{"id":12968,"date":"2024-08-19T17:17:37","date_gmt":"2024-08-19T22:17:37","guid":{"rendered":"http:\/\/skimai.com\/?p=12968"},"modified":"2024-08-19T17:17:37","modified_gmt":"2024-08-19T22:17:37","slug":"%eb%aa%87-%ec%83%b7-%ed%95%99%ec%8a%b5%ec%9d%b4%eb%9e%80","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/","title":{"rendered":"\uba87 \uc0f7 \ud559\uc2b5\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?"},"content":{"rendered":"<p>AI\uc5d0\uc11c\ub294 \uc81c\ud55c\ub41c \ub370\uc774\ud130\ub85c \ud6a8\uc728\uc801\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \ub2a5\ub825\uc774 \uc911\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. AI \ubaa8\ub378\uc774 \uc9c0\uc2dd\uc744 \uc2b5\ub4dd\ud558\uace0 \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc5d0 \uc801\uc751\ud558\ub294 \ubc29\uc2dd\uc744 \uac1c\uc120\ud558\ub294 \uc811\uadfc \ubc29\uc2dd\uc778 \uba87 \uc0f7 \ud559\uc2b5\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4. <\/p>\n\n\n<p>\uadf8\ub807\ub2e4\uba74 \uba87 \uc0f7 \ud559\uc2b5\uc774\ub780 \uc815\ud655\ud788 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\ubaa9\ucc28<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ud1a0\uae00<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Defining_Few_Shot_Learning\" >\uba87 \uc0f7 \ud559\uc2b5 \uc815\uc758\ud558\uae30<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#The_Challenge_of_Data_Scarcity_in_AI\" >AI\uc758 \ub370\uc774\ud130 \ubd80\uc871 \ubb38\uc81c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Few_Shot_Learning_vs_Traditional_Supervised_Learning\" >\uba87 \ubc88\uc758 \uc0f7 \ud559\uc2b5 \ub300 \uae30\uc874\uc758 \uc9c0\ub3c4 \ud559\uc2b5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Limitations_of_Conventional_Approaches\" >\uae30\uc874 \uc811\uadfc \ubc29\uc2dd\uc758 \ud55c\uacc4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#How_Few_Shot_Learning_Addresses_These_Challenges\" >\uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uba87 \uc548 \ub418\ub294 \uc0f7 \ud559\uc2b5 \ubc29\ubc95<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#The_Spectrum_of_Sample-Efficient_Learning\" >\ud6a8\uc728\uc801\uc778 \uc0d8\ud50c \ud559\uc2b5\uc758 \uc2a4\ud399\ud2b8\ub7fc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Zero_Shot_Learning_Learning_without_examples\" >\uc81c\ub85c \uc0f7 \ud559\uc2b5: \uc608\uc81c \uc5c6\uc774 \ud559\uc2b5\ud558\uae30<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#One_Shot_Learning_Learning_from_a_single_instance\" >\uc6d0\uc0f7 \ud559\uc2b5: \ub2e8\uc77c \uc778\uc2a4\ud134\uc2a4\uc5d0\uc11c \ud559\uc2b5\ud558\uae30<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Few_Shot_Learning_Mastering_tasks_with_minimal_data\" >\uba87 \ubc88\uc758 \uc0f7 \ud559\uc2b5: \ucd5c\uc18c\ud55c\uc758 \ub370\uc774\ud130\ub85c \uc791\uc5c5 \ub9c8\uc2a4\ud130\ud558\uae30<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Core_Concepts_in_Few_Shot_Learning\" >\uba87 \uc0f7 \ud559\uc2b5\uc758 \ud575\uc2ec \uac1c\ub150<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#N-way_K-shot_classification_explained\" >N-\ubc29\ud5a5 K-\uc0f7 \ubd84\ub958 \uc124\uba85<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#The_role_of_support_and_query_sets\" >\uc9c0\uc6d0 \ubc0f \ucffc\ub9ac \uc9d1\ud569\uc758 \uc5ed\ud560<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Approaches_to_Few_Shot_Learning\" >\uba87 \uc0f7 \ud559\uc2b5\uc5d0 \ub300\ud55c \uc811\uadfc \ubc29\uc2dd<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Data-level_techniques\" >\ub370\uc774\ud130 \uc218\uc900 \uae30\uc220<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Parameter-level_strategies\" >\ub9e4\uac1c\ubcc0\uc218 \uc218\uc900 \uc804\ub7b5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Metric-based_methods\" >\uba54\ud2b8\ub9ad \uae30\ubc18 \ubc29\ubc95<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Gradient-based_meta-learning\" >\uadf8\ub77c\ub370\uc774\uc158 \uae30\ubc18 \uba54\ud0c0 \ud559\uc2b5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Applications_Across_Industries\" >\uc0b0\uc5c5 \uc804\ubc18\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Computer_Vision_From_image_classification_to_object_detection\" >\ucef4\ud4e8\ud130 \ube44\uc804: \uc774\ubbf8\uc9c0 \ubd84\ub958\ubd80\ud130 \ubb3c\uccb4 \uac10\uc9c0\uae4c\uc9c0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Natural_Language_Processing_Adapting_language_models\" >\uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5b8\uc5b4 \ubaa8\ub378 \uc801\uc6a9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Robotics_Quick_adaptation_in_new_environments\" >\ub85c\ubd07 \uacf5\ud559: \uc0c8\ub85c\uc6b4 \ud658\uacbd\uc5d0\uc11c\uc758 \ube60\ub978 \uc801\uc751<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Healthcare_Tackling_rare_conditions_with_limited_data\" >\uc758\ub8cc \uc11c\ube44\uc2a4: \uc81c\ud55c\ub41c \ub370\uc774\ud130\ub85c \ud76c\uadc0 \uc9c8\ud658\uc5d0 \ub300\ucc98\ud558\uae30<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#Challenges_and_Future_Directions_in_Few_Shot_Learning\" >\uba87 \uc0f7 \ud559\uc2b5\uc758 \uacfc\uc81c\uc640 \ud5a5\ud6c4 \ubc29\ud5a5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/skimai.com\/ko\/what-is-few-shot-learning\/#The_Bottom_Line\" >\uacb0\ub860<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Defining_Few_Shot_Learning\"><\/span>\uba87 \uc0f7 \ud559\uc2b5 \uc815\uc758\ud558\uae30<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uba87 \uc0f7 \ud559\uc2b5\uc740 \ud601\uc2e0\uc801\uc778 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%eb%a8%b8%ec%8b%a0-%eb%9f%ac%eb%8b%9d-%ed%94%84%eb%a1%9c%ec%a0%9d%ed%8a%b8-%ec%8b%9c%ec%9e%91-%ec%b2%b4%ed%81%ac%eb%a6%ac%ec%8a%a4%ed%8a%b8\/\">\uba38\uc2e0 \ub7ec\ub2dd<\/a> AI \ubaa8\ub378\uc774 \uc18c\uc218\uc758 \uc608\uc81c\ub9cc\uc73c\ub85c \uc0c8\ub85c\uc6b4 \uac1c\ub150\uc774\ub098 \uc791\uc5c5\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ud328\ub7ec\ub2e4\uc784\uc785\ub2c8\ub2e4. \ubc29\ub300\ud55c \uc591\uc758 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ud559\uc2b5 \ub370\uc774\ud130\uac00 \ud544\uc694\ud55c \uae30\uc874\uc758 \uc9c0\ub3c4 \ud559\uc2b5 \ubc29\ubc95\uacfc \ub2ec\ub9ac, \uba87 \uc0f7 \ud559\uc2b5 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uba74 \uc801\uc740 \uc218\uc758 \uc0d8\ud50c\ub9cc\uc73c\ub85c \ubaa8\ub378\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc77c\ubc18\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ub9ce\uc740 \ubc18\ubcf5 \uc5c6\uc774\ub3c4 \uc0c8\ub85c\uc6b4 \uc544\uc774\ub514\uc5b4\ub97c \ube60\ub974\uac8c \ud30c\uc545\ud558\ub294 \uc778\uac04\uc758 \ub2a5\ub825\uc744 \ubaa8\ubc29\ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>\uba87 \uc0f7 \ud559\uc2b5\uc758 \ud575\uc2ec\uc740 \uc0ac\uc804 \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud558\uace0 \uc0c8\ub85c\uc6b4 \uc2dc\ub098\ub9ac\uc624\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud558\ub294 \ub2a5\ub825\uc5d0 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc774 '\ud559\uc2b5\ud558\ub294 \ubc29\ubc95'\uc744 \ubc30\uc6b0\ub294 \uba54\ud0c0 \ud559\uc2b5\uacfc \uac19\uc740 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec Few Shot Learning \uc54c\uace0\ub9ac\uc998\uc740 \ucd5c\uc18c\ud55c\uc758 \ucd94\uac00 \uad50\uc721\uc73c\ub85c \ub2e4\uc591\ud55c \uc791\uc5c5\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc720\uc5f0\uc131 \ub355\ubd84\uc5d0 \ub370\uc774\ud130\uac00 \ubd80\uc871\ud558\uac70\ub098 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4e4\uac70\ub098 \uc9c0\uc18d\uc801\uc73c\ub85c \uc9c4\ud654\ud558\ub294 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/cbd8bcd0-5ebe-4231-bfda-ae51cd7e0ff5.png\" alt=\"\uc608, \ud55c\uc9c0\uc544 &amp; \uc169, \uc0f9\ub871 &amp; \uc794, \ub354\ucd28. (2020). \uc801\uc751\ud615 \ucd08\uae30\ud654 \uc791\uc5c5 \ucd5c\uc801\ud654\uae30\ub97c \uc0ac\uc6a9\ud55c \uba87 \uc0f7 \ud559\uc2b5: \uc2e4\uc6a9\uc801\uc778 \uba54\ud0c0 \ud559\uc2b5 \uc811\uadfc \ubc29\uc2dd. Machine Learning. 109. 10.1007\/s10994-019-05838-7. \" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Challenge_of_Data_Scarcity_in_AI\"><\/span>AI\uc758 \ub370\uc774\ud130 \ubd80\uc871 \ubb38\uc81c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\ubaa8\ub4e0 \ub370\uc774\ud130\uac00 \ub611\uac19\uc774 \uc0dd\uc131\ub418\ub294 \uac83\uc740 \uc544\ub2c8\uba70, \uace0\ud488\uc9c8\uc758 \ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130\ub294 \ud76c\uadc0\ud558\uace0 \uadc0\uc911\ud55c \uc0c1\ud488\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud76c\uc18c\uc131\uc740 \ub9cc\uc871\uc2a4\ub7ec\uc6b4 \uc131\ub2a5\uc744 \ub2ec\uc131\ud558\uae30 \uc704\ud574 \uc77c\ubc18\uc801\uc73c\ub85c \uc218\ucc9c \ub610\ub294 \uc218\ubc31\ub9cc \uac1c\uc758 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \uc608\uc81c\uac00 \ud544\uc694\ud55c \uae30\uc874\uc758 \uc9c0\ub3c4 \ud559\uc2b5 \uc811\uadfc \ubc29\uc2dd\uc5d0 \uc0c1\ub2f9\ud55c \ub3c4\uc804\uc774 \ub429\ub2c8\ub2e4.<\/p>\n\n\n<p>\ub370\uc774\ud130 \ubd80\uc871 \ubb38\uc81c\ub294 \ud76c\uadc0 \uc9c8\ud658\uc73c\ub85c \uc778\ud574 \ubb38\uc11c\ud654\ub41c \uc0ac\ub840\uac00 \uc81c\ud55c\uc801\uc778 \uc758\ub8cc \ubd84\uc57c\ub098 \uc0c8\ub85c\uc6b4 \ubc94\uc8fc\uc758 \ub370\uc774\ud130\uac00 \uc790\uc8fc \ub4f1\uc7a5\ud558\ub294 \uae09\ubcc0\ud558\ub294 \ud658\uacbd\uc5d0\uc11c \ud2b9\ud788 \uc2ec\uac01\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc218\uc9d1\ud558\uace0 \ub77c\ubca8\uc744 \uc9c0\uc815\ud558\ub294 \ub370 \ud544\uc694\ud55c \uc2dc\uac04\uacfc \ub9ac\uc18c\uc2a4\uac00 \uc5c4\uccad\ub098\uac8c \ub9ce\uc774 \uc18c\uc694\ub418\uc5b4 AI \uac1c\ubc1c \ubc0f \ubc30\ud3ec\uc5d0 \ubcd1\ubaa9 \ud604\uc0c1\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Few_Shot_Learning_vs_Traditional_Supervised_Learning\"><\/span>\uba87 \ubc88\uc758 \uc0f7 \ud559\uc2b5 \ub300 \uae30\uc874\uc758 \uc9c0\ub3c4 \ud559\uc2b5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uc18c\uc218 \uc0f7 \ud559\uc2b5\uc758 \ud6a8\uacfc\ub97c \uc644\uc804\ud788 \uc774\ud574\ud558\ub824\uba74 \uae30\uc874\uc758 \uc9c0\ub3c4 \ud559\uc2b5 \ubc29\ubc95\uacfc \uc5b4\ub5bb\uac8c \ub2e4\ub978\uc9c0, \uadf8\ub9ac\uace0 \uc774\ub7ec\ud55c \ucc28\uc774\uac00 \uc2e4\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc65c \uc911\uc694\ud55c\uc9c0 \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Limitations_of_Conventional_Approaches\"><\/span>\uae30\uc874 \uc811\uadfc \ubc29\uc2dd\uc758 \ud55c\uacc4<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uc804\ud1b5 <a rel=\"noopener noreferrer\" href=\"https:\/\/www.ibm.com\/topics\/supervised-learning\">\uc9c0\ub3c4 \ud559\uc2b5<\/a> \ub294 \uac04\ub2e8\ud558\uc9c0\ub9cc \ub370\uc774\ud130\ub97c \ub9ce\uc774 \ud544\uc694\ub85c \ud558\ub294 \uc6d0\ub9ac\uc5d0 \uc758\uc874\ud569\ub2c8\ub2e4. \uc989, \ubaa8\ub378\uc774 \ud559\uc2b5\ud558\ub294 \ub3d9\uc548 \ub354 \ub9ce\uc740 \uc608\uc81c\ub97c \ubcfc\uc218\ub85d \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\ud558\ub294 \ub2a5\ub825\uc774 \ud5a5\uc0c1\ub41c\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uad04\ubaa9\ud560 \ub9cc\ud55c \uc131\uacfc\ub97c \uac70\ub450\uc5c8\uc9c0\ub9cc \uba87 \uac00\uc9c0 \uc911\uc694\ud55c \ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\ub370\uc774\ud130 \uc885\uc18d\uc131: <\/strong>\uae30\uc874 \ubaa8\ub378\uc740 \uc81c\ud55c\ub41c \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \uc9c1\uba74\ud588\uc744 \ub54c \uc885\uc885 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc73c\uba70 \uacfc\uc801\ud569 \ub610\ub294 \uc77c\ubc18\ud654 \ubd88\ub7c9\uc73c\ub85c \uc774\uc5b4\uc9d1\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc720\uc5f0\uc131:<\/strong> \uc77c\ub2e8 \ud6c8\ub828\ub41c \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ud6c8\ub828\ub41c \ud2b9\uc815 \uc791\uc5c5\uc5d0\uc11c\ub9cc \uc798 \uc218\ud589\ud558\uba70, \uc0c8\ub85c\uc6b4 \uad00\ub828 \uc791\uc5c5\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud558\ub294 \ub2a5\ub825\uc774 \ubd80\uc871\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ub9ac\uc18c\uc2a4 \uc9d1\uc57d\ub3c4: <\/strong>\ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc138\ud2b8\ub97c \uc218\uc9d1\ud558\uace0 \ub77c\ubca8\uc744 \ubd99\uc774\ub294 \uc791\uc5c5\uc740 \uc2dc\uac04\uacfc \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4e4\uace0, \ud2b9\ud788 \uc804\ubb38\uc801\uc774\uac70\ub098 \ube60\ub974\uac8c \uc9c4\ud654\ud558\ub294 \ub3c4\uba54\uc778\uc5d0\uc11c\ub294 \ube44\ud604\uc2e4\uc801\uc778 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc9c0\uc18d\uc801\uc778 \uc5c5\ub370\uc774\ud2b8: <\/strong>\uc0c8\ub85c\uc6b4 \ubc94\uc8fc\uc758 \ub370\uc774\ud130\uac00 \uc790\uc8fc \ub4f1\uc7a5\ud558\ub294 \uc5ed\ub3d9\uc801\uc778 \ud658\uacbd\uc5d0\uc11c\ub294 \uae30\uc874 \ubaa8\ub378\uc774 \uad00\ub828\uc131\uc744 \uc720\uc9c0\ud558\uae30 \uc704\ud574 \uc9c0\uc18d\uc801\uc778 \uc7ac\uad50\uc721\uc774 \ud544\uc694\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li>\n<\/ol>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/c197fcea-58ec-452d-ad1f-81bcea3bfd96.png\" alt=\"\uc580, \ub9c8 &amp; \ub9ac\uc6b0, \uac15 &amp; \uad00, \uc9c0\ube48 &amp; \uc2e0\uce74\uc774, \uc26c &amp; \uccb8, \uc26c &amp; \ubc14\uc624, \ud64d. (2018). \ubc30\uacbd \uc99d\uac15 \uc0dd\uc131\uc801 \uc801\ub300 \ub124\ud2b8\uc6cc\ud06c(BAGAN): GAN \uc99d\uac15 3D \ud569\uc131\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ud6a8\uacfc\uc801\uc778 \ub370\uc774\ud130 \uc0dd\uc131. Symmetry. 10. 734. 10.3390\/SYM10120734. \" \/>\n<\/figure>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_Few_Shot_Learning_Addresses_These_Challenges\"><\/span>\uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uba87 \uc548 \ub418\ub294 \uc0f7 \ud559\uc2b5 \ubc29\ubc95<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uba87 \uc0f7 \ud559\uc2b5\uc740 \uc774\ub7ec\ud55c \ud55c\uacc4\ub97c \ud574\uacb0\ud558\ub294 \ub370 \uc788\uc5b4 \ud328\ub7ec\ub2e4\uc784\uc744 \uc804\ud658\ud558\uc5ec \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \ub300\ud55c \ubcf4\ub2e4 \uc720\uc5f0\ud558\uace0 \ud6a8\uc728\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\uc0d8\ud50c \ud6a8\uc728\uc131: <\/strong>\uba54\ud0c0\ub7ec\ub2dd \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \uba87 \uac00\uc9c0 \uc608\uc81c\ub9cc\uc73c\ub85c \uc77c\ubc18\ud654\ud560 \uc218 \uc788\uc5b4 \ub370\uc774\ud130\uac00 \ubd80\uc871\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc778 \uba87 \uc0f7 \ud559\uc2b5 \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ube60\ub978 \uc801\uc751:<\/strong> \uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc774\ub098 \uce74\ud14c\uace0\ub9ac\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc73c\uba70, \uc885\uc885 \uc18c\uc218\uc758 \uc608\uc81c\ub9cc\uc73c\ub85c\ub3c4 \uc88b\uc740 \uc131\uacfc\ub97c \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ub9ac\uc18c\uc2a4 \ucd5c\uc801\ud654:<\/strong> \uc81c\ud55c\ub41c \ub370\uc774\ud130\uc5d0\uc11c \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \uae30\ub2a5\uc744 \uac16\ucd98 \uba87 \uc0f7 \ud559\uc2b5\uc740 \uad11\ubc94\uc704\ud55c \ub370\uc774\ud130 \uc218\uc9d1\uacfc \ub77c\ubca8\ub9c1\uc758 \ud544\uc694\uc131\uc744 \uc904\uc5ec \uc2dc\uac04\uacfc \ub9ac\uc18c\uc2a4\ub97c \uc808\uc57d\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc9c0\uc18d\uc801\uc778 \ud559\uc2b5: <\/strong>\uc0f7 \ub7ec\ub2dd \uc811\uadfc \ubc29\uc2dd\uc740 \ubcf8\uc9c8\uc801\uc73c\ub85c \ubaa8\ub378\uc774 \uc774\uc804\uc5d0 \ud559\uc2b5\ud55c \uc815\ubcf4\ub97c \uc78a\uc9c0 \uc54a\uace0 \uc0c8\ub85c\uc6b4 \uc9c0\uc2dd\uc744 \ud1b5\ud569\ud574\uc57c \ud558\ub294 \uc5f0\uc18d \ud559\uc2b5 \uc2dc\ub098\ub9ac\uc624\uc5d0 \ub354 \uc801\ud569\ud55c \uacbd\uc6b0\uac00 \uac70\uc758 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ub2e4\uc6a9\ub3c4\uc131:<\/strong> \uba87 \uc7a5\uc758 \uc774\ubbf8\uc9c0 \ubd84\ub958\uc640 \uac19\uc740 \ucef4\ud4e8\ud130 \ube44\uc804 \uc791\uc5c5\ubd80\ud130 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 Few Shot Learning\uc740 \ub2e4\uc591\ud55c \uc601\uc5ed\uc5d0\uc11c \ub180\ub77c\uc6b4 \ub2e4\uc7ac\ub2e4\ub2a5\ud568\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p><\/li>\n<\/ol>\n\n\n<p>\uc774\ub7ec\ud55c \uacfc\uc81c\ub97c \ud574\uacb0\ud568\uc73c\ub85c\uc368 \uba87 \uc0f7 \ud559\uc2b5\uc740 AI \uac1c\ubc1c\uc758 \uc0c8\ub85c\uc6b4 \uac00\ub2a5\uc131\uc744 \uc5f4\uc5b4 \ub354\uc6b1 \uc801\uc751\ub825 \uc788\uace0 \ud6a8\uc728\uc801\uc778 \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. <\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Spectrum_of_Sample-Efficient_Learning\"><\/span>\ud6a8\uc728\uc801\uc778 \uc0d8\ud50c \ud559\uc2b5\uc758 \uc2a4\ud399\ud2b8\ub7fc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\ud544\uc694\ud55c \ud559\uc2b5 \ub370\uc774\ud130\uc758 \uc591\uc744 \ucd5c\uc18c\ud654\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\ub294 \ud765\ubbf8\ub85c\uc6b4 \uc811\uadfc \ubc29\uc2dd\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc2a4\ud399\ud2b8\ub7fc\uc5d0\ub294 \uc81c\ub85c \uc0f7 \ud559\uc2b5, \uc6d0\uc0f7 \ud559\uc2b5, \uc18c\uc218 \uc0f7 \ud559\uc2b5\uc774 \ud3ec\ud568\ub418\uba70, \uac01\uac01\uc740 \uc81c\ud55c\ub41c \uc608\uc81c\uc5d0\uc11c \ud559\uc2b5\ud574\uc57c \ud558\ub294 \uacfc\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \uace0\uc720\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Zero_Shot_Learning_Learning_without_examples\"><\/span>\uc81c\ub85c \uc0f7 \ud559\uc2b5: \uc608\uc81c \uc5c6\uc774 \ud559\uc2b5\ud558\uae30<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uc0d8\ud50c \ud6a8\uc728\uc131\uc758 \uadf9\ud55c\uc5d0\ub294 \uc81c\ub85c \uc0f7 \ud559\uc2b5\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub180\ub77c\uc6b4 \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \ubaa8\ub378\uc740 \ud559\uc2b5 \uc911\uc5d0 \ubcf8 \uc801\uc774 \uc5c6\ub294 \ud074\ub798\uc2a4\uc758 \uc778\uc2a4\ud134\uc2a4\ub97c \uc778\uc2dd\ud558\uac70\ub098 \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc81c\ub85c \uc0f7 \ud559\uc2b5\uc740 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \uc608\uc81c\uc5d0 \uc758\uc874\ud558\ub294 \ub300\uc2e0 \ud14d\uc2a4\ud2b8 \uc124\uba85\uc774\ub098 \uc18d\uc131 \uae30\ubc18 \ud45c\ud604\uacfc \uac19\uc740 \ubcf4\uc870 \uc815\ubcf4\ub97c \ud65c\uc6a9\ud558\uc5ec \ubcf4\uc774\uc9c0 \uc54a\ub294 \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>\uc608\ub97c \ub4e4\uc5b4, \uc81c\ub85c \uc0f7 \ud559\uc2b5 \ubaa8\ub378\uc740 \uc774\uc804\uc5d0 \ubcf8 \uc801\uc774 \uc5c6\ub294 \uc0c8\ub85c\uc6b4 \ub3d9\ubb3c \uc885\uc744 \uadf8 \ud2b9\uc9d5\uc5d0 \ub300\ud55c \ud14d\uc2a4\ud2b8 \uc124\uba85\ub9cc\uc73c\ub85c \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae30\ub2a5\uc740 \uac00\ub2a5\ud55c \ubaa8\ub4e0 \ud074\ub798\uc2a4\uc5d0 \ub300\ud574 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \uc608\uc2dc\ub97c \uc5bb\ub294 \uac83\uc774 \ube44\ud604\uc2e4\uc801\uc774\uac70\ub098 \ubd88\uac00\ub2a5\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"One_Shot_Learning_Learning_from_a_single_instance\"><\/span>\uc6d0\uc0f7 \ud559\uc2b5: \ub2e8\uc77c \uc778\uc2a4\ud134\uc2a4\uc5d0\uc11c \ud559\uc2b5\ud558\uae30<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uc2a4\ud399\ud2b8\ub7fc\uc744 \ub530\ub77c\uac00\ub2e4 \ubcf4\uba74 \ubaa8\ub378\uc774 \ub2e8 \ud55c \ubc88\uc758 \uc608\uc2dc\ub97c \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \ud074\ub798\uc2a4\ub97c \uc778\uc2dd\ud558\ub294 \ubc29\ubc95\uc744 \ud559\uc2b5\ud558\ub294 \uc6d0\uc0f7 \ud559\uc2b5(One Shot Learning)\uc744 \ub9cc\ub098\uac8c \ub429\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \uc778\uac04\uc758 \uc778\uc9c0 \ub2a5\ub825\uc5d0\uc11c \uc601\uac10\uc744 \uc5bb\uc5b4 \uc0c8\ub85c\uc6b4 \uac1c\ub150\uc744 \ud55c \ubc88\ub9cc \ubcf4\uace0\ub3c4 \ube60\ub974\uac8c \ud30c\uc545\ud558\ub294 \uc778\uac04\uc758 \ub2a5\ub825\uc744 \ubaa8\ubc29\ud55c \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n<p>\uc6d0\uc0f7 \ud559\uc2b5 \uae30\ubc95\uc740 \uc815\uad50\ud55c \uc720\uc0ac\uc131 \uce21\uc815\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uc0ac\ub840\ub97c \uc774\uc804\uc5d0 \ubcf8 \ub2e8\uc77c \uc0ac\ub840\uc640 \ube44\uad50\ud558\ub294 \ub370 \uc758\uc874\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \uc2dc\uc2a4\ud15c\uc774 \ud55c \uc7a5\uc758 \uc0ac\uc9c4\uc5d0\uc11c \uc0ac\ub78c\uc744 \uc2dd\ubcc4\ud558\ub294 \ubc29\ubc95\uc744 \ud559\uc2b5\ud558\ub294 \uc5bc\uad74 \uc778\uc2dd\uacfc \uac19\uc740 \ubd84\uc57c\uc5d0\uc11c \uad04\ubaa9\ud560 \ub9cc\ud55c \uc131\uacf5\uc744 \uac70\ub450\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/7c090d1a-e29b-4dbe-af1a-cb4b55ae4ff0.png\" alt=\"\uc544\uac00\ub974\uc648, \uc2dc\ubc29\ud06c &amp; \uad6c\ub514, \ub77c\ube48\ub4dc\ub77c &amp; \uc0ad\uc138\ub098, \ud30c\ub808\uc26c. (2022). \uc218\uc9c0 \uc2dd\ubcc4 \ucf54\ub4dc\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ud50c\ub77c\uc2a4\ud2f1 \ud3d0\uae30\ubb3c \ubd84\ub9ac\ub97c\uc704\ud55c \uc774\ubbf8\uc9c0 \ubd84\ub958 \uc811\uadfc\ubc95. \uc778\ub3c4 \uad6d\ub9bd \uacf5\ud559 \uc544\uce74\ub370\ubbf8\uc758 \uac70\ub798. 7. 10.1007\/s41403-022-00324-4. \" \/>\n<\/figure>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Few_Shot_Learning_Mastering_tasks_with_minimal_data\"><\/span>\uba87 \ubc88\uc758 \uc0f7 \ud559\uc2b5: \ucd5c\uc18c\ud55c\uc758 \ub370\uc774\ud130\ub85c \uc791\uc5c5 \ub9c8\uc2a4\ud130\ud558\uae30<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uc18c\uc218 \uc0f7 \ud559\uc2b5\uc740 \uc6d0\uc0f7 \ud559\uc2b5\uc758 \uac1c\ub150\uc744 \uc0c8\ub85c\uc6b4 \ud074\ub798\uc2a4\ub9c8\ub2e4 \uc801\uc740 \uc218(\uc77c\ubc18\uc801\uc73c\ub85c 2~5\uac1c)\uc758 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \uc608\uc81c\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc2dc\ub098\ub9ac\uc624\ub85c \ud655\uc7a5\ud55c \uac83\uc785\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \uc81c\ub85c \ubc0f \uc6d0\uc0f7 \ud559\uc2b5\uc758 \uadf9\ub2e8\uc801\uc778 \ub370\uc774\ud130 \ud6a8\uc728\uc131\uacfc \ub370\uc774\ud130 \uc18c\ubaa8\uac00 \ub9ce\uc740 \uae30\uc874\uc758 \uc9c0\ub3c4 \ud559\uc2b5 \ubc29\ubc95 \uc0ac\uc774\uc758 \uade0\ud615\uc744 \ub9de\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\uba87 \uac00\uc9c0 \uc0f7 \ub7ec\ub2dd \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uba74 \uba87 \uac00\uc9c0 \uc608\uc81c\ub9cc\uc73c\ub85c \ubaa8\ub378\uc774 \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc774\ub098 \uc218\uc5c5\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \ub370\uc774\ud130 \ubd80\uc871\uc774 \uc2ec\uac01\ud55c \ubb38\uc81c\uc778 \uc601\uc5ed\uc5d0\uc11c \ub9e4\uc6b0 \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \uba54\ud0c0 \ud559\uc2b5 \uc804\ub7b5\uc744 \ud65c\uc6a9\ud558\uc5ec \ud559\uc2b5 \ubc29\ubc95\uc744 \ud559\uc2b5\ud568\uc73c\ub85c\uc368 \uc81c\ud55c\ub41c \ub370\uc774\ud130\ub85c \ud6a8\uacfc\uc801\uc73c\ub85c \uc77c\ubc18\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Core_Concepts_in_Few_Shot_Learning\"><\/span>\uba87 \uc0f7 \ud559\uc2b5\uc758 \ud575\uc2ec \uac1c\ub150<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uba87 \ubc88\uc758 \uc0f7 \ud559\uc2b5\uc758 \ud798\uc744 \uc644\uc804\ud788 \uc774\ud574\ud558\ub824\uba74 \uc774 \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \ub4b7\ubc1b\uce68\ud558\ub294 \uba87 \uac00\uc9c0 \uae30\ubcf8 \uac1c\ub150\uc744 \uc774\ud574\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"N-way_K-shot_classification_explained\"><\/span>N-\ubc29\ud5a5 K-\uc0f7 \ubd84\ub958 \uc124\uba85<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uba87 \uc0f7 \ud559\uc2b5\uc758 \ud575\uc2ec\uc5d0\ub294 N-\ubc29\ud5a5 K-\uc0f7 \ubd84\ub958 \ud504\ub808\uc784\uc6cc\ud06c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc6a9\uc5b4\ub294 \uc18c\uc218 \uc0f7 \ud559\uc2b5 \uc791\uc5c5\uc758 \uad6c\uc870\ub97c \uc124\uba85\ud569\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>N-way\ub294 \uc8fc\uc5b4\uc9c4 \uc791\uc5c5\uc5d0\uc11c \ubaa8\ub378\uc774 \uad6c\ubd84\ud574\uc57c \ud558\ub294 \ud074\ub798\uc2a4 \uc218\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p><\/li><li><p>K-\uc0f7\uc740 \uac01 \uc218\uc5c5\uc5d0 \uc81c\uacf5\ub418\ub294 \uc608\uc81c \uc218\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p><\/li>\n<\/ul>\n\n\n<p>\uc608\ub97c \ub4e4\uc5b4, 5\ubc29\ud5a5 3\uc0f7 \ubd84\ub958 \uc791\uc5c5\uc5d0\ub294 5\uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 \ud074\ub798\uc2a4\ub97c \uad6c\ubd84\ud558\ub294 \uc791\uc5c5\uc774 \ud3ec\ud568\ub418\uba70 \uac01 \ud074\ub798\uc2a4\uc5d0 \ub300\ud574 3\uac1c\uc758 \uc608\uc81c\uac00 \uc81c\uacf5\ub429\ub2c8\ub2e4. \uc774 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud558\uba74 \uc5f0\uad6c\uc790\uc640 \uc2e4\ubb34\uc790\uac00 \uc77c\uad00\ub41c \uc870\uac74\uc5d0\uc11c \uc11c\ub85c \ub2e4\ub978 \uba87 \uac00\uc9c0 \uc0f7 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uace0 \ube44\uad50\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_role_of_support_and_query_sets\"><\/span>\uc9c0\uc6d0 \ubc0f \ucffc\ub9ac \uc9d1\ud569\uc758 \uc5ed\ud560<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uba87 \uc0f7 \ud559\uc2b5\uc5d0\uc11c \ub370\uc774\ud130\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub450 \uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 \uc9d1\ud569\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\uc9c0\uc6d0 \uc138\ud2b8:<\/strong> \uc5ec\uae30\uc5d0\ub294 \uac01 N \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \uba87 \uac1c\uc758 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \uc608\uc81c(K \uc0f7)\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc740 \uc774 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc744 \ud559\uc2b5\ud558\uac70\ub098 \uc801\uc751\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ucffc\ub9ac \uc9d1\ud569:<\/strong> \uc774\ub294 \ubaa8\ub378\uc774 \uc62c\ubc14\ub974\uac8c \ubd84\ub958\ud574\uc57c \ud558\ub294 \ub3d9\uc77c\ud55c N \ud074\ub798\uc2a4\uc758 \ucd94\uac00 \uc608\uc81c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \ucffc\ub9ac \uc138\ud2b8\uc5d0 \ub300\ud55c \ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \uc9c0\uc6d0 \uc138\ud2b8\uc758 \uc81c\ud55c\ub41c \uc608\uc81c\uc5d0\uc11c \uc5bc\ub9c8\ub098 \uc798 \ud559\uc2b5\ud588\ub294\uc9c0\uc5d0 \ub530\ub77c \uacb0\uc815\ub429\ub2c8\ub2e4.<\/p><\/li>\n<\/ol>\n\n\n<p>\uc774 \uad6c\uc870\ub97c \ud1b5\ud574 \ubaa8\ub378\uc740 \uc18c\uc218\uc758 \uc608\uc81c(\uc9c0\uc6d0 \uc138\ud2b8)\uc5d0\uc11c \ud559\uc2b5\ud55c \ub2e4\uc74c \ub3d9\uc77c\ud55c \uc791\uc5c5 \ub0b4\uc5d0\uc11c \ubcf4\uc774\uc9c0 \uc54a\ub294 \uc0c8\ub85c\uc6b4 \uc608\uc81c(\ucffc\ub9ac \uc138\ud2b8)\ub85c \uc77c\ubc18\ud654\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \uc989\uc2dc \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Approaches_to_Few_Shot_Learning\"><\/span>\uba87 \uc0f7 \ud559\uc2b5\uc5d0 \ub300\ud55c \uc811\uadfc \ubc29\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uc5f0\uad6c\uc790\ub4e4\uc740 \uba87 \ubc88\uc758 \uc0f7 \ud559\uc2b5\uc758 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \uac1c\ubc1c\ud588\uc73c\uba70, \uac01 \uc811\uadfc \ubc29\uc2dd\uc740 \uace0\uc720\ud55c \uac15\uc810\uacfc \uc751\uc6a9 \ubd84\uc57c\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data-level_techniques\"><\/span>\ub370\uc774\ud130 \uc218\uc900 \uae30\uc220<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\ub370\uc774\ud130 \uc218\uc900 \uc811\uadfc \ubc29\uc2dd\uc740 \uc0ac\uc6a9 \uac00\ub2a5\ud55c \uc81c\ud55c\ub41c \uc608\uc2dc\ub97c \ubcf4\uc644\ud558\uae30 \uc704\ud574 \ucd94\uac00 \ud559\uc2b5 \ub370\uc774\ud130\ub97c \ubcf4\uac15\ud558\uac70\ub098 \uc0dd\uc131\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\ubc95\uc5d0\ub294 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\ub370\uc774\ud130 \uc99d\uac15:<\/strong> \uae30\uc874 \uc0d8\ud50c\uc5d0 \ubcc0\ud658\uc744 \uc801\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ud569\uc131 \uc608\uc81c\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc0dd\uc131 \ubaa8\ub378: <\/strong>\uace0\uae09 AI \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc81c\ud55c\ub41c \uc2e4\uc81c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc0ac\uc2e4\uc801\uc778 \uc778\uacf5 \uc0ac\ub840\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p><\/li>\n<\/ul>\n\n\n<p>\uc774\ub7ec\ud55c \ubc29\ubc95\uc740 \ud559\uc2b5 \uc138\ud2b8\uc758 \uc720\ud6a8 \ud06c\uae30\ub97c \ub298\ub824 \ubaa8\ub378\uc774 \uc81c\ud55c\ub41c \ub370\uc774\ud130\uc5d0\uc11c \ubcf4\ub2e4 \uac15\ub825\ud55c \ud45c\ud604\uc744 \ud559\uc2b5\ud558\ub3c4\ub85d \ub3d5\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Parameter-level_strategies\"><\/span>\ub9e4\uac1c\ubcc0\uc218 \uc218\uc900 \uc804\ub7b5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\ub9e4\uac1c\ubcc0\uc218 \uc218\uc900 \uc811\uadfc \ubc29\uc2dd\uc740 \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \ubaa8\ub378\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \ucd5c\uc801\ud654\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc804\ub7b5\uc5d0\ub294 \uc885\uc885 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\ucd08\uae30\ud654 \uae30\uc220:<\/strong> \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud560 \uc218 \uc788\ub294 \ubaa8\ub378 \ub9e4\uac1c\ubcc0\uc218\uc5d0 \ub300\ud55c \ucd5c\uc801\uc758 \uc2dc\uc791\uc810\uc744 \ucc3e\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc815\uaddc\ud654 \ubc29\ubc95<\/strong>: \uc0ac\uc6a9 \uac00\ub2a5\ud55c \uc81c\ud55c\ub41c \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \ubaa8\ub378\uc758 \ub9e4\uac1c\ubcc0\uc218 \uacf5\uac04\uc744 \uc81c\ud55c\ud569\ub2c8\ub2e4.<\/p><\/li>\n<\/ul>\n\n\n<p>\uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \ubaa8\ub378\uc744 \ubcf4\ub2e4 \uc720\uc5f0\ud558\uace0 \uc801\uc751\ub825 \uc788\uac8c \ub9cc\ub4e4\uc5b4 \uba87 \uac00\uc9c0 \uc608\uc2dc\ub9cc\uc73c\ub85c\ub3c4 \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Metric-based_methods\"><\/span>\uba54\ud2b8\ub9ad \uae30\ubc18 \ubc29\ubc95<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uba54\ud2b8\ub9ad \uae30\ubc18 \uba87 \uc0f7 \ud559\uc2b5 \uae30\ubc95\uc740 \uc0ac\uc6a9 \uac00\ub2a5\ud55c \uc81c\ud55c\ub41c \ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130\uc640 \uc0c8\ub85c\uc6b4 \uc608\uc81c\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ube44\uad50\ud560 \uc218 \uc788\ub294 \uac70\ub9ac \ub610\ub294 \uc720\uc0ac\ub3c4 \ud568\uc218\ub97c \ud559\uc2b5\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uba54\ud2b8\ub9ad \uae30\ubc18 \ubc29\ubc95\uc5d0\ub294 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\uc0f4 \ub124\ud2b8\uc6cc\ud06c: <\/strong>\uc785\ub825 \uc30d \uac04\uc758 \uc720\uc0ac\ub3c4 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ud504\ub85c\ud1a0\ud0c0\uc785 \ub124\ud2b8\uc6cc\ud06c:<\/strong> \ud074\ub798\uc2a4 \ud504\ub85c\ud1a0\ud0c0\uc785\uc744 \uacc4\uc0b0\ud558\uace0 \uc774\ub7ec\ud55c \ud504\ub85c\ud1a0\ud0c0\uc785\uacfc\uc758 \uac70\ub9ac\uc5d0 \ub530\ub77c \uc0c8 \uc608\uc81c\ub97c \ubd84\ub958\ud569\ub2c8\ub2e4.<\/p><\/li>\n<\/ul>\n\n\n<p>\uc774\ub7ec\ud55c \ubc29\ubc95\uc740 \uc0c8\ub85c\uc6b4 \ud074\ub798\uc2a4\uc5d0 \uc798 \uc77c\ubc18\ud654\ub418\ub294 \ubc29\uc2dd\uc73c\ub85c \uc720\uc0ac\uc131\uc744 \uce21\uc815\ud558\ub294 \ubc29\ubc95\uc744 \ud559\uc2b5\ud558\uc5ec \uba87 \uc7a5\uc758 \uc774\ubbf8\uc9c0 \ubd84\ub958\uc640 \uac19\uc740 \uc791\uc5c5\uc5d0 \ud0c1\uc6d4\ud569\ub2c8\ub2e4.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Gradient-based_meta-learning\"><\/span>\uadf8\ub77c\ub370\uc774\uc158 \uae30\ubc18 \uba54\ud0c0 \ud559\uc2b5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uadf8\ub77c\ub370\uc774\uc158 \uae30\ubc18 \uba54\ud0c0 \ud559\uc2b5 \uc811\uadfc \ubc29\uc2dd\uc740 \ubaa8\ub378 \ubd88\uac00\uc9c0\ub860\uc801 \uba54\ud0c0 \ud559\uc2b5(MAML)\uc73c\ub85c \ub300\ud45c\ub418\ub294 \uac83\uc73c\ub85c, \ud559\uc2b5 \ubc29\ubc95\uc744 \ud559\uc2b5\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\ubc95\uc5d0\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub450 \ub2e8\uacc4\uc758 \ucd5c\uc801\ud654 \ud504\ub85c\uc138\uc2a4\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\ub0b4\ubd80 \ub8e8\ud504: <\/strong>\uba87 \uac00\uc9c0 \uadf8\ub77c\ub370\uc774\uc158 \ub2e8\uacc4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud2b9\uc815 \uc791\uc5c5\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\uc678\ubd80 \ub8e8\ud504:<\/strong> \ubaa8\ub378\uc758 \ucd08\uae30 \ub9e4\uac1c\ubcc0\uc218\ub97c \ucd5c\uc801\ud654\ud558\uc5ec \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li>\n<\/ol>\n\n\n<p>\uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc5d0 \ub9de\uac8c \ube60\ub974\uac8c \ubbf8\uc138 \uc870\uc815\ud560 \uc218 \uc788\ub294 \uc77c\ub828\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \ud559\uc2b5\ud568\uc73c\ub85c\uc368 \ubaa8\ub378\uc774 \uba87 \uac00\uc9c0 \uc608\uc81c\ub9cc\uc73c\ub85c \uc0c8\ub85c\uc6b4 \uc2dc\ub098\ub9ac\uc624\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p>\n\n\n<p>\uc774\ub7ec\ud55c \uba87 \uc0f7 \ud559\uc2b5\uc5d0 \ub300\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \uac01\uac01 \uace0\uc720\ud55c \uc774\uc810\uc744 \uc81c\uacf5\ud558\uba70, \uc5f0\uad6c\uc790\ub4e4\uc740 \uc885\uc885 \uc5ec\ub7ec \uae30\uc220\uc744 \uacb0\ud569\ud558\uc5ec \ub354\uc6b1 \uac15\ub825\ud558\uace0 \uc720\uc5f0\ud55c \ubaa8\ub378\uc744 \ub9cc\ub4ed\ub2c8\ub2e4. AI\uc758 \ud55c\uacc4\uac00 \uacc4\uc18d \ud655\uc7a5\ub428\uc5d0 \ub530\ub77c \uc774\ub7ec\ud55c \uc0d8\ud50c \ud6a8\uc728\uc801\uc778 \ud559\uc2b5 \ubc29\ubc95\uc740 \ub354\uc6b1 \uc801\uc751\ub825 \uc788\uace0 \ud6a8\uc728\uc801\uc778 \uba38\uc2e0 \ub7ec\ub2dd \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \uc810\uc810 \ub354 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Applications_Across_Industries\"><\/span>\uc0b0\uc5c5 \uc804\ubc18\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uba87 \uc0f7 \ud559\uc2b5\uc740 \ub2e8\uc21c\ud55c \uc774\ub860\uc801 \uac1c\ub150\uc774 \uc544\ub2d9\ub2c8\ub2e4. <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%ec%b1%84%ed%8c%85gpt%ec%9d%98-10%ea%b0%80%ec%a7%80-%ec%8b%a4%ec%a0%9c-%ec%a0%81%ec%9a%a9-%ec%82%ac%eb%a1%80\/\">\uc2e4\uc6a9\uc801\uc778 \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/a> \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c AI\uac00 \ud604\uc2e4 \uc138\uacc4\uc758 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ubc29\uc2dd\uc744 \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Computer_Vision_From_image_classification_to_object_detection\"><\/span>\ucef4\ud4e8\ud130 \ube44\uc804: \uc774\ubbf8\uc9c0 \ubd84\ub958\ubd80\ud130 \ubb3c\uccb4 \uac10\uc9c0\uae4c\uc9c0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\ucef4\ud4e8\ud130 \ube44\uc804\uc758 \uc601\uc5ed\uc5d0\uc11c \uba87 \uc0f7 \ud559\uc2b5\uc740 \uc81c\ud55c\ub41c \ub370\uc774\ud130\ub85c \uac00\ub2a5\ud55c \uac83\uc758 \ud55c\uacc4\ub97c \ub6f0\uc5b4\ub118\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong><u>\uc774\ubbf8\uc9c0 \ubd84\ub958:<\/u><\/strong> \uc57c\uc0dd\ub3d9\ubb3c \ubaa8\ub2c8\ud130\ub9c1\uc774\ub098 \uc0b0\uc5c5 \ud488\uc9c8 \uad00\ub9ac\uc640 \uac19\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc911\uc694\ud55c \uba87 \uac00\uc9c0 \uc608\uc2dc\ub9cc\uc73c\ub85c \ubaa8\ub378\uc774 \uc0c8\ub85c\uc6b4 \ubb3c\uccb4 \ubc94\uc8fc\ub97c \uc778\uc2dd\ud560 \uc218 \uc788\ub294 \ucd2c\uc601 \uc774\ubbf8\uc9c0 \ubd84\ub958 \uae30\uc220\uc740 \uac70\uc758 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong><u>\ubb3c\uccb4 \uac10\uc9c0: <\/u><\/strong>\uba87 \uac00\uc9c0 \uc0f7 \uc624\ube0c\uc81d\ud2b8 \uac10\uc9c0 \ubc29\ubc95\uc740 \uc790\uc728 \uc8fc\ud589 \ucc28\ub7c9\uc5d0\uc11c \ubcf4\uc548 \uc2dc\uc2a4\ud15c\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc774\ubbf8\uc9c0 \ub610\ub294 \ube44\ub514\uc624 \uc2a4\ud2b8\ub9bc\uc5d0\uc11c \uc0c8\ub85c\uc6b4 \ubb3c\uccb4\ub97c \ucc3e\uace0 \uc2dd\ubcc4\ud558\ub294 \uc2dc\uc2a4\ud15c\uc758 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong><u>\uc5bc\uad74 \uc778\uc2dd: <\/u><\/strong>\uc6d0\uc0f7 \ud559\uc2b5 \uc811\uadfc \ubc29\uc2dd\uc740 \uc5bc\uad74 \uc778\uc2dd \uc2dc\uc2a4\ud15c\uc744 \ud06c\uac8c \uac1c\uc120\ud558\uc5ec \ub2e8\uc77c \ucc38\uc870 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1c\uc778\uc744 \uc2dd\ubcc4\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p><\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Natural_Language_Processing_Adapting_language_models\"><\/span>\uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5b8\uc5b4 \ubaa8\ub378 \uc801\uc6a9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\uba87 \ubc88\uc758 \uc0f7 \ud559\uc2b5\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c\ub3c4 \uc0c8\ub85c\uc6b4 \ubc14\ub78c\uc744 \uc77c\uc73c\ud0a4\uba70 \ub354\uc6b1 \uc720\uc5f0\ud558\uace0 \ud6a8\uc728\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uad6c\ud604\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong><u>\ud14d\uc2a4\ud2b8 \ubd84\ub958:<\/u><\/strong> \ubaa8\ub378\uc740 \ucd5c\uc18c\ud55c\uc758 \uc608\uc81c\ub9cc\uc73c\ub85c \uc0c8\ub85c\uc6b4 \ud14d\uc2a4\ud2b8 \uce74\ud14c\uace0\ub9ac\ub098 \uac10\uc131 \ubd84\uc11d \uc791\uc5c5\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud560 \uc218 \uc788\uc5b4 \ucf58\ud150\uce20 \uc870\uc815\uc774\ub098 \uace0\uac1d \ud53c\ub4dc\ubc31 \ubd84\uc11d\uacfc \uac19\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong><u>\uae30\uacc4 \ubc88\uc5ed:<\/u><\/strong> \ub9ac\uc18c\uc2a4\uac00 \uc801\uc740 \uc5b8\uc5b4\ub098 \ub3c4\uba54\uc778\ubcc4 \uc6a9\uc5b4\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ubc88\uc5ed \uc2dc\uc2a4\ud15c\uc758 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uc0f7 \uae30\uc220\uc740 \uac70\uc758 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong><u>\uc9c8\ubb38 \ub2f5\ubcc0: <\/u><\/strong>\uc81c\ud55c\ub41c \ud559\uc2b5 \ub370\uc774\ud130\ub85c \uc0c8\ub85c\uc6b4 \uc8fc\uc81c\uc5d0 \ub300\ud55c \uc9c8\ubb38\uc5d0 \ub2f5\ud558\ub294 AI\uc758 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uc0f7 \ub7ec\ub2dd \uc811\uadfc \ubc29\uc2dd\uc740 \uac70\uc758 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p><\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Robotics_Quick_adaptation_in_new_environments\"><\/span>\ub85c\ubd07 \uacf5\ud559: \uc0c8\ub85c\uc6b4 \ud658\uacbd\uc5d0\uc11c\uc758 \ube60\ub978 \uc801\uc751<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\ub85c\ubd07 \uacf5\ud559\uc5d0\uc11c\ub294 \ube60\ub974\uac8c \ud559\uc2b5\ud558\uace0 \uc801\uc751\ud558\ub294 \ub2a5\ub825\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uba87 \ubc88\uc758 \uc0f7 \ud559\uc2b5\uc744 \ud1b5\ud574 \ub85c\ubd07\uc740 \uc774\ub97c \uc2e4\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\ucd5c\uc18c\ud55c\uc758 \ub370\ubaa8\ub9cc\uc73c\ub85c \uc0c8\ub85c\uc6b4 \uc791\uc5c5\uc744 \ub9c8\uc2a4\ud130\ud558\uc5ec \uc81c\uc870 \ubc0f \uc11c\ube44\uc2a4 \uc5ed\ud560\uc758 \ud65c\uc6a9\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p>\uc0c8\ub85c\uc6b4 \ud658\uacbd\uc774\ub098 \uc608\uc0c1\uce58 \ubabb\ud55c \uc0c1\ud669\uc5d0 \uc801\uc751\ud560 \uc218 \uc788\uc5b4 \uc5ed\ub3d9\uc801\uc778 \uc2e4\uc81c \ud658\uacbd\uc5d0 \ubc30\ud3ec\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p><\/li><li><p>\uc0c8\ub85c\uc6b4 \ubb3c\uccb4\uc5d0 \ub300\ud55c \uc0c8\ub85c\uc6b4 \ud30c\uc545 \uae30\uc220\uc744 \ubc30\uc6cc \ucc3d\uace0 \ubc0f \ubb3c\ub958\uc5d0\uc11c \ud65c\uc6a9\ub3c4\ub97c \ub113\ud600\ubcf4\uc138\uc694.<\/p><\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Healthcare_Tackling_rare_conditions_with_limited_data\"><\/span>\uc758\ub8cc \uc11c\ube44\uc2a4: \uc81c\ud55c\ub41c \ub370\uc774\ud130\ub85c \ud76c\uadc0 \uc9c8\ud658\uc5d0 \ub300\ucc98\ud558\uae30<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\ud76c\uadc0 \uc9c8\ud658\uc5d0 \ub300\ud55c \ub370\uc774\ud130\uac00 \ubd80\uc871\ud55c \uacbd\uc6b0\uac00 \ub9ce\uc740 \uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c \uba87 \uc0f7 \ud559\uc2b5\uc740 \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong><u>\uc9c8\ubcd1 \uc9c4\ub2e8:<\/u><\/strong> \ubaa8\ub378\uc740 \uc81c\ud55c\ub41c \uc758\ub8cc \uc601\uc0c1 \ub370\uc774\ud130\uc5d0\uc11c \ud76c\uadc0 \uc9c8\ud658\uc744 \uc2dd\ubcc4\ud558\ub294 \ubc29\ubc95\uc744 \ud559\uc2b5\ud558\uc5ec \uc7a0\uc7ac\uc801\uc73c\ub85c \uc9c4\ub2e8 \ubc0f \uce58\ub8cc \uc18d\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong><u>\uc57d\ubb3c \ubc1c\uacac:<\/u> <\/strong>\uae30\uc874\uc758 \ub370\uc774\ud130 \uc911\uc2ec \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c\ub294 \ubd80\uc871\ud560 \uc218 \uc788\ub294 \ud76c\uadc0 \uc9c8\ud658\uc5d0 \ub300\ud55c \uc7a0\uc7ac\uc801 \uc2e0\uc57d \ud6c4\ubcf4\ub97c \uc2dd\ubcc4\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\ub294 \uba87 \uac00\uc9c0 \uc0f7 \uae30\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong><u>\uac1c\uc778 \ub9de\ucda4 \uc758\ud559:<\/u> <\/strong>\uac1c\ubcc4 \ud658\uc790 \ub370\uc774\ud130\uc5d0 \ube60\ub974\uac8c \uc801\uc751\ud568\uc73c\ub85c\uc368 \uba87 \uc0f7 \ud559\uc2b5 \ubaa8\ub378\uc740 \ubcf4\ub2e4 \uac1c\uc778\ud654\ub41c \uce58\ub8cc \uacc4\ud68d\uc5d0 \uae30\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Challenges_and_Future_Directions_in_Few_Shot_Learning\"><\/span>\uba87 \uc0f7 \ud559\uc2b5\uc758 \uacfc\uc81c\uc640 \ud5a5\ud6c4 \ubc29\ud5a5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uba87 \uc0f7 \ud559\uc2b5\uc740 \uad04\ubaa9\ud560 \ub9cc\ud55c \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc9c0\ub9cc, \uba87 \uac00\uc9c0 \ub3c4\uc804 \uacfc\uc81c\uc640 \ud765\ubbf8\ub85c\uc6b4 \uc5f0\uad6c \ubc29\ud5a5\uc774 \ub0a8\uc544 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p><strong><u>\ud604\uc7ac \uc81c\ud55c \uc0ac\ud56d:<\/u><\/strong><\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong><u>\ub3c4\uba54\uc778 \uc804\ubc18\uc5d0 \uac78\uce5c \uc77c\ubc18\ud654:<\/u><\/strong> \uc0c8 \uc791\uc5c5\uc758 \ubd84\ud3ec\uac00 \ud6c8\ub828 \uc791\uc5c5\uacfc \ud06c\uac8c \ub2e4\ub97c \ub54c \ub9ce\uc740 \uba87 \uac00\uc9c0 \uc0f7 \ud559\uc2b5 \ubaa8\ub378\uc774 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong><u>\ud655\uc7a5\uc131:<\/u><\/strong> \uc77c\ubd80 \uc811\uadfc \ubc29\uc2dd, \ud2b9\ud788 \uba54\ud2b8\ub9ad \uae30\ubc18 \ubc29\uc2dd\uc740 \ud074\ub798\uc2a4 \uc218\uac00 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uacc4\uc0b0 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong><u>\uacac\uace0\ud568:<\/u><\/strong> \uc77c\ubd80 \uc0f7 \ub7ec\ub2dd \ubaa8\ub378\uc740 \uc9c0\uc6d0 \uc138\ud2b8 \uc608\uc81c \uc120\ud0dd\uc5d0 \ubbfc\uac10\ud560 \uc218 \uc788\uc5b4 \uc7a0\uc7ac\uc801\uc73c\ub85c \uc77c\uad00\ub418\uc9c0 \uc54a\uc740 \uc131\ub2a5\uc744 \ucd08\ub798\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li><li><p><strong><u>\ud574\uc11d \uac00\ub2a5\uc131:<\/u><\/strong> \ub9ce\uc740 \ub525\ub7ec\ub2dd \uc811\uadfc \ubc29\uc2dd\uacfc \ub9c8\ucc2c\uac00\uc9c0\ub85c, \uba87 \uc0f7 \ud559\uc2b5 \ubaa8\ub378\uc758 \uc758\uc0ac \uacb0\uc815 \uacfc\uc815\uc740 \ubd88\ud22c\uba85\ud560 \uc218 \uc788\uc5b4 \ubbfc\uac10\ud55c \uc601\uc5ed\uc5d0\uc11c\uc758 \uc801\uc6a9\uc774 \uc81c\ud55c\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p><\/li>\n<\/ol>\n\n\n<p><strong><u>\uc720\ub9dd\ud55c \uc5f0\uad6c \ubd84\uc57c:<\/u><\/strong><\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong><u>\ub3c4\uba54\uc778 \uac04 \uba87 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Enter Few Shot Learning, an approach that&#8217;s improving how AI models acquire knowledge and adapt to new tasks. But what exactly is Few Shot Learning? Defining Few Shot Learning Few Shot Learning is an innovative machine learning paradigm that enables AI models [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":13008,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,100,167],"tags":[],"class_list":["post-12968","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-generative-ai","category-llm-integration"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What is Few Shot Learning? - Skim AI<\/title>\n<meta name=\"description\" content=\"Discover how Few Shot Learning is transforming AI by enabling models to learn from limited data. Explore its applications, challenges, and future directions in AI.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/ko\/\uba87-\uc0f7-\ud559\uc2b5\uc774\ub780\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is Few Shot Learning? - Skim AI\" \/>\n<meta property=\"og:description\" content=\"Discover how Few Shot Learning is transforming AI by enabling models to learn from limited data. 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