{"id":477206,"date":"2023-08-09T09:09:19","date_gmt":"2023-08-09T09:09:19","guid":{"rendered":""},"modified":"2023-09-05T11:14:16","modified_gmt":"2023-09-05T11:14:16","slug":"few-shot-learning","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/kr\/wiki\/few-shot-learning\/","title":{"rendered":"\ud4e8\uc0f7 \ud559\uc2b5"},"content":{"rendered":"<h2>\uc18c\uac1c<\/h2>\n<p>\ud4e8\uc0f7 \ud559\uc2b5\uc740 \uc81c\ud55c\ub41c \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ubaa8\ub378 \uad50\uc721 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uae30\uacc4 \ud559\uc2b5 \ubd84\uc57c\uc758 \ucd5c\ucca8\ub2e8 \uc811\uadfc \ubc29\uc2dd\uc785\ub2c8\ub2e4. \ud6c8\ub828\uc744 \uc704\ud574 \ubc29\ub300\ud55c \uc591\uc758 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130\uac00 \ud544\uc694\ud55c \uae30\uc874 \uae30\uacc4 \ud559\uc2b5 \ud328\ub7ec\ub2e4\uc784\uacfc \ub2ec\ub9ac, \ud4e8\uc0f7 \ud559\uc2b5\uc744 \ud1b5\ud574 \ubaa8\ub378\uc740 \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc744 \ud559\uc2b5\ud558\uace0 \uc18c\uc218\uc758 \uc608\ub9cc\uc73c\ub85c \ubcf4\uc774\uc9c0 \uc54a\ub294 \ub370\uc774\ud130\ub97c \uc77c\ubc18\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ud68d\uae30\uc801\uc778 \ubc1c\uc804\uc740 \ucef4\ud4e8\ud130 \ube44\uc804\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ubd80\ud130 \ub85c\ubd07 \uacf5\ud559\uacfc \uc790\ub3d9\ud654\ub41c \uc758\uc0ac \uacb0\uc815 \uc2dc\uc2a4\ud15c\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0 \uc911\uc694\ud55c \uc758\ubbf8\ub97c \uac16\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ud4e8\uc0f7 \ud559\uc2b5\uc758 \uae30\uc6d0<\/h2>\n<p>\ud4e8\uc0f7 \ud559\uc2b5\uc758 \uac1c\ub150\uc740 \uc778\uacf5\uc9c0\ub2a5\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc758 \ucd08\uae30 \uac1c\ubc1c\ub85c \uac70\uc2ac\ub7ec \uc62c\ub77c\uac11\ub2c8\ub2e4. \uc774 \uc811\uadfc\ubc95\uc5d0 \ub300\ud55c \uccab \ubc88\uc9f8 \uc5b8\uae09\uc740 \uc885\uc885 1980\ub144 Tom Mitchell\uc758 \uc791\uc5c5\uc5d0\uc11c \uae30\uc778\ud558\ub294\ub370, \uadf8\ub294 &quot;\uba87 \uac00\uc9c0 \uc608\ub85c\ubd80\ud130 \ud559\uc2b5&quot;\uc774\ub77c\ub294 \uc544\uc774\ub514\uc5b4\ub97c \uc18c\uac1c\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub525\ub7ec\ub2dd\uacfc \uc2e0\uacbd\ub9dd\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 21\uc138\uae30\uac00 \ub418\uc5b4\uc11c\uc57c \ud4e8\uc0f7 \ud559\uc2b5\uc774 \uc2e4\uc81c\ub85c \uc2e4\uc6a9\uc801\uc774\uace0 \ud6a8\uc728\uc801\uc778 \ubc29\ubc95\uc73c\ub85c \uad6c\uccb4\ud654\ub418\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ud4e8\uc0f7 \ud559\uc2b5 \uc774\ud574<\/h2>\n<p>\uae30\ubcf8\uc801\uc73c\ub85c \ud4e8\uc0f7 \ud559\uc2b5\uc758 \ubaa9\ud45c\ub294 \uae30\uacc4\uac00 \ucd5c\uc18c\ud55c\uc758 \uc608\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uac1c\ub150\uc744 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc9c0\ub3c4 \ud559\uc2b5\uacfc \uac19\uc740 \uc804\ud1b5\uc801\uc778 \uae30\uacc4 \ud559\uc2b5 \ubc29\ubc95\uc740 \ud6c8\ub828\uc744 \uc704\ud55c \uc81c\ud55c\ub41c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uc5d0 \uc9c1\uba74\ud560 \ub54c \uc5b4\ub824\uc6c0\uc744 \uacaa\uc2b5\ub2c8\ub2e4. \ud4e8\uc0f7 \ud559\uc2b5\uc740 \uc0ac\uc804 \uc9c0\uc2dd\uacfc \ud559\uc2b5\ub41c \ud45c\ud604\uc744 \ud65c\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud568\uc73c\ub85c\uc368 \uc774\ub7ec\ud55c \ud55c\uacc4\ub97c \uadf9\ubcf5\ud569\ub2c8\ub2e4.<\/p>\n<h2>\ud4e8\uc0f7 \ud559\uc2b5\uc758 \ub0b4\ubd80 \uad6c\uc870<\/h2>\n<p>\ud4e8\uc0f7 \ud559\uc2b5\uc5d0\ub294 \ubaa8\ub378\uc774 \uc18c\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uc5ec\ub7ec \uae30\uc220\uacfc \uc54c\uace0\ub9ac\uc998\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ud4e8\uc0f7 \ud559\uc2b5 \uc2dc\uc2a4\ud15c\uc758 \ub0b4\ubd80 \uad6c\uc870\uc5d0\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<ol>\n<li>\n<p><strong>\uae30\ubcf8 \ud559\uc2b5\uc790<\/strong>: \uae30\ubcf8 \ud559\uc2b5\uc790\ub294 \ubc29\ub300\ud55c \uc591\uc758 \uc77c\ubc18 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud48d\ubd80\ud55c \ud45c\ud604\uc744 \ud559\uc2b5\ud558\ub294 \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0 \uc77c\ubc18\ud654\ud560 \uc218 \uc788\ub294 \ud544\uc218 \uae30\ub2a5\uacfc \ud328\ud134\uc744 \ud3ec\ucc29\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<li>\n<p><strong>\uce21\uc815 \ud559\uc2b5<\/strong>: \uba54\ud2b8\ub9ad \ud559\uc2b5\uc740 \ud4e8\uc0f7 \ud559\uc2b5\uc758 \uc911\uc694\ud55c \uce21\uba74\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \uc0c8 \uc608\uc81c\ub97c \uac01 \ud074\ub798\uc2a4\uc758 \uc0ac\uc6a9 \uac00\ub2a5\ud55c \uba87 \uac00\uc9c0 \uc608\uc81c\uc640 \ube44\uad50\ud560 \uc218 \uc788\ub294 \uc720\uc0ac\uc131 \uce21\uc815\uc744 \ud559\uc2b5\ud558\ub294 \uac83\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<\/li>\n<li>\n<p><strong>\uba54\ud0c0\ub7ec\ub2dd<\/strong>: \ud559\uc2b5\uc744 \uc704\ud55c \ud559\uc2b5(learning to learn)\uc774\ub77c\uace0\ub3c4 \ubd88\ub9ac\ub294 \uba54\ud0c0\ub7ec\ub2dd\uc740 \ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \ubaa8\ub378\uc744 \ub2e4\uc591\ud55c \uad00\ub828 \uc791\uc5c5\uc5d0 \ub178\ucd9c\uc2dc\ucf1c \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \ud6c8\ub828\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub450\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ol>\n<h2>\ud4e8\uc0f7 \ud559\uc2b5\uc758 \uc8fc\uc694 \ud2b9\uc9d5<\/h2>\n<p>\ud4e8\uc0f7 \ud559\uc2b5\uc740 \uae30\uc874 \uae30\uacc4 \ud559\uc2b5 \ubc29\ubc95\uacfc \ucc28\ubcc4\ud654\ub418\ub294 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uae30\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\n<p><strong>\uc2e0\uc18d\ud55c \uc801\uc751<\/strong>: \ud4e8\uc0f7 \ud559\uc2b5 \ubaa8\ub378\uc740 \uba87 \uac00\uc9c0 \uc608\uc2dc\ub9cc\uc73c\ub85c \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud560 \uc218 \uc788\uc5b4 \uad11\ubc94\uc704\ud55c \uc7ac\uad50\uc721\uc758 \ud544\uc694\uc131\uc774 \uc904\uc5b4\ub4ed\ub2c8\ub2e4.<\/p>\n<\/li>\n<li>\n<p><strong>\uc77c\ubc18\ud654<\/strong>: \uc774 \ubaa8\ub378\uc740 \uc774\uc804\uc5d0 \ubcfc \uc218 \uc5c6\uc5c8\ub358 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc778\uc0c1\uc801\uc778 \uc77c\ubc18\ud654 \uae30\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<\/li>\n<li>\n<p><strong>\ud4e8\uc0f7 \uc218\uc5c5<\/strong>: \ud4e8\uc0f7 \ud559\uc2b5\uc740 \ud074\ub798\uc2a4\uac00 \ub9ce\uc9c0\ub9cc \uac01 \ud074\ub798\uc2a4\uc5d0\ub294 \uba87 \uac00\uc9c0 \uc608\ub9cc \uc788\ub294 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ud0c1\uc6d4\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<li>\n<p><strong>\uc804\uc774 \ud559\uc2b5<\/strong>: \ud4e8\uc0f7 \ud559\uc2b5\uc740 \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc5d0 \ub354 \uc798 \uc801\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc758 \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc804\uc774 \ud559\uc2b5\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<h2>\ud4e8\uc0f7 \ud559\uc2b5\uc758 \uc720\ud615<\/h2>\n<p>\ud4e8\uc0f7 \ud559\uc2b5\uc740 \uc5ec\ub7ec \uac00\uc9c0 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c \ubd84\ub958\ub420 \uc218 \uc788\uc73c\uba70 \uac01 \uc811\uadfc \ubc29\uc2dd\uc5d0\ub294 \uace0\uc720\ud55c \uc7a5\uc810\uacfc \uc801\uc6a9 \ubc29\uc2dd\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc77c\ubc18\uc801\uc778 \uc720\ud615\uc785\ub2c8\ub2e4.<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\uc811\uadfc\ud558\ub2e4<\/strong><\/th>\n<th><strong>\uc124\uba85<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\ud504\ub85c\ud1a0\ud0c0\uc785 \ub124\ud2b8\uc6cc\ud06c<\/strong><\/td>\n<td>\uc2ec\uce35 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ud074\ub798\uc2a4 \ud504\ub85c\ud1a0\ud0c0\uc785\uc774 \ud615\uc131\ub418\ub294 \uba54\ud2b8\ub9ad \uacf5\uac04\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><strong>\ub9e4\uce6d \ub124\ud2b8\uc6cc\ud06c<\/strong><\/td>\n<td>\uc9c0\uc6d0 \ubc0f \ucffc\ub9ac \uc608\uc81c\ub97c \ube44\uad50\ud558\uc5ec \uc0c8 \uc778\uc2a4\ud134\uc2a4\ub97c \ubd84\ub958\ud558\ub294 \uc8fc\uc758 \uba54\ucee4\ub2c8\uc998\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><strong>\uc0f4 \ub124\ud2b8\uc6cc\ud06c<\/strong><\/td>\n<td>\uacf5\uc720 \uac00\uc911\uce58\uac00 \uc788\ub294 \ub450 \uac1c\uc758 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubd84\ub958\ub97c \uc704\ud55c \uc720\uc0ac\uc131 \uce21\uc815\ud56d\ubaa9\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><strong>\uba54\ud0c0\ub7ec\ub2dd(MAML)<\/strong><\/td>\n<td>\ubc30\ud3ec \uc911 \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc5d0 \ub300\ud55c \uc801\uc751\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0 \ub300\ud55c \ubaa8\ub378\uc744 \uad50\uc721\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\ud4e8\uc0f7 \ud559\uc2b5 \ud65c\uc6a9 \ubc0f \ubb38\uc81c \ud574\uacb0<\/h2>\n<p>\ud4e8\uc0f7 \ud559\uc2b5\uc758 \uc801\uc6a9 \ubc94\uc704\ub294 \ubc29\ub300\ud558\uba70 \uacc4\uc18d\ud574\uc11c \ud65c\ubc1c\ud55c \uc5f0\uad6c \uac1c\ubc1c \ubd84\uc57c\uac00 \ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud4e8\uc0f7 \ud559\uc2b5\uc744 \uc0ac\uc6a9\ud558\ub294 \uc8fc\uc694 \ubc29\ubc95 \uc911 \uc77c\ubd80\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\n<p><strong>\uac1d\uccb4 \uc778\uc2dd<\/strong>: Few-shot \ud559\uc2b5\uc744 \ud1b5\ud574 \ubaa8\ub378\uc740 \ucd5c\uc18c\ud55c\uc758 \ub77c\ubca8\ub9c1\ub41c \uc608\uc2dc\ub97c \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \uac1d\uccb4\ub97c \ube60\ub974\uac8c \uc778\uc2dd\ud558\uace0 \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<li>\n<p><strong>\uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/strong>: \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uc0c8\ub85c\uc6b4 \uad6c\ubb38 \uad6c\uc870\ub97c \ud30c\uc545\ud558\uace0 \uc81c\ud55c\ub41c \ud14d\uc2a4\ud2b8 \uc0d8\ud50c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0c1\ud669\ubcc4 \uc5b8\uc5b4\ub97c \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<li>\n<p><strong>\uc774\uc0c1 \ud0d0\uc9c0<\/strong>: \ud4e8\uc0f7 \ud559\uc2b5\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud76c\uadc0\ud55c \uc0ac\uac74\uc774\ub098 \uc774\uc0c1 \ud604\uc0c1\uc744 \uc2dd\ubcc4\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<p>\ud4e8\uc0f7 \ud559\uc2b5\uacfc \uad00\ub828\ub41c \uacfc\uc81c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\n<p><strong>\ub370\uc774\ud130 \ubd80\uc871<\/strong>: \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130\uac00 \uc81c\ud55c\ub418\uc5b4 \uc788\uc73c\uba74 \uacfc\uc801\ud569\uc774 \ubc1c\uc0dd\ud558\uace0 \uc77c\ubc18\ud654\uc5d0 \uc5b4\ub824\uc6c0\uc774 \uc788\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<li>\n<p><strong>\uc791\uc5c5 \ubcf5\uc7a1\uc131<\/strong>: \ud4e8\uc0f7 \ud559\uc2b5\uc740 \ubcf5\uc7a1\ud55c \ubcc0\ud615\uc774 \uc788\ub294 \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc744 \ucc98\ub9ac\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<p>\uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uc5f0\uad6c\uc790\ub4e4\uc740 \ub370\uc774\ud130 \uc99d\uac15 \uae30\uc220, \ub3c4\uba54\uc778 \uc9c0\uc2dd \ud1b5\ud569, \uba54\ud0c0 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998 \ubc1c\uc804\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc804\ub7b5\uc744 \ud0d0\uc0c9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\uc8fc\uc694 \ud2b9\uc9d5 \ubc0f \ube44\uad50<\/h2>\n<table>\n<thead>\n<tr>\n<th><strong>\uc790\uadc0<\/strong><\/th>\n<th><strong>\uc124\uba85<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\ud4e8\uc0f7 \ud559\uc2b5<\/strong><\/td>\n<td>\uc2e0\uc18d\ud55c \uc801\uc751\uacfc \uc77c\ubc18\ud654\ub97c \uc704\ud574 \uc18c\uc218\uc758 \uc0ac\ub840\ub97c \ubc14\ud0d5\uc73c\ub85c \ubaa8\ub378\uc744 \ud6c8\ub828\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><strong>\uc81c\ub85c\uc0f7 \ud559\uc2b5<\/strong><\/td>\n<td>\uc758\ubbf8\ub860\uc801 \uc5f0\uad00\uc744 \ud1b5\ud574 \uc608\uc81c\uac00 \uc5c6\ub294 \ud074\ub798\uc2a4\ub97c \uc778\uc2dd\ud558\ub3c4\ub85d \ud4e8\uc0f7 \ud559\uc2b5\uc744 \ud655\uc7a5\ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n<tr>\n<td><strong>\uc804\uc774 \ud559\uc2b5<\/strong><\/td>\n<td>\uc0c8\ub85c\uc6b4 \uc601\uc5ed\uc5d0\uc11c \ud5a5\uc0c1\ub41c \ud559\uc2b5\uc744 \uc704\ud574 \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc758 \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud558\ub294 \uac83\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\ubbf8\ub798 \uc804\ub9dd\uacfc \uae30\uc220<\/h2>\n<p>\ud4e8\uc0f7 \ud559\uc2b5\uc758 \ubbf8\ub798\ub294 \uc218\ub9ce\uc740 \uc601\uc5ed\uc5d0\uc11c AI\uc640 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc7a0\uc7ac\ub825\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\ubbc0\ub85c \uc5c4\uccad\ub09c \uac00\ub2a5\uc131\uc744 \uac16\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubd80 \uc8fc\uc694 \uac1c\ubc1c \uc601\uc5ed\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\n<p><strong>\ud5a5\uc0c1\ub41c \ud4e8\uc0f7 \uc54c\uace0\ub9ac\uc998<\/strong>: \uba54\ud0c0 \ud559\uc2b5 \uae30\uc220\uacfc \uc8fc\uc758 \uba54\ucee4\ub2c8\uc998\uc758 \ubc1c\uc804\uc73c\ub85c \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc5d0 \ub354\uc6b1 \uc798 \uc801\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<li>\n<p><strong>\ub3c4\uba54\uc778 \uc801\uc751<\/strong>: \ub3c4\uba54\uc778 \uc801\uc751\uacfc \uacb0\ud569\ub41c \ud4e8\uc0f7 \ud559\uc2b5\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ubd84\ud3ec\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ubcf4\ub2e4 \uac15\ub825\ud55c \ubaa8\ub378\ub85c \uc774\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n<\/li>\n<li>\n<p><strong>\ub300\ud654\ud615 \ud559\uc2b5<\/strong>: \uc131\ub2a5 \ud5a5\uc0c1\uc744 \uc704\ud574 \uc0ac\uc6a9\uc790\uc758 \ud53c\ub4dc\ubc31\uc744 \uc801\uadf9\uc801\uc73c\ub85c \uad6c\ud560 \uc218 \uc788\ub294 \ub300\ud654\ud615 \ud4e8\uc0f7 \ud559\uc2b5 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<h2>\ud504\ub85d\uc2dc \uc11c\ubc84 \ubc0f \ud4e8\uc0f7 \ud559\uc2b5<\/h2>\n<p>\ud504\ub85d\uc2dc \uc11c\ubc84 \uc790\uccb4\ub294 \ud4e8\uc0f7 \ud559\uc2b5\uacfc \uc9c1\uc811\uc801\uc778 \uad00\ub828\uc774 \uc5c6\uc9c0\ub9cc \uae30\uacc4 \ud559\uc2b5 \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uacfc \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud504\ub85d\uc2dc \uc11c\ubc84\ub294 \ud074\ub77c\uc774\uc5b8\ud2b8\uc640 \uc778\ud130\ub137 \uac04\uc758 \uc911\uac1c\uc790 \uc5ed\ud560\uc744 \ud558\uc5ec \uc0ac\uc6a9\uc790\uc758 IP \uc8fc\uc18c\ub97c \uc228\uae30\uace0 \ubbfc\uac10\ud55c \uc815\ubcf4\ub97c \ubcf4\ud638\ud568\uc73c\ub85c\uc368 \uc775\uba85\uc131\uacfc \ubcf4\uc548\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud4e8\uc0f7 \ud559\uc2b5\uc758 \ub9e5\ub77d\uc5d0\uc11c \ud504\ub85d\uc2dc \uc11c\ubc84\ub97c \uc0ac\uc6a9\ud558\uba74 \uc0ac\uc6a9\uc790 \uac1c\uc778 \uc815\ubcf4\ub97c \ubcf4\ud638\ud558\uace0 \ub370\uc774\ud130 \uc720\ucd9c\uc744 \ubc29\uc9c0\ud558\uba74\uc11c \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\uad00\ub828\ub41c \ub9c1\ud06c\ub4e4<\/h2>\n<p>\ud4e8\uc0f7 \ud559\uc2b5\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \ub2e4\uc74c \ub9ac\uc18c\uc2a4\ub97c \ucc38\uc870\ud558\uc138\uc694.<\/p>\n<ol>\n<li>\n<p><a href=\"https:\/\/towardsdatascience.com\/few-shot-learning-what-is-it-and-how-is-it-done-5b095d8e98b2\" target=\"_new\" rel=\"noopener nofollow\">\ub370\uc774\ud130 \uacfc\ud559\uc744 \ud5a5\ud558\uc5ec - Few-Shot Learning: \uc815\uc758 \ubc0f \uc218\ud589 \ubc29\ubc95<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/1904.05046\" target=\"_new\" rel=\"noopener nofollow\">Arxiv \u2013 Few-shot Learning\uc5d0 \ub300\ud55c \uc885\ud569 \uc124\ubb38\uc870\uc0ac<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/nips.cc\/\" target=\"_new\" rel=\"noopener nofollow\">NeurIPS 2021 \u2013 \uc2e0\uacbd \uc815\ubcf4 \ucc98\ub9ac \uc2dc\uc2a4\ud15c \ucee8\ud37c\ub7f0\uc2a4<\/a><\/p>\n<\/li>\n<\/ol>\n<p>\uacb0\ub860\uc801\uc73c\ub85c \ud4e8\uc0f7 \ud559\uc2b5\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubd84\uc57c\uc758 \ud68d\uae30\uc801\uc778 \ud328\ub7ec\ub2e4\uc784 \uc804\ud658\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc81c\ud55c\ub41c \ub370\uc774\ud130\ub85c \uc2e0\uc18d\ud558\uac8c \uc801\uc751\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc740 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub300\ud55c \uc0c8\ub85c\uc6b4 \uac00\ub2a5\uc131\uc744 \uc5f4\uc5b4\uc8fc\uba70, \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \uae30\uc220 \ubc1c\uc804\uc740 \uc758\uc2ec\ud560 \uc5ec\uc9c0 \uc5c6\uc774 \uae30\uacc4\uac00 \uadf8 \uc5b4\ub290 \ub54c\ubcf4\ub2e4 \ub354 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \ubbf8\ub798\ub97c \ud615\uc131\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>","protected":false},"featured_media":468393,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477206","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Few-shot learning: A Powerful Approach to Generalization in Machine Learning<\/mark>","faq_items":[{"question":"What is few-shot learning?","answer":"<p>Few-shot learning is an advanced approach in machine learning that allows models to learn new tasks and generalize to unseen data with only a small number of examples. Unlike traditional methods that require vast amounts of labeled data, few-shot learning leverages prior knowledge and learned representations for rapid adaptation.<\/p>"},{"question":"How did few-shot learning originate?","answer":"<p>The concept of few-shot learning was first mentioned in the work of Tom Mitchell in 1980. However, it gained practical significance with the advancements in deep learning and neural networks in the 21st century.<\/p>"},{"question":"How does few-shot learning work?","answer":"<p>Few-shot learning involves a base learner, which is a pre-trained model capturing essential features from general data. It also incorporates metric learning and meta-learning techniques to enable quick adaptation to new tasks.<\/p>"},{"question":"What are the key features of few-shot learning?","answer":"<p>Few-shot learning exhibits rapid adaptation, impressive generalization, and excels in scenarios with numerous classes but few examples per class. It also utilizes transfer learning from pre-trained models.<\/p>"},{"question":"What types of few-shot learning exist?","answer":"<p>Few-shot learning can be categorized into several types, including Prototypical Networks, Matching Networks, Siamese Networks, and Meta-learning (MAML).<\/p>"},{"question":"How can few-shot learning be used?","answer":"<p>Few-shot learning finds applications in object recognition, natural language processing, anomaly detection, and more. However, it faces challenges due to data scarcity and task complexity.<\/p>"},{"question":"What are the main characteristics and comparisons with related terms?","answer":"<p>Few-shot learning is compared to zero-shot learning and transfer learning. While few-shot learning adapts quickly with a few examples, zero-shot learning handles classes with zero examples based on semantic associations.<\/p>"},{"question":"What are the future perspectives and technologies related to few-shot learning?","answer":"<p>The future of few-shot learning includes enhanced algorithms, domain adaptation, and interactive learning systems that actively seek user feedback.<\/p>"},{"question":"How are proxy servers associated with few-shot learning?","answer":"<p>Proxy servers, while not directly related to few-shot learning, can enhance the performance and privacy of machine learning systems by collecting data from various sources while preserving user anonymity and preventing data leakage.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/wiki\/477206","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\/477206\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/media\/468393"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/kr\/wp-json\/wp\/v2\/media?parent=477206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}