{"id":477793,"date":"2023-08-09T09:20:26","date_gmt":"2023-08-09T09:20:26","guid":{"rendered":""},"modified":"2023-09-05T11:15:25","modified_gmt":"2023-09-05T11:15:25","slug":"label-smoothing","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/kr\/wiki\/label-smoothing\/","title":{"rendered":"\ub77c\ubca8 \ud3c9\ud65c\ud654"},"content":{"rendered":"

\ub808\uc774\ube14 \ud3c9\ud65c\ud654\ub294 \uae30\uacc4 \ud559\uc2b5 \ubc0f \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc5d0\uc11c \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc815\uaddc\ud654 \uae30\uc220\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ud6c8\ub828 \uacfc\uc815 \uc911\uc5d0 \ub300\uc0c1 \ub808\uc774\ube14\uc5d0 \uc57d\uac04\uc758 \ubd88\ud655\uc2e4\uc131\uc744 \ucd94\uac00\ud558\ub294 \uc791\uc5c5\uc774 \ud3ec\ud568\ub418\uba70, \uc774\ub294 \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uace0 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \ubcf4\ub2e4 \ud604\uc2e4\uc801\uc778 \ud615\ud0dc\uc758 \ub808\uc774\ube14 \ubd84\ud3ec\ub97c \ub3c4\uc785\ud568\uc73c\ub85c\uc368 \ub808\uc774\ube14 \ud3c9\ud65c\ud654\ub294 \ubaa8\ub378\uc774 \uac1c\ubcc4 \ub808\uc774\ube14\uc758 \ud655\uc2e4\uc131\uc5d0 \ub35c \uc758\uc874\ud558\uac8c \ud558\uc5ec \ubcf4\uc774\uc9c0 \uc54a\ub294 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n

\ub77c\ubca8 \uc2a4\ubb34\ub529\uc758 \uc720\ub798\uc640 \ucd5c\ucd08 \uc5b8\uae09\uc758 \uc5ed\uc0ac<\/h2>\n

\ub77c\ubca8 \uc2a4\ubb34\ub529\uc740 Christian Szegedy et al.\uc774 2016\ub144\uc5d0 \ubc1c\ud45c\ud55c "Rethinking the Inception Architecture for Computer Vision"\uc774\ub77c\ub294 \uc5f0\uad6c \ub17c\ubb38\uc5d0\uc11c \ucc98\uc74c \uc18c\uac1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc800\uc790\ub294 \uc2ec\uce35 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)\uc744 \uc815\uaddc\ud654\ud558\uace0 \uc624\ub958\ub97c \uc644\ud654\ud558\ub294 \uae30\uc220\ub85c \ub77c\ubca8 \uc2a4\ubb34\ub529\uc744 \uc81c\uc548\ud588\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub300\uaddc\ubaa8 \uc774\ubbf8\uc9c0 \ubd84\ub958 \uc791\uc5c5\uc758 \ub9e5\ub77d\uc5d0\uc11c \uacfc\uc801\ud569\uc758 \ubd80\uc791\uc6a9.<\/p>\n

\ub77c\ubca8 \uc2a4\ubb34\ub529\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \uc815\ubcf4\uc785\ub2c8\ub2e4. \ub77c\ubca8 \ud3c9\ud65c\ud654 \uc8fc\uc81c \ud655\uc7a5.<\/h2>\n

\uae30\uc874 \uc9c0\ub3c4 \ud559\uc2b5\uc5d0\uc11c \ubaa8\ub378\uc740 \uc608\uce21\ub41c \ub808\uc774\ube14\uacfc \uc2e4\uc81c \ub808\uc774\ube14 \uac04\uc758 \uad50\ucc28 \uc5d4\ud2b8\ub85c\ud53c \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \uc808\ub300\uc801\uc778 \ud655\uc2e4\uc131\uc744 \uac00\uc9c0\uace0 \uc608\uce21\ud558\ub3c4\ub85d \ud6c8\ub828\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ubaa8\ub378\uc774 \uc798\ubabb\ub41c \uc608\uce21\uc5d0 \ub300\ud574 \uc9c0\ub098\uce58\uac8c \ud655\uc2e0\ud558\uac8c \ub418\uc5b4 \uad81\uadf9\uc801\uc73c\ub85c \ubcf4\uc774\uc9c0 \uc54a\ub294 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ubc29\ud574\ud558\ub294 \uacfc\uc2e0\ud55c \uc608\uce21\uc73c\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\ub77c\ubca8 \uc2a4\ubb34\ub529\uc740 \ud6c8\ub828 \uc911\uc5d0 \uc18c\ud504\ud2b8 \ub77c\ubca8\ub9c1 \ud615\ud0dc\ub97c \ub3c4\uc785\ud558\uc5ec \uc774 \ubb38\uc81c\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4. \uc6d0-\ud56b \uc778\ucf54\ub529\ub41c \ubca1\ud130(\uc2e4\uc81c \ub808\uc774\ube14\uc5d0\ub294 \ud558\ub098, \ub2e4\ub978 \ub808\uc774\ube14\uc5d0\ub294 0 \ud3ec\ud568)\ub97c \ub300\uc0c1\uc73c\ub85c \ud560\ub2f9\ud558\ub294 \ub300\uc2e0 \ub808\uc774\ube14 \ud3c9\ud65c\ud654\ub294 \ubaa8\ub4e0 \ud074\ub798\uc2a4\uc5d0 \ud655\ub960 \uc9c8\ub7c9\uc744 \ubd84\uc0b0\uc2dc\ud0b5\ub2c8\ub2e4. \uc2e4\uc81c \ub808\uc774\ube14\uc5d0\ub294 1\ubcf4\ub2e4 \uc57d\uac04 \uc791\uc740 \ud655\ub960\uc774 \ud560\ub2f9\ub418\uace0 \ub098\uba38\uc9c0 \ud655\ub960\uc740 \ub2e4\ub978 \ud074\ub798\uc2a4\ub85c \ub098\ub269\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ud6c8\ub828 \uacfc\uc815\uc5d0 \ubd88\ud655\uc2e4\uc131\uc774 \uc0dd\uae30\uace0 \ubaa8\ub378\uc774 \uacfc\uc801\ud569\ub418\ub294 \uacbd\ud5a5\uc774 \uc904\uc5b4\ub4e4\uace0 \ub354\uc6b1 \uacac\uace0\ud574\uc9d1\ub2c8\ub2e4.<\/p>\n

\ub77c\ubca8 \uc2a4\ubb34\ub529\uc758 \ub0b4\ubd80 \uad6c\uc870. \ub77c\ubca8 \uc2a4\ubb34\ub529\uc774 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd.<\/h2>\n

\ub77c\ubca8 \ud3c9\ud65c\ud654\uc758 \ub0b4\ubd80 \uc791\uc5c5\uc740 \uba87 \uac00\uc9c0 \ub2e8\uacc4\ub85c \uc694\uc57d\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

    \n
  1. \n

    \uc6d0-\ud56b \uc778\ucf54\ub529:<\/strong> \uae30\uc874 \uc9c0\ub3c4 \ud559\uc2b5\uc5d0\uc11c \uac01 \uc0d8\ud50c\uc758 \ub300\uc0c1 \ub808\uc774\ube14\uc740 \uc6d0-\ud56b \uc778\ucf54\ub529\ub41c \ubca1\ud130\ub85c \ud45c\ud604\ub429\ub2c8\ub2e4. \uc5ec\uae30\uc11c \uc2e4\uc81c \ud074\ub798\uc2a4\ub294 1\uc758 \uac12\uc744 \ubc1b\uace0 \ub2e4\ub978 \ubaa8\ub4e0 \ud074\ub798\uc2a4\ub294 0\uc758 \uac12\uc744 \uac16\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n

  2. \n

    \ub77c\ubca8\uc744 \ubd80\ub4dc\ub7fd\uac8c \ud558\uae30:<\/strong> \ub808\uc774\ube14 \ud3c9\ud65c\ud654\ub294 \ubaa8\ub4e0 \ud074\ub798\uc2a4\uc5d0 \ud655\ub960 \uc9c8\ub7c9\uc744 \ubd84\uc0b0\uc2dc\ucf1c \uc6d0-\ud56b \uc778\ucf54\ub529\ub41c \ub300\uc0c1 \ub808\uc774\ube14\uc744 \uc218\uc815\ud569\ub2c8\ub2e4. \uc2e4\uc81c \ud074\ub798\uc2a4\uc5d0 1\uc758 \uac12\uc744 \ud560\ub2f9\ud558\ub294 \ub300\uc2e0 (1 \u2013 \u03b5)\uc758 \uac12\uc744 \ud560\ub2f9\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c \u03b5\uc740 \uc791\uc740 \uc591\uc758 \uc0c1\uc218\uc785\ub2c8\ub2e4.<\/p>\n<\/li>\n

  3. \n

    \ubd88\ud655\uc2e4\uc131 \ubd84\ud3ec:<\/strong> \ub098\uba38\uc9c0 \ud655\ub960 \u03b5\uc740 \ub2e4\ub978 \ud074\ub798\uc2a4\ub85c \ub098\ub204\uc5b4 \ubaa8\ub378\uc774 \ud574\ub2f9 \ud074\ub798\uc2a4\uac00 \uc62c\ubc14\ub978 \ud074\ub798\uc2a4\uc77c \uac00\ub2a5\uc131\uc744 \uace0\ub824\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ubd88\ud655\uc2e4\uc131\uc774 \ubc1c\uc0dd\ud558\uc5ec \ubaa8\ub378\uc758 \uc608\uce21\uc5d0 \ub300\ud55c \ud655\uc2e0\uc774 \uc57d\ud574\uc9d1\ub2c8\ub2e4.<\/p>\n<\/li>\n

  4. \n

    \uc190\uc2e4 \uacc4\uc0b0:<\/strong> \ud6c8\ub828 \uc911\uc5d0 \ubaa8\ub378\uc740 \uc608\uce21 \ud655\ub960\uacfc \uc644\ud654\ub41c \ubaa9\ud45c \ub808\uc774\ube14 \uac04\uc758 \uad50\ucc28 \uc5d4\ud2b8\ub85c\ud53c \uc190\uc2e4\uc744 \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4. \ub808\uc774\ube14 \ud3c9\ud65c\ud654 \uc190\uc2e4\uc740 \uacfc\uc2e0\ud55c \uc608\uce21\uc5d0 \ubd88\uc774\uc775\uc744 \uc8fc\uace0 \ub354 \ubcf4\uc815\ub41c \uc608\uce21\uc744 \ucd09\uc9c4\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ol>\n

    \ub77c\ubca8 \ud3c9\ud65c\ud654\uc758 \uc8fc\uc694 \uae30\ub2a5 \ubd84\uc11d.<\/h2>\n

    \ub77c\ubca8 \ud3c9\ud65c\ud654\uc758 \uc8fc\uc694 \uae30\ub2a5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n

      \n
    1. \n

      \uc815\uaddc\ud654:<\/strong> \ub808\uc774\ube14 \ud3c9\ud65c\ud654\ub294 \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uace0 \ubaa8\ub378 \uc77c\ubc18\ud654\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uc815\uaddc\ud654 \uae30\uc220 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n

    2. \n

      \ubcf4\uc815\ub41c \uc608\uce21:<\/strong> \ub808\uc774\ube14 \ud3c9\ud65c\ud654\ub294 \ub300\uc0c1 \ub808\uc774\ube14\uc5d0 \ubd88\ud655\uc2e4\uc131\uc744 \ub3c4\uc785\ud568\uc73c\ub85c\uc368 \ubaa8\ub378\uc774 \ub354 \ubcf4\uc815\ub418\uace0 \ub35c \uc2e0\ub8b0\ub3c4\uac00 \ub192\uc740 \uc608\uce21\uc744 \uc0dd\uc131\ud558\ub3c4\ub85d \uc7a5\ub824\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n

    3. \n

      \ud5a5\uc0c1\ub41c \uacac\uace0\uc131:<\/strong> \ub808\uc774\ube14 \ud3c9\ud65c\ud654\ub294 \ubaa8\ub378\uc774 \ud2b9\uc815 \ud6c8\ub828 \uc0d8\ud50c\uc744 \uae30\uc5b5\ud558\ub294 \ub300\uc2e0 \ub370\uc774\ud130\uc5d0\uc11c \uc758\ubbf8 \uc788\ub294 \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \uc9d1\uc911\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\uc5ec \uacac\uace0\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n<\/li>\n

    4. \n

      \uc2dc\ub044\ub7ec\uc6b4 \ub77c\ubca8 \ucc98\ub9ac:<\/strong> \ub77c\ubca8 \uc2a4\ubb34\ub529\uc740 \uae30\uc874\uc758 \uc6d0-\ud56b \uc778\ucf54\ub529 \ub300\uc0c1\ubcf4\ub2e4 \uc7a1\uc74c\uc774 \ub9ce\uac70\ub098 \uc798\ubabb\ub41c \ub77c\ubca8\uc744 \ub354 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ol>\n

      \ub77c\ubca8 \ud3c9\ud65c\ud654 \uc720\ud615<\/h2>\n

      \ub808\uc774\ube14 \ud3c9\ud65c\ud654\uc5d0\ub294 \ub450 \uac00\uc9c0 \uc77c\ubc18\uc801\uc778 \uc720\ud615\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

        \n
      1. \n

        \uace0\uc815 \ub77c\ubca8 \uc2a4\ubb34\ub529:<\/strong> \uc774 \uc811\uadfc \ubc29\uc2dd\uc5d0\uc11c\ub294 \u03b5(\uc2e4\uc81c \ub808\uc774\ube14\uc744 \ubd80\ub4dc\ub7fd\uac8c \ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uc0c1\uc218) \uac12\uc774 \ud6c8\ub828 \uacfc\uc815 \uc804\ubc18\uc5d0 \uac78\uccd0 \uace0\uc815\ub429\ub2c8\ub2e4. \ub370\uc774\ud130 \uc138\ud2b8\uc758 \ubaa8\ub4e0 \uc0d8\ud50c\uc5d0 \ub300\ud574 \uc77c\uc815\ud558\uac8c \uc720\uc9c0\ub429\ub2c8\ub2e4.<\/p>\n<\/li>\n

      2. \n

        \uc5b4\ub2d0\ub9c1 \ub77c\ubca8 \uc2a4\ubb34\ub529:<\/strong> \uace0\uc815 \ub808\uc774\ube14 \ud3c9\ud65c\ud654\uc640 \ub2ec\ub9ac \u03b5 \uac12\uc740 \ud6c8\ub828 \uc911\uc5d0 \uc5b4\ub2d0\ub9c1\ub418\uac70\ub098 \uac10\uc18c\ub429\ub2c8\ub2e4. \ub354 \ub192\uc740 \uac12\uc73c\ub85c \uc2dc\uc791\ud558\uace0 \ud6c8\ub828\uc774 \uc9c4\ud589\ub428\uc5d0 \ub530\ub77c \uc810\ucc28 \uac10\uc18c\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc740 \ub354 \ub192\uc740 \uc218\uc900\uc758 \ubd88\ud655\uc2e4\uc131\uc73c\ub85c \uc2dc\uc791\ud558\uace0 \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \uc774\ub97c \uc904\uc5ec \uc608\uce21 \ubcf4\uc815\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubbf8\uc138 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ol>\n

        \uc774\ub7ec\ud55c \uc720\ud615 \uc911\uc5d0\uc11c \uc120\ud0dd\ud558\ub294 \uac83\uc740 \ud2b9\uc815 \uc791\uc5c5 \ubc0f \ub370\uc774\ud130 \uc138\ud2b8 \ud2b9\uc131\uc5d0 \ub530\ub77c \ub2e4\ub985\ub2c8\ub2e4. \uace0\uc815 \ub77c\ubca8 \ud3c9\ud65c\ud654\ub294 \uad6c\ud604\ud558\uae30\uac00 \ub354 \uac04\ub2e8\ud558\uc9c0\ub9cc, \uc5b4\ub2d0\ub9c1 \ub77c\ubca8 \ud3c9\ud65c\ud654\ub294 \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \ub2ec\uc131\ud558\uae30 \uc704\ud574 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815\uc774 \ud544\uc694\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

        \ub2e4\uc74c\uc740 \ub450 \uac00\uc9c0 \uc720\ud615\uc758 \ub808\uc774\ube14 \ud3c9\ud65c\ud654\ub97c \ube44\uad50\ud55c \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n\n\n\n\n\n
        \uce21\uba74<\/th>\n\uace0\uc815 \ub77c\ubca8 \uc2a4\ubb34\ub529<\/th>\n\uc5b4\ub2d0\ub9c1 \ub77c\ubca8 \uc2a4\ubb34\ub529<\/th>\n<\/tr>\n<\/thead>\n
        \u03b5 \uac12<\/td>\n\uc804\uccb4\uc801\uc73c\ub85c \uc77c\uc815\ud568<\/td>\n\ub2e8\ub828 \ub610\ub294 \ubd80\ud328<\/td>\n<\/tr>\n
        \ubcf5\uc7a1\uc131<\/td>\n\uad6c\ud604\uc774 \ub354 \uac04\ub2e8\ud568<\/td>\n\ucd08\ub9e4\uac1c\ubcc0\uc218 \uc870\uc815\uc774 \ud544\uc694\ud560 \uc218 \uc788\uc74c<\/td>\n<\/tr>\n
        \uad6c\uacbd \uce21\uc815<\/td>\n\ub35c \ubbf8\uc138 \uc870\uc815\ub428<\/td>\n\uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \uc810\ucc28\uc801\uc73c\ub85c \uac1c\uc120\ub428<\/td>\n<\/tr>\n
        \uc131\ub2a5<\/td>\n\uc548\uc815\uc801\uc778 \uc131\ub2a5<\/td>\n\ub354 \ub098\uc740 \uacb0\uacfc\ub97c \uc5bb\uc744 \uac00\ub2a5\uc131<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        Label Smoothing\uc758 \uc0ac\uc6a9\ubc29\ubc95\uacfc \uc0ac\uc6a9\uc5d0 \ub530\ub978 \ubb38\uc81c\uc810 \ubc0f \ud574\uacb0\ubc29\uc548\uc785\ub2c8\ub2e4.<\/h2>\n

        \ub77c\ubca8 \ud3c9\ud65c\ud654 \uc0ac\uc6a9<\/h3>\n

        \ub77c\ubca8 \ud3c9\ud65c\ud654\ub294 \uc2e0\uacbd\ub9dd \ubc0f \ub525 \ub7ec\ub2dd \uc544\ud0a4\ud14d\ucc98\ub97c \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uc758 \ud6c8\ub828 \ud504\ub85c\uc138\uc2a4\uc5d0 \uc27d\uac8c \ud1b5\ud569\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \uac01 \ud6c8\ub828 \ubc18\ubcf5 \uc911\uc5d0 \uc190\uc2e4\uc744 \uacc4\uc0b0\ud558\uae30 \uc804\uc5d0 \ubaa9\ud45c \ub808\uc774\ube14\uc744 \uc218\uc815\ud558\ub294 \uc791\uc5c5\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n

        \uad6c\ud604 \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n

          \n
        1. \uc6d0-\ud56b \uc778\ucf54\ub529\ub41c \ub300\uc0c1 \ub808\uc774\ube14\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc138\ud2b8\ub97c \uc900\ube44\ud569\ub2c8\ub2e4.<\/li>\n
        2. \uc2e4\ud5d8\uc774\ub098 \ub3c4\uba54\uc778 \uc804\ubb38 \uc9c0\uc2dd\uc744 \uae30\ubc18\uc73c\ub85c \ub77c\ubca8 \ud3c9\ud65c\ud654 \uac12 \u03b5\uc744 \uc815\uc758\ud569\ub2c8\ub2e4.<\/li>\n
        3. \uc55e\uc11c \uc124\uba85\ud55c \ub300\ub85c \ud655\ub960 \uc9c8\ub7c9\uc744 \ubd84\uc0b0\ud558\uc5ec \uc6d0-\ud56b \uc778\ucf54\ub529\ub41c \ub808\uc774\ube14\uc744 \ubd80\ub4dc\ub7ec\uc6b4 \ub808\uc774\ube14\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n
        4. \uc644\ud654\ub41c \ub808\uc774\ube14\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uace0 \ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \uad50\ucc28 \uc5d4\ud2b8\ub85c\ud53c \uc190\uc2e4\uc744 \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n

          \ubb38\uc81c \ubc0f \ud574\uacb0 \ubc29\ubc95<\/h3>\n

          \ub77c\ubca8 \ud3c9\ud65c\ud654\ub294 \uc5ec\ub7ec \uac00\uc9c0 \uc774\uc810\uc744 \uc81c\uacf5\ud558\uc9c0\ub9cc \ub2e4\uc74c\uacfc \uac19\uc740 \ud2b9\uc815 \ubb38\uc81c\ub3c4 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

            \n
          1. \n

            \uc815\ud655\ub3c4\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5:<\/strong> \uacbd\uc6b0\uc5d0 \ub530\ub77c \ub808\uc774\ube14 \ud3c9\ud65c\ud654\ub294 \ubd88\ud655\uc2e4\uc131\uc758 \ub3c4\uc785\uc73c\ub85c \uc778\ud574 \ud6c8\ub828 \uc138\ud2b8\uc5d0 \ub300\ud55c \ubaa8\ub378\uc758 \uc815\ud655\ub3c4\ub97c \uc57d\uac04 \uac10\uc18c\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc77c\ubc18\uc801\uc73c\ub85c \ub808\uc774\ube14 \ud3c9\ud65c\ud654\uc758 \uc8fc\uc694 \ubaa9\ud45c\uc778 \ud14c\uc2a4\ud2b8 \uc138\ud2b8 \ub610\ub294 \ubcf4\uc774\uc9c0 \uc54a\ub294 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n<\/li>\n

          2. \n

            \ucd08\ub9e4\uac1c\ubcc0\uc218 \uc870\uc815:<\/strong> \ud6a8\uacfc\uc801\uc778 \ub77c\ubca8 \ud3c9\ud65c\ud654\ub97c \uc704\ud574\uc11c\ub294 \u03b5\uc5d0 \ub300\ud55c \uc801\uc808\ud55c \uac12\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uac12\uc774 \ub108\ubb34 \ub192\uac70\ub098 \ub0ae\uc73c\uba74 \ubaa8\ub378 \uc131\ub2a5\uc5d0 \ubd80\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uc801\uc758 \u03b5 \uac12\uc744 \ucc3e\ub294 \ub370 \uadf8\ub9ac\ub4dc \uac80\uc0c9\uc774\ub098 \ubb34\uc791\uc704 \uac80\uc0c9\uacfc \uac19\uc740 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd \uae30\uc220\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n

          3. \n

            \uc190\uc2e4 \ud568\uc218 \uc218\uc815:<\/strong> \ub808\uc774\ube14 \ud3c9\ud65c\ud654\ub97c \uad6c\ud604\ud558\ub824\uba74 \ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \uc190\uc2e4 \ud568\uc218\ub97c \uc218\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \uc218\uc815\uc73c\ub85c \uc778\ud574 \ud559\uc2b5 \ud30c\uc774\ud504\ub77c\uc778\uc774 \ubcf5\uc7a1\ud574\uc9c0\uace0 \uae30\uc874 \ucf54\ub4dc\ubca0\uc774\uc2a4\ub97c \uc870\uc815\ud574\uc57c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ol>\n

            \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \uc644\ud654\ud558\uae30 \uc704\ud574 \uc5f0\uad6c\uc790\uc640 \uc2e4\ubb34\uc790\ub294 \ub2e4\uc591\ud55c \u03b5 \uac12\uc744 \uc2e4\ud5d8\ud558\uace0, \uac80\uc99d \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ubaa8\ub378 \uc131\ub2a5\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \uadf8\uc5d0 \ub530\ub77c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \ubbf8\uc138 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ud2b9\uc815 \uc791\uc5c5 \ubc0f \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub300\ud55c \ub808\uc774\ube14 \ud3c9\ud65c\ud654\uc758 \uc601\ud5a5\uc744 \ud3c9\uac00\ud558\ub824\uba74 \ucca0\uc800\ud55c \ud14c\uc2a4\ud2b8\uc640 \uc2e4\ud5d8\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n

            \uc8fc\uc694 \ud2b9\uc9d5 \ubc0f \uae30\ud0c0 \uc720\uc0ac\ud55c \uc6a9\uc5b4\uc640\uc758 \ube44\uad50\ub97c \ud45c\uc640 \ubaa9\ub85d \ud615\ud0dc\ub85c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/h2>\n

            \ub2e4\uc74c\uc740 \ub808\uc774\ube14 \ud3c9\ud65c\ud654\uc640 \uae30\ud0c0 \uad00\ub828 \uc815\uaddc\ud654 \uae30\uc220\uc744 \ube44\uad50\ud55c \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n\n\n\n\n\n
            \uc815\uaddc\ud654 \uae30\ubc95<\/th>\n\ud615\uc9c8<\/th>\n<\/tr>\n<\/thead>\n
            L1 \ubc0f L2 \uc815\uaddc\ud654<\/td>\n\uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \ubaa8\ub378\uc758 \ud070 \uac00\uc911\uce58\uc5d0 \ud398\ub110\ud2f0\ub97c \uc801\uc6a9\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n
            \ud0c8\ub77d<\/td>\n\uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \ud6c8\ub828 \uc911\uc5d0 \ub274\ub7f0\uc744 \ubb34\uc791\uc704\ub85c \ube44\ud65c\uc131\ud654\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n
            \ub370\uc774\ud130 \uc99d\ub300<\/td>\n\ub370\uc774\ud130 \uc138\ud2b8 \ud06c\uae30\ub97c \ub298\ub9ac\uae30 \uc704\ud574 \ud6c8\ub828 \ub370\uc774\ud130\uc758 \ubcc0\ud615\uc744 \ub3c4\uc785\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n
            \ub77c\ubca8 \ud3c9\ud65c\ud654<\/td>\n\ubcf4\uc815\ub41c \uc608\uce21\uc744 \uc7a5\ub824\ud558\uae30 \uc704\ud574 \ub300\uc0c1 \ub808\uc774\ube14\uc744 \ubd80\ub4dc\ub7fd\uac8c \ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \uc774\ub7ec\ud55c \ubaa8\ub4e0 \uae30\uc220\uc740 \ubaa8\ub378 \uc77c\ubc18\ud654\ub97c \uac1c\uc120\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\uc9c0\ub9cc \ub808\uc774\ube14 \ud3c9\ud65c\ud654\ub294 \ub300\uc0c1 \ub808\uc774\ube14\uc5d0 \ubd88\ud655\uc2e4\uc131\uc744 \ub3c4\uc785\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc774 \ub354\uc6b1 \ud655\uc2e4\ud558\uba74\uc11c\ub3c4 \uc2e0\uc911\ud55c \uc608\uce21\uc744 \ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc8fc\ubbc0\ub85c, \ubcf4\uc774\uc9c0 \uc54a\ub294 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc131\ub2a5\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/p>\n

            Label Smoothing\uc5d0 \uad00\ud55c \ubbf8\ub798\uc758 \uad00\uc810\uacfc \uae30\uc220.<\/h2>\n

            \ub77c\ubca8 \uc2a4\ubb34\ub529\uacfc \uac19\uc740 \uc815\uaddc\ud654 \uae30\uc220\uc744 \ud3ec\ud568\ud55c \ub525 \ub7ec\ub2dd \ubc0f \uba38\uc2e0 \ub7ec\ub2dd \ubd84\uc57c\ub294 \uc9c0\uc18d\uc801\uc73c\ub85c \ubc1c\uc804\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc5f0\uad6c\uc790\ub4e4\uc740 \ubaa8\ub378 \uc131\ub2a5\uacfc \uc77c\ubc18\ud654\ub97c \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574 \uace0\uae09 \uc815\uaddc\ud654 \ubc29\ubc95\uacfc \uadf8 \uc870\ud569\uc744 \ud0d0\uc0c9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub77c\ubca8 \ud3c9\ud65c\ud654 \ubc0f \uad00\ub828 \ubd84\uc57c\uc5d0 \ub300\ud55c \ud5a5\ud6c4 \uc5f0\uad6c\uc758 \uba87 \uac00\uc9c0 \uc7a0\uc7ac\uc801\uc778 \ubc29\ud5a5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n

              \n
            1. \n

              \uc801\uc751\ud615 \ub77c\ubca8 \ud3c9\ud65c\ud654:<\/strong> \uc608\uce21\uc5d0 \ub300\ud55c \ubaa8\ub378\uc758 \uc2e0\ub8b0\ub3c4\ub97c \uae30\ubc18\uc73c\ub85c \u03b5 \uac12\uc774 \ub3d9\uc801\uc73c\ub85c \uc870\uc815\ub418\ub294 \uae30\uc220\uc744 \uc870\uc0ac\ud569\ub2c8\ub2e4. \uc774\ub294 \ud6c8\ub828 \uc911\uc5d0 \ub354 \ub9ce\uc740 \uc801\uc751\uc131 \ubd88\ud655\uc2e4\uc131 \uc218\uc900\uc73c\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n

            2. \n

              \ub3c4\uba54\uc778\ubcc4 \ub77c\ubca8 \ud3c9\ud65c\ud654:<\/strong> \ud2b9\uc815 \ub3c4\uba54\uc778\uc774\ub098 \uc791\uc5c5\uc5d0 \ub300\ud55c \ub77c\ubca8 \ud3c9\ud65c\ud654 \uae30\uc220\uc744 \uc870\uc815\ud558\uc5ec \ud6a8\uc728\uc131\uc744 \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n<\/li>\n

            3. \n

              \ub2e4\ub978 \uc815\uaddc\ud654 \uae30\uc220\uacfc\uc758 \uc0c1\ud638 \uc791\uc6a9:<\/strong> \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc5d0\uc11c \ub354 \ub098\uc740 \uc77c\ubc18\ud654\ub97c \ub2ec\uc131\ud558\uae30 \uc704\ud574 \ub77c\ubca8 \ud3c9\ud65c\ud654\uc640 \uae30\ud0c0 \uc815\uaddc\ud654 \ubc29\ubc95 \uac04\uc758 \uc2dc\ub108\uc9c0 \ud6a8\uacfc\ub97c \ud0d0\uc0c9\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n

            4. \n

              \uac15\ud654 \ud559\uc2b5\uc758 \ub77c\ubca8 \ud3c9\ud65c\ud654:<\/strong> \ubcf4\uc0c1\uc758 \ubd88\ud655\uc2e4\uc131\uc774 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud560 \uc218 \uc788\ub294 \uac15\ud654 \ud559\uc2b5 \ubd84\uc57c\ub85c \ub808\uc774\ube14 \ud3c9\ud65c\ud654 \uae30\uc220\uc744 \ud655\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ol>\n

              \ud504\ub85d\uc2dc \uc11c\ubc84\ub97c \uc0ac\uc6a9\ud558\uac70\ub098 \ub77c\ubca8 \ud3c9\ud65c\ud654\uc640 \uc5f0\uacb0\ud558\ub294 \ubc29\ubc95.<\/h2>\n

              \ud504\ub85d\uc2dc \uc11c\ubc84\uc640 \ub77c\ubca8 \uc2a4\ubb34\ub529\uc740 \uae30\uc220 \ud658\uacbd\uc5d0\uc11c \uc11c\ub85c \ub2e4\ub978 \ubaa9\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ubbc0\ub85c \uc9c1\uc811\uc801\uc778 \uad00\ub828\uc774 \uc5c6\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ud504\ub85d\uc2dc \uc11c\ubc84\ub294 \ub2e4\uc591\ud55c \ubc29\uc2dd\uc73c\ub85c \ub77c\ubca8 \ud3c9\ud65c\ud654\ub97c \uad6c\ud604\ud558\ub294 \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uacfc \ud568\uaed8 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

                \n
              1. \n

                \ub370\uc774\ud130 \uc218\uc9d1:<\/strong> \ud504\ub85d\uc2dc \uc11c\ubc84\ub97c \uc0ac\uc6a9\ud558\uba74 \ub2e4\uc591\ud55c \uc9c0\ub9ac\uc801 \uc704\uce58\uc5d0\uc11c \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc218\uc9d1\ud558\uc5ec \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uc5d0 \ub300\ud55c \ud6c8\ub828 \ub370\uc774\ud130\uac00 \ub2e4\uc591\ud55c \uc0ac\uc6a9\uc790 \uc9d1\ub2e8\uc744 \ub300\ud45c\ud558\ub3c4\ub85d \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n

              2. \n

                \uc775\uba85\uc131\uacfc \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638:<\/strong> \ub370\uc774\ud130 \uc218\uc9d1 \uc911\uc5d0 \uc0ac\uc6a9\uc790 \ub370\uc774\ud130\ub97c \uc775\uba85\ud654\ud558\uae30 \uc704\ud574 \ud504\ub85d\uc2dc \uc11c\ubc84\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \ubbfc\uac10\ud55c \uc815\ubcf4\uc5d0 \ub300\ud55c \ubaa8\ub378\uc744 \uad50\uc721\ud560 \ub54c \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n

              3. \n

                \ubaa8\ub378 \uc81c\uacf5\uc744 \uc704\ud55c \ubd80\ud558 \ubd84\uc0b0:<\/strong> \ubc30\ud3ec \ub2e8\uacc4\uc5d0\uc11c\ub294 \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uc758 \uc5ec\ub7ec \uc778\uc2a4\ud134\uc2a4\uc5d0 \uac78\uccd0 \ubaa8\ub378 \ucd94\ub860 \uc694\uccad\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \ub85c\ub4dc \ubc38\ub7f0\uc2f1\ud558\uace0 \ubc30\ud3ec\ud558\ub294 \ub370 \ud504\ub85d\uc2dc \uc11c\ubc84\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n

              4. \n

                \uce90\uc2f1 \ubaa8\ub378 \uc608\uce21:<\/strong> \ud504\ub85d\uc2dc \uc11c\ubc84\ub294 \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uc5d0 \uc758\ud574 \uc218\ud589\ub41c \uc608\uce21\uc744 \uce90\uc2dc\ud558\uc5ec \ubc18\ubcf5 \ucffc\ub9ac\uc5d0 \ub300\ud55c \uc751\ub2f5 \uc2dc\uac04\uacfc \uc11c\ubc84 \ub85c\ub4dc\ub97c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ol>\n

                \ud504\ub85d\uc2dc \uc11c\ubc84\uc640 \ub77c\ubca8 \ud3c9\ud65c\ud654\ub294 \ub3c5\ub9bd\uc801\uc73c\ub85c \uc791\ub3d9\ud558\uc9c0\ub9cc \uc804\uc790\ub294 \uac15\ub825\ud55c \ub370\uc774\ud130 \uc218\uc9d1\uacfc \ub77c\ubca8 \ud3c9\ud65c\ud654 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud6c8\ub828\ub41c \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uc758 \ud6a8\uc728\uc801\uc778 \ubc30\ud3ec\ub97c \ubcf4\uc7a5\ud558\ub294 \ub370 \uc9c0\uc6d0 \uc5ed\ud560\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

                \uad00\ub828\ub41c \ub9c1\ud06c\ub4e4<\/h2>\n

                \ub808\uc774\ube14 \ud3c9\ud65c\ud654 \ubc0f \ub525 \ub7ec\ub2dd \uc801\uc6a9\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \ub0b4\uc6a9\uc744 \ubcf4\ub824\uba74 \ub2e4\uc74c \ub9ac\uc18c\uc2a4\ub97c \uc0b4\ud3b4\ubcf4\uc138\uc694.<\/p>\n

                  \n
                1. \ucef4\ud4e8\ud130 \ube44\uc804\uc744 \uc704\ud55c \ucd08\uae30 \uc544\ud0a4\ud14d\ucc98 \uc7ac\uac80\ud1a0<\/a> \u2013 \ub77c\ubca8 \uc2a4\ubb34\ub529\uc744 \uc18c\uac1c\ud558\ub294 \uc6d0\ubcf8 \uc5f0\uad6c \ub17c\ubb38.<\/li>\n
                2. \ub77c\ubca8 \uc2a4\ubb34\ub529\uc5d0 \ub300\ud55c \uac04\ub2e8\ud55c \uc18c\uac1c<\/a> \u2013 \ucd08\ubcf4\uc790\ub97c \uc704\ud55c \ub77c\ubca8 \uc2a4\ubb34\ub529\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \ud29c\ud1a0\ub9ac\uc5bc\uc785\ub2c8\ub2e4.<\/li>\n
                3. \ub77c\ubca8 \ud3c9\ud65c\ud654 \uc774\ud574<\/a> \u2013 \ub77c\ubca8 \ud3c9\ud65c\ud654\uc640 \ubaa8\ub378 \ud6c8\ub828\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc5d0 \ub300\ud55c \ud3ec\uad04\uc801\uc778 \uc124\uba85\uc785\ub2c8\ub2e4.<\/li>\n<\/ol>","protected":false},"featured_media":468749,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477793","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Label Smoothing<\/mark>","faq_items":[{"question":"What is Label Smoothing?","answer":"

                  Label smoothing is a regularization technique used in machine learning and deep learning models. It involves adding a small amount of uncertainty to the target labels during training to prevent overfitting and improve model generalization.<\/p>"},{"question":"How was Label Smoothing introduced?","answer":"

                  Label smoothing was first introduced in the research paper \"Rethinking the Inception Architecture for Computer Vision\" by Christian Szegedy et al. in 2016. The authors proposed it as a regularization method for large-scale image classification tasks.<\/p>"},{"question":"How does Label Smoothing work?","answer":"

                  Label smoothing modifies the traditional one-hot encoded target labels by distributing the probability mass among all classes. The true label is assigned a value slightly less than one, and the remaining probabilities are divided among other classes, introducing a sense of uncertainty during training.<\/p>"},{"question":"What are the types of Label Smoothing?","answer":"

                  There are two common types of label smoothing: fixed label smoothing and annealing label smoothing. Fixed label smoothing uses a constant value for uncertainty throughout training, while annealing label smoothing gradually decreases the uncertainty over time.<\/p>"},{"question":"How can I use Label Smoothing?","answer":"

                  To use label smoothing, modify the target labels before computing the loss during training. Prepare the dataset with one-hot encoded labels, choose a value for uncertainty (\u03b5), and convert the labels into softened labels with the probability distribution.<\/p>"},{"question":"What benefits does Label Smoothing offer?","answer":"

                  Label smoothing improves model robustness and calibration, making it less reliant on individual labels during prediction. It also handles noisy labels better and enhances generalization performance on unseen data.<\/p>"},{"question":"Are there any challenges with Label Smoothing?","answer":"

                  While label smoothing improves generalization, it might slightly reduce accuracy on the training set. Choosing an appropriate \u03b5 value requires experimentation, and implementation may need modification of the loss function.<\/p>"},{"question":"How can Proxy Servers be associated with Label Smoothing?","answer":"

                  Proxy servers are not directly related to label smoothing but can complement it. They can aid in diverse data collection, anonymizing user data, load balancing for model serving, and caching model predictions to optimize performance.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/wiki\/477793","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/wiki\/477793\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/media\/468749"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/media?parent=477793"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}