{"id":39593,"date":"2024-11-02T06:50:19","date_gmt":"2024-11-02T06:50:19","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39593"},"modified":"2024-11-26T06:41:18","modified_gmt":"2024-11-26T06:41:18","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-%ed%95%99%ec%8a%b5%ec%9a%a9-%eb%8d%b0%ec%9d%b4%ed%84%b0%eb%9e%80-%ed%95%99%ec%8a%b5%ec%9a%a9-%eb%8d%b0%ec%9d%b4%ed%84%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39593\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\ub780 , \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \uac1c\ub150\uacfc \uc5ed\ud560"},"content":{"rendered":"<p><body><\/p>\n<p>\uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uacfc \ub525\ub7ec\ub2dd(Deep Learning)\uc740 \ud604\uc7ac \uc778\uacf5\uc9c0\ub2a5(AI) \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc8fc\ubaa9\ubc1b\uace0 \uc788\ub294 \uae30\uc220\ub85c, \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud558\uc5ec \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4. \uadf8 \uc911\uc2ec\uc5d0\ub294 &#8216;\ud559\uc2b5\uc6a9 \ub370\uc774\ud130&#8217;\ub77c\ub294 \uac1c\ub150\uc774 \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \uc815\uc758<\/h2>\n<p>\ud559\uc2b5\uc6a9 \ub370\uc774\ud130\ub780 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc774 \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ub370\uc774\ud130 \uc9d1\ud569\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub294 \uc9c0\ub3c4 \ud559\uc2b5(supervised learning), \ube44\uc9c0\ub3c4 \ud559\uc2b5(unsupervised learning), \uac15\ud654 \ud559\uc2b5(reinforcement learning) \ub4f1 \ub2e4\uc591\ud55c \ud559\uc2b5 \ubc29\uc2dd\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc5ec\uae30\uc11c &#8216;\uc9c0\ub3c4 \ud559\uc2b5&#8217;\uc740 \uc785\ub825 \ub370\uc774\ud130\uc640 \uadf8\uc5d0 \ub300\ud55c \uc815\ub2f5(label)\uc774 \ud568\uaed8 \uc81c\uacf5\ub418\ub294 \uacbd\uc6b0\ub97c \ub9d0\ud558\uba70, &#8216;\ube44\uc9c0\ub3c4 \ud559\uc2b5&#8217;\uc740 \uc815\ub2f5 \uc5c6\uc774 \uc785\ub825 \ub370\uc774\ud130\ub9cc \uc788\ub294 \uacbd\uc6b0\uc785\ub2c8\ub2e4. \uadf8\ub9ac\uace0 &#8216;\uac15\ud654 \ud559\uc2b5&#8217;\uc740 \uc8fc\uc5b4\uc9c4 \ud658\uacbd\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8\uac00 \ud589\ub3d9\uc744 \ucde8\ud558\uace0 \ubcf4\uc0c1\uc744 \ud1b5\ud574 \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4.<\/p>\n<h2>2. \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \uc5ed\ud560<\/h2>\n<p>\ud559\uc2b5\uc6a9 \ub370\uc774\ud130\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ud328\ub97c \uc88c\uc6b0\ud558\ub294 \ud575\uc2ec \uc694\uc18c\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uac00 \uc218\ud589\ud558\ub294 \uc8fc\uc694 \uc5ed\ud560\uc744 \uc815\ub9ac\ud55c \uac83\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ubaa8\ub378 \ud559\uc2b5<\/strong>: \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud328\ud134\uacfc \uaddc\uce59\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ub610\ub294 \ubd84\ub958 \uc791\uc5c5\uc744 \uc218\ud589\ud558\uac8c \ub429\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uac00 qualitatively\uc640 quantitatively \ucda9\ubd84\ud788 \ub2e4\uc591\ud574\uc57c \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \uac80\uc99d<\/strong>: \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\ub97c \uc801\uc808\ud788 \ubd84\ud560\ud558\uc5ec \ud559\uc2b5\uacfc \uac80\uc99d\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ud6c8\ub828 \ub370\uc774\ud130(training data), \uac80\uc99d \ub370\uc774\ud130(validation data), \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130(test data)\ub85c \ub098\ub258\uba70, \uc774\ub294 \ubaa8\ub378\uc774 \uacfc\uc801\ud569(overfitting)\ub418\uc9c0 \uc54a\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud53c\ub4dc\ubc31 \uc81c\uacf5<\/strong>: \ubaa8\ub378\uc774 \uc608\uce21\uc744 \ud55c \ud6c4, \uc2e4\uc81c \uacb0\uacfc\uc640 \ube44\uad50\ud558\uba74 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378 \uac1c\uc120\uc758 \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \uad6c\uc131 \uc694\uc18c<\/h2>\n<p>\ud559\uc2b5\uc6a9 \ub370\uc774\ud130\ub294 \uc5ec\ub7ec \uac00\uc9c0 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc6d0\ud558\ub294 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ud2b9\uc9d5(Feature)<\/strong>: \ubaa8\ub378\uc774 \ud559\uc2b5\ud560 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uc758 \uc18d\uc131\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\ud0dd \uac00\uaca9 \uc608\uce21 \ubaa8\ub378\uc5d0\uc11c\ub294 \uc8fc\ud0dd\uc758 \ud06c\uae30, \uc704\uce58, \ubc29 \uac1c\uc218 \ub4f1\uc774 \ud2b9\uc9d5\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud0c0\uac9f(Target)<\/strong>: \uc608\uce21\ud558\uace0\uc790 \ud558\ub294 \uac12\uc73c\ub85c, \uc9c0\ub3c4 \ud559\uc2b5\uc758 \uacbd\uc6b0 \uc8fc\uc5b4\uc9c4 \uc785\ub825\uc5d0 \ub300\ud55c \uc815\ub2f5\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\ud0dd \uac00\uaca9 \uc608\uce21\uc758 \uacbd\uc6b0 \uc2e4\uc81c \ud310\ub9e4 \uac00\uaca9\uc774 \ud0c0\uac9f\uc774 \ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \ud488\uc9c8<\/h2>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc5d0 \uc9c1\uacb0\ub429\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc744 \ub192\uc774\uae30 \uc704\ud55c \uc5ec\ub7ec \uc694\uc18c\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc815\ud655\uc131(Accuracy)<\/strong>: \ub370\uc774\ud130\ub294 \uc2e4\uc81c\ub97c \ubc18\uc601\ud574\uc57c \ud558\ubbc0\ub85c, \uc798\ubabb\ub41c \uc815\ubcf4\ub098 \uc624\ub958\uac00 \uc5c6\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e4\uc591\uc131(Diversity)<\/strong>: \ub2e4\uc591\ud55c \uc0c1\ud669\uc744 \ud3ec\ud568\ud558\ub294 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ubaa8\ub378\uc774 \ubc94\uc6a9\uc131\uc744 \uac00\uc9d1\ub2c8\ub2e4.<\/li>\n<li><strong>\uade0\ud615(Balance)<\/strong>: \ud074\ub798\uc2a4 \uac04 \ub370\uc774\ud130\uc758 \uade0\ud615\uc774 \uc774\ub8e8\uc5b4\uc838\uc57c \ud569\ub2c8\ub2e4, \ub9cc\uc57d \uc77c\ubd80 \ud074\ub798\uc2a4\uac00 \uacfc\ub2e4\ud558\uac8c \ud3ec\ud568\ub418\uba74 \ubaa8\ub378\uc774 \uce58\uc6b0\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. \uacf5\uac1c\ub41c \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc14b<\/h2>\n<p>\ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc14b\uc744 \ucc3e\ub294 \uac83\uc740 \ubaa8\ub378 \uac1c\ubc1c\uc758 \uc911\uc694\ud55c \ubd80\ubd84\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uacf5\uac1c\ub41c \ub370\uc774\ud130\uc14b\uc744 \ucc3e\uc744 \uc218 \uc788\ub294 \uba87 \uac00\uc9c0 \uc8fc\uc694 \ub9ac\uc18c\uc2a4\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li><a href=\"https:\/\/www.kaggle.com\/datasets\">Kaggle Datasets<\/a>: \ub370\uc774\ud130 \uacfc\ud559 \ub300\ud68c\ub85c \uc720\uba85\ud55c Kaggle\uc740 \ub2e4\uc591\ud55c \uc8fc\uc81c\uc758 \uacf5\uac1c \ub370\uc774\ud130\uc14b\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\ub294 \uc774\ub97c \ud65c\uc6a9\ud574 \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uace0 \uac80\uc99d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><a href=\"https:\/\/archive.ics.uci.edu\/ml\/index.php\">UCI Machine Learning Repository<\/a>: \uc774\uacf3\uc740 \uba38\uc2e0\ub7ec\ub2dd \uc5f0\uad6c\ub97c \uc704\ud55c \ub370\uc774\ud130\uc14b\uc744 \ubaa8\uc544\ub193\uc740 \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ubb38\uc81c\uc5d0 \ub300\ud55c \ub370\uc774\ud130\uc14b\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><a href=\"https:\/\/www.opendata.gov\/\">Government Open Data<\/a>: \uc815\ubd80 \uae30\uad00\uc774 \uc81c\uacf5\ud558\ub294 \uacf5\uac1c \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \uc5f0\uad6c \ubc0f \ubd84\uc11d\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><a href=\"https:\/\/data.gov\/\">Data.gov<\/a>: \ubbf8\uad6d \uc815\ubd80\uc758 \ub370\uc774\ud130 \uc800\uc7a5\uc18c\ub85c, \ub2e4\uc591\ud55c \uc601\uc5ed\uc758 \ub370\uc774\ud130\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \uc678\uc5d0\ub3c4 \uac01 \uad6d\uac00\uc758 \uacf5\uac1c \ub370\uc774\ud130 \ud3ec\ud138\ub4e4\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4.<\/li>\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/microsoft-research-open-data\/\">Microsoft Research Open Data<\/a>: Microsoft\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ub370\uc774\ud130\uc14b\uc73c\ub85c, \uc5f0\uad6c\uc790\ub4e4\uc774 \uacf5\uc720\ud558\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc740 \uc8fc\ub85c \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc5d0 \ub2ec\ub824\uc788\uc2b5\ub2c8\ub2e4. \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \uac1c\ub150\uacfc \uc5ed\ud560\uc744 \uc774\ud574\ud558\uace0, \ud488\uc9c8 \ub192\uc740 \ub370\uc774\ud130\uc14b\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc774 \ubaa8\ub378\uc758 \uc131\ub2a5\ud5a5\uc0c1\uacfc \uc9c1\uacb0\ub429\ub2c8\ub2e4. \ud2b9\ud788, \uacf5\uac1c\ub41c \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uace0, \uc9c0\uc18d\uc801\uc778 \ubaa8\ub378 \uac1c\uc120\uc744 \uc62c\ubc14\ub978 \ubc29\ud5a5\uc73c\ub85c \uc774\ub04c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uae00\uc5d0\uc11c\ub294 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \uac1c\ub150, \uc5ed\ud560, \ud488\uc9c8, \uadf8\ub9ac\uace0 \ud65c\uc6a9 \uac00\ub2a5\ud55c \uc790\uc6d0\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uc600\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 AI \uc2dc\ub300\uc5d0\uc11c \uac00\uc7a5 \uc911\uc694\ud55c \uc790\uc0b0\uc73c\ub85c, \uc774\ub97c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud558\ub290\ub0d0\uc5d0 \ub530\ub77c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \uc131\ud328\uac00 \uac08\ub9ac\uac8c \ub429\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc911\uc694\uc131\uc744 \ud56d\uc0c1 \uc778\uc9c0\ud558\uace0, \uc88b\uc740 \ud488\uc9c8\uc758 \ub370\uc774\ud130\ub97c \ucd94\uad6c\ud558\ub294 \uac83\uc774 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uc758 \uc131\uacf5\uc744 \uc704\ud55c \uccab \uac78\uc74c\uc774\ub77c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uacfc \ub525\ub7ec\ub2dd(Deep Learning)\uc740 \ud604\uc7ac \uc778\uacf5\uc9c0\ub2a5(AI) \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc8fc\ubaa9\ubc1b\uace0 \uc788\ub294 \uae30\uc220\ub85c, \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud558\uc5ec \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4. \uadf8 \uc911\uc2ec\uc5d0\ub294 &#8216;\ud559\uc2b5\uc6a9 \ub370\uc774\ud130&#8217;\ub77c\ub294 \uac1c\ub150\uc774 \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. 1. \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \uc815\uc758 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\ub780 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc774 \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ub370\uc774\ud130 \uc9d1\ud569\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub294 \uc9c0\ub3c4 \ud559\uc2b5(supervised learning), \ube44\uc9c0\ub3c4 \ud559\uc2b5(unsupervised learning), \uac15\ud654 \ud559\uc2b5(reinforcement learning) \ub4f1 \ub2e4\uc591\ud55c \ud559\uc2b5 \ubc29\uc2dd\uc5d0 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/39593\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\ub780 , \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \uac1c\ub150\uacfc \uc5ed\ud560&#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":[199],"tags":[],"class_list":["post-39593","post","type-post","status-publish","format-standard","hentry","category-199"],"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 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\ub780 , \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc758 \uac1c\ub150\uacfc \uc5ed\ud560 - \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\/39593\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta 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