uc6a9<\/h3>\n<p>\uc815\uad50\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uace0 \uc720\uc9c0\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub9ce\uc740 \uc2dc\uac04\uacfc \uc790\uc6d0\uc774 \uc18c\uc694\ub429\ub2c8\ub2e4. \ud2b9\ud788, \ub370\uc774\ud130 \uc218\uc9d1, \ud074\ub9b0\uc9d5, \ubaa8\ub378 \ud559\uc2b5 \ubc0f \ubc30\ud3ec \ub4f1\uc5d0 \ud544\uc694\ud55c \ube44\uc6a9\uc774 \uc0c1\ub2f9\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.4. \uaddc\uc81c \ubc0f \ubc95\uc801 \uc81c\uc57d<\/h3>\n<p>\uc790\ub3d9\ud654\ub41c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \uac01\uad6d\uc758 \uaddc\uc81c\uc5d0 \uc601\ud5a5\uc744 \ubc1b\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc18d\ub3c4\uc640 \uc790\ub3d9\ud654\ub85c \uc778\ud574 \uc2dc\uc7a5 \uc870\uc791\uacfc \uac19\uc740 \ubc95\uc801 \ubb38\uc81c\uc5d0 \uc9c1\uba74\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c \uc9c0\uc18d\uc801\uc73c\ub85c \uaddc\uc81c\ub97c \ub530\ub77c\uc57c \ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub9ce\uc740 \uc774\uc810\uc744 \uc81c\uacf5\ud558\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc608\uce21\uc73c\ub85c \uc778\ud55c \ud6a8\uc728\uc131\uacfc \uc790\ub3d9\ud654\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uacbd\uc7c1\ub825\uc744 \ub192\uc774\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \uae30\uc220\uc5d0\ub294 \ub370\uc774\ud130 \uc758\uc874\uc131, \uc608\uce21 \ubd88\ud655\uc2e4\uc131, \uace0\ube44\uc6a9 \ub4f1 \ub2e4\uc591\ud55c \uc81c\uc57d\uc810\uc774 \ub3d9\ubc18\ub429\ub2c8\ub2e4. \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc774\ub7ec\ud55c \uc7a5\uc810\uacfc \uc81c\uc57d\uc810\uc744 \ucda9\ubd84\ud788 \uc774\ud574\ud558\uace0, \uc2e4\ud5d8\uacfc \uac80\uc99d\uc744 \ud1b5\ud574 \uc9c0\uc18d\uc801\uc73c\ub85c \ubc1c\uc804\uc2dc\ucf1c \ub098\uac00\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uae00\uc744 \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\uc801\uc778 \uc774\ud574\uc640 \uc2e4\ucc9c \ubc29\uc548\uc744 \uc81c\uc2dc\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \ub354 \ub098\uc740 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\uc2dc\uae38 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