{"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":"%e6%95%b0%e6%92%83%e3%81%a1%e3%82%83%e5%bd%93%e3%81%9f%e3%82%8b%e3%81%a8%e3%81%af","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/what-is-few-shot-learning\/","title":{"rendered":"\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u306f\uff1f"},"content":{"rendered":"<p>AI\u3067\u306f\u3001\u9650\u3089\u308c\u305f\u30c7\u30fc\u30bf\u304b\u3089\u52b9\u7387\u7684\u306b\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u304c\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u308b\u3002AI\u30e2\u30c7\u30eb\u304c\u77e5\u8b58\u3092\u7372\u5f97\u3057\u3001\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u3059\u308b\u65b9\u6cd5\u3092\u6539\u5584\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308bFew Shot Learning\u304c\u767b\u5834\u3057\u305f\u3002 <\/p>\n\n\n<p>\u3057\u304b\u3057\u3001\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u4e00\u4f53\u4f55\u306a\u306e\u304b\uff1f<\/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\">\u76ee\u6b21<\/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=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/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 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ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/what-is-few-shot-learning\/#The_Challenge_of_Data_Scarcity_in_AI\" >AI\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u4e0d\u8db3\u306e\u8ab2\u984c<\/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\/ja\/what-is-few-shot-learning\/#Few_Shot_Learning_vs_Traditional_Supervised_Learning\" >\u6570\u767a\u5b66\u7fd2\u3068\u5f93\u6765\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u6bd4\u8f03<\/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\/ja\/what-is-few-shot-learning\/#Limitations_of_Conventional_Approaches\" >\u5f93\u6765\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u9650\u754c<\/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\/ja\/what-is-few-shot-learning\/#How_Few_Shot_Learning_Addresses_These_Challenges\" >\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u3069\u306e\u3088\u3046\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u304b<\/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\/ja\/what-is-few-shot-learning\/#The_Spectrum_of_Sample-Efficient_Learning\" >\u30b5\u30f3\u30d7\u30eb\u52b9\u7387\u5b66\u7fd2\u306e\u30b9\u30da\u30af\u30c8\u30e9\u30e0<\/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\/ja\/what-is-few-shot-learning\/#Zero_Shot_Learning_Learning_without_examples\" >\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\uff1a\u4f8b\u306a\u3057\u306b\u5b66\u7fd2\u3059\u308b<\/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\/ja\/what-is-few-shot-learning\/#One_Shot_Learning_Learning_from_a_single_instance\" >\u30ef\u30f3\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\uff1a\u5358\u4e00\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304b\u3089\u306e\u5b66\u7fd2<\/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\/ja\/what-is-few-shot-learning\/#Few_Shot_Learning_Mastering_tasks_with_minimal_data\" >\u6570\u6483\u3061\u3083\u5f53\u305f\u308b\u5b66\u7fd2\uff1a\u6700\u5c0f\u9650\u306e\u30c7\u30fc\u30bf\u3067\u30bf\u30b9\u30af\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b<\/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\/ja\/what-is-few-shot-learning\/#Core_Concepts_in_Few_Shot_Learning\" 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href=\"https:\/\/skimai.com\/ja\/what-is-few-shot-learning\/#Gradient-based_meta-learning\" >\u52fe\u914d\u30d9\u30fc\u30b9\u306e\u30e1\u30bf\u5b66\u7fd2<\/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\/ja\/what-is-few-shot-learning\/#Applications_Across_Industries\" >\u696d\u754c\u3092\u8d85\u3048\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/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\/ja\/what-is-few-shot-learning\/#Computer_Vision_From_image_classification_to_object_detection\" >\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u753b\u50cf\u5206\u985e\u304b\u3089\u7269\u4f53\u691c\u51fa\u307e\u3067<\/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\/ja\/what-is-few-shot-learning\/#Natural_Language_Processing_Adapting_language_models\" >\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff1a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u9069\u5fdc<\/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\/ja\/what-is-few-shot-learning\/#Robotics_Quick_adaptation_in_new_environments\" >\u30ed\u30dc\u30c3\u30c8\u5de5\u5b66\u65b0\u3057\u3044\u74b0\u5883\u3078\u306e\u7d20\u65e9\u3044\u9069\u5fdc<\/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\/ja\/what-is-few-shot-learning\/#Healthcare_Tackling_rare_conditions_with_limited_data\" >\u30d8\u30eb\u30b9\u30b1\u30a2\u9650\u3089\u308c\u305f\u30c7\u30fc\u30bf\u3067\u5e0c\u5c11\u75be\u60a3\u306b\u53d6\u308a\u7d44\u3080<\/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\/ja\/what-is-few-shot-learning\/#Challenges_and_Future_Directions_in_Few_Shot_Learning\" >\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u8ab2\u984c\u3068\u4eca\u5f8c\u306e\u65b9\u5411\u6027<\/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\/ja\/what-is-few-shot-learning\/#The_Bottom_Line\" >\u7d50\u8ad6<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Defining_Few_Shot_Learning\"><\/span>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5b9a\u7fa9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u9769\u65b0\u7684\u306a\u6559\u80b2\u6a5f\u95a2\u3067\u3042\u308b\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%81%e3%82%a7%e3%83%83%e3%82%af%e3%83%aa%e3%82%b9%e3%83%88-%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e3%83%97%e3%83%ad%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e3%81%ae%e9%96%8b%e5%a7%8b\/\">\u6a5f\u68b0\u5b66\u7fd2<\/a> AI\u30e2\u30c7\u30eb\u304c\u308f\u305a\u304b\u306a\u4f8b\u304b\u3089\u65b0\u3057\u3044\u6982\u5ff5\u3084\u30bf\u30b9\u30af\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u30d1\u30e9\u30c0\u30a4\u30e0\u3002\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u81a8\u5927\u306a\u91cf\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u5fc5\u8981\u3068\u3059\u308b\u5f93\u6765\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u624b\u6cd5\u3068\u306f\u7570\u306a\u308a\u3001Few Shot Learning\u6280\u8853\u306f\u3001\u308f\u305a\u304b\u306a\u6570\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u52b9\u679c\u7684\u306b\u6c4e\u5316\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u5927\u898f\u6a21\u306a\u53cd\u5fa9\u3092\u5fc5\u8981\u3068\u305b\u305a\u3001\u65b0\u3057\u3044\u30a2\u30a4\u30c7\u30a2\u3092\u7d20\u65e9\u304f\u7406\u89e3\u3059\u308b\u4eba\u9593\u306e\u80fd\u529b\u3092\u6a21\u5023\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u672c\u8cea\u306f\u3001\u4e8b\u524d\u77e5\u8b58\u3092\u6d3b\u7528\u3057\u3001\u65b0\u3057\u3044\u30b7\u30ca\u30ea\u30aa\u306b\u8fc5\u901f\u306b\u9069\u5fdc\u3059\u308b\u80fd\u529b\u306b\u3042\u308b\u3002\u30e2\u30c7\u30eb\u304c\u300c\u5b66\u7fd2\u65b9\u6cd5\u3092\u5b66\u7fd2\u3059\u308b\u300d\u30e1\u30bf\u5b66\u7fd2\u306a\u3069\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001Few Shot Learning\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u6700\u5c0f\u9650\u306e\u8ffd\u52a0\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u306e\u67d4\u8edf\u6027\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u304c\u4e4f\u3057\u304b\u3063\u305f\u308a\u3001\u5165\u624b\u306b\u30b3\u30b9\u30c8\u304c\u304b\u304b\u3063\u305f\u308a\u3001\u5e38\u306b\u9032\u5316\u3057\u7d9a\u3051\u308b\u3088\u3046\u306a\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3044\u3066\u3001\u975e\u5e38\u306b\u8cb4\u91cd\u306a\u30c4\u30fc\u30eb\u3068\u306a\u308b\u3002<\/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=\"Ye, Han-Jia &amp; Sheng, Xiang-Rong &amp; Zhan, De-Chuan.(2020).\u9069\u5fdc\u7684\u306b\u521d\u671f\u5316\u3055\u308c\u305f\u30bf\u30b9\u30af\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u3092\u7528\u3044\u305f\u6570\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\uff1a\u5b9f\u7528\u7684\u306a\u30e1\u30bf\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1.\u6a5f\u68b0\u5b66\u7fd2\u3002109.10.1007\/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\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u4e0d\u8db3\u306e\u8ab2\u984c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u304c\u540c\u3058\u3088\u3046\u306b\u4f5c\u6210\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u9ad8\u54c1\u8cea\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u306f\u5e0c\u5c11\u3067\u8cb4\u91cd\u306a\u5546\u54c1\u3068\u306a\u308a\u5f97\u308b\u3002\u3053\u306e\u5e0c\u5c11\u6027\u306f\u3001\u5f93\u6765\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3068\u3063\u3066\u5927\u304d\u306a\u8ab2\u984c\u3068\u306a\u308b\u3002\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u3001\u6e80\u8db3\u306e\u3044\u304f\u6027\u80fd\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u3001\u901a\u5e38\u3001\u6570\u5343\u304b\u3089\u6570\u767e\u4e07\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u4e8b\u4f8b\u3092\u5fc5\u8981\u3068\u3059\u308b\u3002<\/p>\n\n\n<p>\u30c7\u30fc\u30bf\u4e0d\u8db3\u306e\u554f\u984c\u306f\u3001\u5e0c\u5c11\u75be\u60a3\u306e\u75c7\u4f8b\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u30d8\u30eb\u30b9\u30b1\u30a2\u306a\u3069\u306e\u5c02\u9580\u9818\u57df\u3084\u3001\u65b0\u3057\u3044\u30ab\u30c6\u30b4\u30ea\u30fc\u306e\u30c7\u30fc\u30bf\u304c\u983b\u7e41\u306b\u51fa\u73fe\u3059\u308b\u5909\u5316\u306e\u6fc0\u3057\u3044\u74b0\u5883\u306b\u304a\u3044\u3066\u7279\u306b\u6df1\u523b\u3067\u3042\u308b\u3002\u3053\u306e\u3088\u3046\u306a\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ce\u96c6\u3057\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u6642\u9593\u3068\u30ea\u30bd\u30fc\u30b9\u306f\u6cd5\u5916\u306a\u3082\u306e\u3068\u306a\u308a\u3001AI\u306e\u958b\u767a\u3068\u5c55\u958b\u306b\u304a\u3051\u308b\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3068\u306a\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Few_Shot_Learning_vs_Traditional_Supervised_Learning\"><\/span>\u6570\u767a\u5b66\u7fd2\u3068\u5f93\u6765\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u6bd4\u8f03<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30a4\u30f3\u30d1\u30af\u30c8\u3092\u5341\u5206\u306b\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u305d\u308c\u304c\u5f93\u6765\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u6cd5\u3068\u3069\u3046\u9055\u3046\u306e\u304b\u3001\u305d\u3057\u3066\u306a\u305c\u3053\u306e\u9055\u3044\u304c\u5b9f\u4e16\u754c\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u306e\u304b\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Limitations_of_Conventional_Approaches\"><\/span>\u5f93\u6765\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u9650\u754c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30c8\u30e9\u30c7\u30a3\u30b7\u30e7\u30ca\u30eb <a rel=\"noopener noreferrer\" href=\"https:\/\/www.ibm.com\/topics\/supervised-learning\">\u6559\u5e2b\u4ed8\u304d\u5b66\u7fd2<\/a> \u30e2\u30c7\u30eb\u306f\u5b66\u7fd2\u4e2d\u306b\u591a\u304f\u306e\u4f8b\u3092\u898b\u308c\u3070\u898b\u308b\u307b\u3069\u3001\u30d1\u30bf\u30fc\u30f3\u3092\u8a8d\u8b58\u3057\u3001\u4e88\u6e2c\u3092\u884c\u3046\u306e\u304c\u3046\u307e\u304f\u306a\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u69d8\u3005\u306a\u5206\u91ce\u3067\u76ee\u899a\u307e\u3057\u3044\u6210\u679c\u3092\u4e0a\u3052\u3066\u3044\u308b\u304c\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u5927\u306a\u6b20\u70b9\u304c\u3042\u308b\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u30c7\u30fc\u30bf\u4f9d\u5b58\u6027\uff1a <\/strong>\u5f93\u6765\u306e\u30e2\u30c7\u30eb\u306f\u3001\u9650\u3089\u308c\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u76f4\u9762\u3059\u308b\u3068\u3001\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u3084\u6c4e\u5316\u304c\u3046\u307e\u304f\u3044\u304b\u305a\u3001\u82e6\u52b4\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3002<\/p><\/li><li><p><strong>\u67d4\u8edf\u6027\u304c\u306a\u3044\uff1a<\/strong> \u4e00\u65e6\u8a13\u7df4\u3055\u308c\u308b\u3068\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u901a\u5e38\u3001\u8a13\u7df4\u3055\u308c\u305f\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u306e\u307f\u512a\u308c\u305f\u6027\u80fd\u3092\u767a\u63ee\u3057\u3001\u95a2\u9023\u3059\u308b\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u7d20\u65e9\u304f\u9069\u5fdc\u3059\u308b\u80fd\u529b\u306b\u6b20\u3051\u308b\u3002<\/p><\/li><li><p><strong>\u8cc7\u6e90\u5f37\u5ea6\uff1a <\/strong>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u53ce\u96c6\u3068\u30e9\u30d9\u30ea\u30f3\u30b0\u306b\u306f\u6642\u9593\u3068\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u3001\u7279\u306b\u5c02\u9580\u7684\u306a\u5206\u91ce\u3084\u6025\u901f\u306b\u767a\u5c55\u3059\u308b\u5206\u91ce\u3067\u306f\u73fe\u5b9f\u7684\u3067\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u3002<\/p><\/li><li><p><strong>\u7d99\u7d9a\u7684\u306a\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\uff1a <\/strong>\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30fb\u30ab\u30c6\u30b4\u30ea\u30fc\u304c\u983b\u7e41\u306b\u51fa\u73fe\u3059\u308b\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u74b0\u5883\u3067\u306f\u3001\u5f93\u6765\u306e\u30e2\u30c7\u30eb\u306f\u5e38\u306b\u9069\u5207\u3067\u3042\u308a\u7d9a\u3051\u308b\u305f\u3081\u306b\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/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=\"Yan, Ma &amp; Liu, Kang &amp; Guan, Zhibin &amp; Xinkai, Xu &amp; Qian, Xu &amp; Bao, Hong.(2018).Background Augmentation Generative Adversarial Networks (BAGANs)\uff1aGAN-Augmented 3D Synthesizing\u306b\u57fa\u3065\u304f\u52b9\u679c\u7684\u306a\u30c7\u30fc\u30bf\u751f\u6210\u3002Symmetry.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>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u3069\u306e\u3088\u3046\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u304b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u9650\u754c\u306b\u53d6\u308a\u7d44\u3080\u30d1\u30e9\u30c0\u30a4\u30e0\u30b7\u30d5\u30c8\u3092\u63d0\u4f9b\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308a\u67d4\u8edf\u3067\u52b9\u7387\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3059\u308b\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u30b5\u30f3\u30d7\u30eb\u52b9\u7387\uff1a <\/strong>\u30e1\u30bf\u5b66\u7fd2\u6280\u8853\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001Few Shot Learning\u30e2\u30c7\u30eb\u306f\u3001\u308f\u305a\u304b\u6570\u500b\u306e\u4f8b\u304b\u3089\u6c4e\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30c7\u30fc\u30bf\u304c\u4e4f\u3057\u3044\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u52b9\u679c\u7684\u3067\u3042\u308b\u3002<\/p><\/li><li><p><strong>\u8fc5\u901f\u306a\u9069\u5fdc\uff1a<\/strong> \u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3084\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u7d20\u65e9\u304f\u9069\u5fdc\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u826f\u597d\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u4f8b\u6570\u306f\u308f\u305a\u304b\u3067\u3042\u308b\u3002<\/p><\/li><li><p><strong>\u30ea\u30bd\u30fc\u30b9\u306e\u6700\u9069\u5316\uff1a<\/strong> \u9650\u3089\u308c\u305f\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u3092\u6301\u3064Few Shot Learning\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u53ce\u96c6\u3068\u30e9\u30d9\u30ea\u30f3\u30b0\u306e\u5fc5\u8981\u6027\u3092\u6e1b\u3089\u3057\u3001\u6642\u9593\u3068\u30ea\u30bd\u30fc\u30b9\u3092\u7bc0\u7d04\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u7d99\u7d9a\u7684\u306a\u5b66\u7fd2\uff1a <\/strong>\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30e2\u30c7\u30eb\u304c\u4ee5\u524d\u306b\u5b66\u7fd2\u3057\u305f\u60c5\u5831\u3092\u5fd8\u308c\u308b\u3053\u3068\u306a\u304f\u65b0\u3057\u3044\u77e5\u8b58\u3092\u53d6\u308a\u5165\u308c\u308b\u5fc5\u8981\u304c\u3042\u308b\u3088\u3046\u306a\u3001\u7d99\u7d9a\u7684\u306a\u5b66\u7fd2\u30b7\u30ca\u30ea\u30aa\u306b\u672c\u8cea\u7684\u306b\u9069\u3057\u3066\u3044\u308b\u3082\u306e\u306f\u5c11\u306a\u3044\u3002<\/p><\/li><li><p><strong>\u6c4e\u7528\u6027\u304c\u3042\u308b\uff1a<\/strong> \u6570\u30b7\u30e7\u30c3\u30c8\u306e\u753b\u50cf\u5206\u985e\u306e\u3088\u3046\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fb\u30d3\u30b8\u30e7\u30f3\u306e\u30bf\u30b9\u30af\u304b\u3089\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u307e\u3067\u3001\u6570\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306f\u69d8\u3005\u306a\u9818\u57df\u3067\u9855\u8457\u306a\u6c4e\u7528\u6027\u3092\u767a\u63ee\u3059\u308b\u3002<\/p><\/li>\n<\/ol>\n\n\n<p>\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u3067\u3001\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u306fAI\u958b\u767a\u306e\u65b0\u305f\u306a\u53ef\u80fd\u6027\u3092\u958b\u304d\u3001\u3088\u308a\u9069\u5fdc\u6027\u304c\u9ad8\u304f\u52b9\u7387\u7684\u306a\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002 <\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Spectrum_of_Sample-Efficient_Learning\"><\/span>\u30b5\u30f3\u30d7\u30eb\u52b9\u7387\u5b66\u7fd2\u306e\u30b9\u30da\u30af\u30c8\u30e9\u30e0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u5fc5\u8981\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u91cf\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u306f\u3001\u9b45\u529b\u7684\u306a\u30b9\u30da\u30af\u30c8\u30eb\u304c\u3042\u308b\u3002\u3053\u306e\u30b9\u30da\u30af\u30c8\u30e9\u30e0\u306b\u306f\u3001\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u3001\u30ef\u30f3\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u3001\u6570\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u304c\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u304c\u9650\u3089\u308c\u305f\u4f8b\u304b\u3089\u5b66\u7fd2\u3059\u308b\u3068\u3044\u3046\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u30e6\u30cb\u30fc\u30af\u306a\u80fd\u529b\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Zero_Shot_Learning_Learning_without_examples\"><\/span>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\uff1a\u4f8b\u306a\u3057\u306b\u5b66\u7fd2\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30b5\u30f3\u30d7\u30eb\u52b9\u7387\u306e\u6975\u9650\u306b\u306f\u3001\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u304c\u3042\u308b\u3002\u3053\u306e\u6ce8\u76ee\u3059\u3079\u304d\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u4e2d\u306b\u4e00\u5ea6\u3082\u898b\u305f\u3053\u3068\u306e\u306a\u3044\u30af\u30e9\u30b9\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u8a8d\u8b58\u307e\u305f\u306f\u5206\u985e\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306f\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u4f8b\u306b\u4f9d\u5b58\u3059\u308b\u4ee3\u308f\u308a\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u8a18\u8ff0\u3084\u5c5e\u6027\u30d9\u30fc\u30b9\u306e\u8868\u73fe\u306a\u3069\u306e\u88dc\u52a9\u60c5\u5831\u3092\u6d3b\u7528\u3057\u3066\u3001\u898b\u305f\u3053\u3068\u306e\u306a\u3044\u30af\u30e9\u30b9\u306b\u3064\u3044\u3066\u306e\u4e88\u6e2c\u3092\u884c\u3046\u3002<\/p>\n\n\n<p>\u4f8b\u3048\u3070\u3001\u30bc\u30ed\u30fb\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u3001\u4eca\u307e\u3067\u51fa\u4f1a\u3063\u305f\u3053\u3068\u306e\u306a\u3044\u65b0\u3057\u3044\u52d5\u7269\u7a2e\u3092\u3001\u305d\u306e\u7279\u5fb4\u306e\u30c6\u30ad\u30b9\u30c8\u8a18\u8ff0\u306e\u307f\u306b\u57fa\u3065\u3044\u3066\u5206\u985e\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u3053\u306e\u80fd\u529b\u306f\u3001\u53ef\u80fd\u6027\u306e\u3042\u308b\u3059\u3079\u3066\u306e\u30af\u30e9\u30b9\u306b\u3064\u3044\u3066\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u4f8b\u3092\u5f97\u308b\u3053\u3068\u304c\u73fe\u5b9f\u7684\u3067\u306a\u3044\u3001\u3042\u308b\u3044\u306f\u4e0d\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3044\u3066\u7279\u306b\u4fa1\u5024\u304c\u3042\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"One_Shot_Learning_Learning_from_a_single_instance\"><\/span>\u30ef\u30f3\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\uff1a\u5358\u4e00\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304b\u3089\u306e\u5b66\u7fd2<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u305d\u306e\u30b9\u30da\u30af\u30c8\u30eb\u306b\u6cbf\u3063\u3066\u9032\u3080\u3068\u3001\u30ef\u30f3\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306b\u51fa\u4f1a\u3046\u3002\u30ef\u30f3\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306f\u3001\u30e2\u30c7\u30eb\u304c\u305f\u3063\u305f1\u3064\u306e\u4f8b\u304b\u3089\u65b0\u3057\u3044\u30af\u30e9\u30b9\u3092\u8a8d\u8b58\u3059\u308b\u3053\u3068\u3092\u5b66\u7fd2\u3059\u308b\u3001\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u3067\u3042\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u4eba\u9593\u306e\u8a8d\u77e5\u304b\u3089\u30d2\u30f3\u30c8\u3092\u5f97\u3066\u304a\u308a\u3001\u65b0\u3057\u3044\u6982\u5ff5\u3092\u305f\u3063\u305f\u4e00\u5ea6\u898b\u305f\u3060\u3051\u3067\u7d20\u65e9\u304f\u7406\u89e3\u3059\u308b\u80fd\u529b\u3092\u6a21\u5023\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<p>\u30ef\u30f3\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u6280\u8853\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u6d17\u7df4\u3055\u308c\u305f\u985e\u4f3c\u6027\u5c3a\u5ea6\u3092\u4f7f\u7528\u3057\u3066\u3001\u65b0\u3057\u3044\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u898b\u305f\u3053\u3068\u306e\u3042\u308b1\u3064\u306e\u4f8b\u3068\u6bd4\u8f03\u3059\u308b\u3053\u3068\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u65b9\u6cd5\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u304c1\u679a\u306e\u5199\u771f\u304b\u3089\u4eba\u7269\u3092\u8b58\u5225\u3059\u308b\u3053\u3068\u3092\u5b66\u7fd2\u3067\u304d\u308b\u3001\u9854\u8a8d\u8b58\u306e\u3088\u3046\u306a\u5206\u91ce\u3067\u9855\u8457\u306a\u6210\u529f\u3092\u53ce\u3081\u3066\u3044\u308b\u3002<\/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=\"Agarwal, Shivaank &amp; Gudi, Ravindra &amp; Saxena, Paresh.(2022).\u6a39\u8102\u8b58\u5225\u30b3\u30fc\u30c9\u306b\u57fa\u3065\u304f\u30d7\u30e9\u30b9\u30c1\u30c3\u30af\u5ec3\u68c4\u7269\u5206\u5225\u306e\u305f\u3081\u306e\u753b\u50cf\u5206\u985e\u30a2\u30d7\u30ed\u30fc\u30c1\u3002Transactions of the Indian National Academy of Engineering.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>\u6570\u6483\u3061\u3083\u5f53\u305f\u308b\u5b66\u7fd2\uff1a\u6700\u5c0f\u9650\u306e\u30c7\u30fc\u30bf\u3067\u30bf\u30b9\u30af\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306f\u3001\u30ef\u30f3\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306e\u6982\u5ff5\u3092\u3001\u65b0\u3057\u3044\u30af\u30e9\u30b9\u3054\u3068\u306b\u5c11\u6570\u306e\uff08\u901a\u5e382-5\uff09\u30e9\u30d9\u30eb\u4ed8\u304d\u4f8b\u304c\u5229\u7528\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa\u306b\u62e1\u5f35\u3057\u305f\u3082\u306e\u3067\u3042\u308b\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30bc\u30ed\u30fb\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u3068\u30ef\u30f3\u30fb\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306e\u6975\u7aef\u306a\u30c7\u30fc\u30bf\u52b9\u7387\u3068\u3001\u3088\u308a\u591a\u304f\u306e\u30c7\u30fc\u30bf\u3092\u5fc5\u8981\u3068\u3059\u308b\u4f1d\u7d71\u7684\u306a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u624b\u6cd5\u306e\u9593\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u3068\u308b\u3002<\/p>\n\n\n<p>\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u624b\u6cd5\u3067\u306f\u3001\u308f\u305a\u304b\u306a\u4f8b\u3067\u30e2\u30c7\u30eb\u3092\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3084\u30af\u30e9\u30b9\u306b\u8fc5\u901f\u306b\u9069\u5fdc\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3082\u306e\u304c\u307b\u3068\u3093\u3069\u306a\u3044\u305f\u3081\u3001\u30c7\u30fc\u30bf\u4e0d\u8db3\u304c\u5927\u304d\u306a\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u308b\u9818\u57df\u3067\u306f\u975e\u5e38\u306b\u8cb4\u91cd\u306a\u5b58\u5728\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u30e1\u30bf\u5b66\u7fd2\u6226\u7565\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u5b66\u7fd2\u65b9\u6cd5\u3092\u5b66\u7fd2\u3057\u3001\u9650\u3089\u308c\u305f\u30c7\u30fc\u30bf\u304b\u3089\u52b9\u679c\u7684\u306b\u6c4e\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Core_Concepts_in_Few_Shot_Learning\"><\/span>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30b3\u30a2\u30fb\u30b3\u30f3\u30bb\u30d7\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u529b\u3092\u5341\u5206\u306b\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3053\u306e\u9769\u65b0\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u652f\u3048\u308b\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u6982\u5ff5\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"N-way_K-shot_classification_explained\"><\/span>N\u30a6\u30a7\u30a4K\u30b7\u30e7\u30c3\u30c8\u5206\u985e\u306e\u8aac\u660e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u306e\u4e2d\u5fc3\u306b\u306f\u3001N\u30a6\u30a7\u30a4K\u30b7\u30e7\u30c3\u30c8\u5206\u985e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u3042\u308b\u3002\u3053\u306e\u7528\u8a9e\u306fFew Shot Learning\u30bf\u30b9\u30af\u306e\u69cb\u9020\u3092\u8aac\u660e\u3059\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>N-way\u3068\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u30e2\u30c7\u30eb\u304c\u533a\u5225\u3059\u308b\u5fc5\u8981\u306e\u3042\u308b\u30af\u30e9\u30b9\u306e\u6570\u3092\u6307\u3059\u3002<\/p><\/li><li><p>K\u30b7\u30e7\u30c3\u30c8\u306f\u3001\u5404\u30af\u30e9\u30b9\u306b\u63d0\u4f9b\u3055\u308c\u305f\u4f8b\u306e\u6570\u3092\u793a\u3059\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u4f8b\u3048\u3070\u30015-way 3-shot\u5206\u985e\u30bf\u30b9\u30af\u306f\u30015\u3064\u306e\u7570\u306a\u308b\u30af\u30e9\u30b9\u3092\u533a\u5225\u3059\u308b\u3053\u3068\u3092\u542b\u307f\u3001\u5404\u30af\u30e9\u30b9\u306b3\u3064\u306e\u4f8b\u304c\u63d0\u4f9b\u3055\u308c\u308b\u3002\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u3088\u308a\u3001\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u8005\u306f\u3001\u4e00\u8cab\u3057\u305f\u6761\u4ef6\u4e0b\u3067\u3001\u7570\u306a\u308bFew Shot Learning\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7cfb\u7d71\u7684\u306b\u8a55\u4fa1\u3057\u3001\u6bd4\u8f03\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_role_of_support_and_query_sets\"><\/span>\u30b5\u30dd\u30fc\u30c8\u3068\u30af\u30a8\u30ea\u30fc\u30bb\u30c3\u30c8\u306e\u5f79\u5272<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306f\u901a\u5e382\u3064\u306e\u7570\u306a\u308b\u96c6\u5408\u306b\u6574\u7406\u3055\u308c\u308b\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u30b5\u30dd\u30fc\u30c8\u30bb\u30c3\u30c8\uff1a<\/strong> \u3053\u308c\u306b\u306f\u3001N\u500b\u306e\u30af\u30e9\u30b9\u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\u3001\u5c11\u6570\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u4f8b\uff08K\u30b7\u30e7\u30c3\u30c8\uff09\u304c\u542b\u307e\u308c\u308b\u3002\u30e2\u30c7\u30eb\u306f\u3053\u306e\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3092\u5b66\u7fd2\u307e\u305f\u306f\u9069\u5fdc\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u30af\u30a8\u30ea\u30fc\u30bb\u30c3\u30c8<\/strong> \u3053\u308c\u306f\u540c\u3058N\u500b\u306e\u30af\u30e9\u30b9\u304b\u3089\u306e\u8ffd\u52a0\u4f8b\u3067\u69cb\u6210\u3055\u308c\u3001\u30e2\u30c7\u30eb\u306f\u3053\u308c\u3092\u6b63\u3057\u304f\u5206\u985e\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\u30af\u30a8\u30ea\u96c6\u5408\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u306f\u3001\u30b5\u30dd\u30fc\u30c8\u96c6\u5408\u306e\u9650\u3089\u308c\u305f\u4f8b\u304b\u3089\u3069\u308c\u3060\u3051\u3046\u307e\u304f\u5b66\u7fd2\u3067\u304d\u305f\u304b\u3092\u6c7a\u5b9a\u3059\u308b\u3002<\/p><\/li>\n<\/ol>\n\n\n<p>\u3053\u306e\u69cb\u9020\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u5c11\u6570\u306e\u4f8b\uff08\u30b5\u30dd\u30fc\u30c8\u30bb\u30c3\u30c8\uff09\u304b\u3089\u5b66\u7fd2\u3057\u3001\u540c\u3058\u30bf\u30b9\u30af\u5185\u3067\u65b0\u3057\u3044\u672a\u898b\u306e\u4f8b\uff08\u30af\u30a8\u30ea\u30fc\u30bb\u30c3\u30c8\uff09\u306b\u6c4e\u5316\u3059\u308b\u80fd\u529b\u3092\u5373\u5ea7\u306b\u30c6\u30b9\u30c8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Approaches_to_Few_Shot_Learning\"><\/span>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u3078\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u305f\u3081\u306b\u69d8\u3005\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u958b\u767a\u3057\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u304c\u30e6\u30cb\u30fc\u30af\u306a\u9577\u6240\u3068\u7528\u9014\u3092\u6301\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data-level_techniques\"><\/span>\u30c7\u30fc\u30bf\u30ec\u30d9\u30eb\u306e\u30c6\u30af\u30cb\u30c3\u30af<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30d9\u30eb\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u5229\u7528\u53ef\u80fd\u306a\u9650\u3089\u308c\u305f\u4f8b\u3092\u88dc\u5b8c\u3059\u308b\u305f\u3081\u306b\u3001\u8ffd\u52a0\u7684\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u5897\u5f37\u307e\u305f\u306f\u751f\u6210\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u624b\u6cd5\u306b\u306f\u4ee5\u4e0b\u304c\u542b\u307e\u308c\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30c7\u30fc\u30bf\u306e\u5897\u5f37\uff1a<\/strong> \u65e2\u5b58\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u5909\u63db\u3092\u52a0\u3048\u3001\u65b0\u3057\u3044\u5408\u6210\u30b5\u30f3\u30d7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u751f\u6210\u30e2\u30c7\u30eb\uff1a <\/strong>\u9ad8\u5ea6\u306aAI\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u3001\u5229\u7528\u53ef\u80fd\u306a\u9650\u3089\u308c\u305f\u5b9f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u3001\u73fe\u5b9f\u7684\u3067\u4eba\u5de5\u7684\u306a\u4f8b\u3092\u751f\u6210\u3059\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u3053\u308c\u3089\u306e\u65b9\u6cd5\u306f\u3001\u5b66\u7fd2\u30bb\u30c3\u30c8\u306e\u6709\u52b9\u30b5\u30a4\u30ba\u3092\u5927\u304d\u304f\u3057\u3001\u30e2\u30c7\u30eb\u304c\u9650\u3089\u308c\u305f\u30c7\u30fc\u30bf\u304b\u3089\u3088\u308a\u30ed\u30d0\u30b9\u30c8\u306a\u8868\u73fe\u3092\u5b66\u7fd2\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Parameter-level_strategies\"><\/span>\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u30ec\u30d9\u30eb\u306e\u6226\u7565<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30d1\u30e9\u30e1\u30fc\u30bf\u30ec\u30d9\u30eb\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u7d20\u65e9\u304f\u9069\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u3002\u3053\u306e\u3088\u3046\u306a\u6226\u7565\u306b\u306f\u591a\u304f\u306e\u5834\u5408<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u521d\u671f\u5316\u306e\u30c6\u30af\u30cb\u30c3\u30af\uff1a<\/strong> \u65b0\u3057\u3044\u30bf\u30b9\u30af\u3078\u306e\u8fc5\u901f\u306a\u9069\u5fdc\u3092\u53ef\u80fd\u306b\u3059\u308b\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6700\u9069\u306a\u958b\u59cb\u70b9\u3092\u898b\u3064\u3051\u308b\u3002<\/p><\/li><li><p><strong>\u6b63\u5247\u5316\u306e\u65b9\u6cd5<\/strong>:\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u7a7a\u9593\u3092\u5236\u7d04\u3057\u3001\u5229\u7528\u53ef\u80fd\u306a\u9650\u3089\u308c\u305f\u30c7\u30fc\u30bf\u3067\u306e\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u3092\u9632\u3050\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u3053\u308c\u3089\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30e2\u30c7\u30eb\u3092\u3088\u308a\u67d4\u8edf\u3067\u9069\u5fdc\u6027\u306e\u3042\u308b\u3082\u306e\u306b\u3057\u3001\u308f\u305a\u304b\u306a\u4f8b\u304b\u3089\u52b9\u679c\u7684\u306b\u5b66\u7fd2\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Metric-based_methods\"><\/span>\u30e1\u30fc\u30c8\u30eb\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30e1\u30c8\u30ea\u30c3\u30af\u30d9\u30fc\u30b9\u306e\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u6280\u8853\u306f\u3001\u9650\u3089\u308c\u305f\u5229\u7528\u53ef\u80fd\u306a\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3068\u65b0\u3057\u3044\u4f8b\u3092\u52b9\u679c\u7684\u306b\u6bd4\u8f03\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u8ddd\u96e2\u307e\u305f\u306f\u985e\u4f3c\u6027\u95a2\u6570\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u308b\u3002\u4e00\u822c\u7684\u306a\u30e1\u30c8\u30ea\u30c3\u30af\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u306b\u306f\u4ee5\u4e0b\u304c\u542b\u307e\u308c\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30b7\u30e3\u30e0\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af <\/strong>\u5165\u529b\u306e\u30da\u30a2\u9593\u306e\u985e\u4f3c\u6027\u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3059\u308b\u5b66\u7fd2\u3002<\/p><\/li><li><p><strong>\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong> \u30af\u30e9\u30b9\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u8a08\u7b97\u3057\u3001\u3053\u308c\u3089\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3068\u306e\u8ddd\u96e2\u306b\u57fa\u3065\u3044\u3066\u65b0\u3057\u3044\u4f8b\u3092\u5206\u985e\u3059\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u3053\u308c\u3089\u306e\u65b9\u6cd5\u306f\u3001\u65b0\u3057\u3044\u30af\u30e9\u30b9\u306b\u3046\u307e\u304f\u6c4e\u5316\u3059\u308b\u65b9\u6cd5\u3067\u985e\u4f3c\u6027\u3092\u6e2c\u5b9a\u3059\u308b\u3053\u3068\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u6570\u30b7\u30e7\u30c3\u30c8\u306e\u753b\u50cf\u5206\u985e\u306e\u3088\u3046\u306a\u30bf\u30b9\u30af\u3092\u5f97\u610f\u3068\u3059\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Gradient-based_meta-learning\"><\/span>\u52fe\u914d\u30d9\u30fc\u30b9\u306e\u30e1\u30bf\u5b66\u7fd2<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Model Agnostic Meta-Learning (MAML)\u306b\u4ee3\u8868\u3055\u308c\u308b\u52fe\u914d\u30d9\u30fc\u30b9\u306e\u30e1\u30bf\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u5b66\u7fd2\u65b9\u6cd5\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u624b\u6cd5\u306f\u901a\u5e38\u30012\u6bb5\u968e\u306e\u6700\u9069\u5316\u30d7\u30ed\u30bb\u30b9\u3092\u542b\u3080\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u30a4\u30f3\u30ca\u30fc\u30eb\u30fc\u30d7\uff1a <\/strong>\u5c11\u6570\u306e\u52fe\u914d\u30b9\u30c6\u30c3\u30d7\u3092\u4f7f\u7528\u3057\u3066\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u8fc5\u901f\u306b\u9069\u5fdc\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u30a2\u30a6\u30bf\u30fc\u30fb\u30eb\u30fc\u30d7\uff1a<\/strong> \u30e2\u30c7\u30eb\u306e\u521d\u671f\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u306b\u7d20\u65e9\u304f\u9069\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/p><\/li>\n<\/ol>\n\n\n<p>\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u7d20\u65e9\u304f\u5fae\u8abf\u6574\u3067\u304d\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30bb\u30c3\u30c8\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u3001\u308f\u305a\u304b\u6570\u4f8b\u3067\u65b0\u3057\u3044\u30b7\u30ca\u30ea\u30aa\u306b\u30e2\u30c7\u30eb\u3092\u8fc5\u901f\u306b\u9069\u5fdc\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u5bfe\u3059\u308b\u3053\u308c\u3089\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u306f\u305d\u308c\u305e\u308c\u72ec\u81ea\u306e\u5229\u70b9\u304c\u3042\u308a\u3001\u7814\u7a76\u8005\u306f\u3088\u308a\u5f37\u529b\u3067\u67d4\u8edf\u306a\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u8907\u6570\u306e\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u591a\u3044\u3002AI\u306e\u9650\u754c\u306b\u6311\u6226\u3057\u7d9a\u3051\u308b\u4e2d\u3067\u3001\u3053\u308c\u3089\u306e\u30b5\u30f3\u30d7\u30eb\u52b9\u7387\u306b\u512a\u308c\u305f\u5b66\u7fd2\u624b\u6cd5\u306f\u3001\u3088\u308a\u9069\u5fdc\u6027\u304c\u9ad8\u304f\u52b9\u7387\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u306b\u304a\u3044\u3066\u3001\u307e\u3059\u307e\u3059\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Applications_Across_Industries\"><\/span>\u696d\u754c\u3092\u8d85\u3048\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u5358\u306a\u308b\u7406\u8ad6\u7684\u6982\u5ff5\u3067\u306f\u306a\u3044\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%82%b2%e3%83%83%e3%83%88%e3%81%ae10%e3%81%ae%e5%ae%9f%e8%b7%b5%e7%9a%84%e3%82%a2%e3%83%97%e3%83%aa%e3%82%b1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3\/\">\u5b9f\u7528<\/a> \u69d8\u3005\u306a\u696d\u754c\u306b\u308f\u305f\u3063\u3066\u3001AI\u304c\u73fe\u5b9f\u4e16\u754c\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u65b9\u6cd5\u3092\u5909\u3048\u3066\u3044\u308b\u3002<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Computer_Vision_From_image_classification_to_object_detection\"><\/span>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u753b\u50cf\u5206\u985e\u304b\u3089\u7269\u4f53\u691c\u51fa\u307e\u3067<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fb\u30d3\u30b8\u30e7\u30f3\u306e\u5206\u91ce\u3067\u306f\u3001\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u9650\u3089\u308c\u305f\u30c7\u30fc\u30bf\u3067\u53ef\u80fd\u306a\u3053\u3068\u306e\u9650\u754c\u306b\u6311\u6226\u3057\u3066\u3044\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong><u>\u753b\u50cf\u306e\u5206\u985e\uff1a<\/u><\/strong> \u30b7\u30e7\u30c3\u30c8\u753b\u50cf\u306e\u5206\u985e\u6280\u8853\u3067\u306f\u3001\u308f\u305a\u304b\u306a\u4f8b\u304b\u3089\u65b0\u3057\u3044\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u3092\u8a8d\u8b58\u3067\u304d\u308b\u30e2\u30c7\u30eb\u306f\u307b\u3068\u3093\u3069\u306a\u3044\u3002<\/p><\/li><li><p><strong><u>\u7269\u4f53\u691c\u51fa\uff1a <\/u><\/strong>\u30b7\u30e7\u30c3\u30c8\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u6cd5\u306f\u3001\u81ea\u5f8b\u8d70\u884c\u8eca\u304b\u3089\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b7\u30b9\u30c6\u30e0\u307e\u3067\u5e45\u5e83\u3044\u7528\u9014\u3067\u3001\u753b\u50cf\u3084\u30d3\u30c7\u30aa\u30b9\u30c8\u30ea\u30fc\u30e0\u5185\u306e\u65b0\u898f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u691c\u51fa\u30fb\u8b58\u5225\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002<\/p><\/li><li><p><strong><u>\u9854\u8a8d\u8b58\uff1a <\/u><\/strong>\u30ef\u30f3\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u9854\u8a8d\u8b58\u30b7\u30b9\u30c6\u30e0\u3092\u5927\u5e45\u306b\u6539\u5584\u3057\u30011\u679a\u306e\u53c2\u7167\u753b\u50cf\u304b\u3089\u500b\u4eba\u3092\u8b58\u5225\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3002<\/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>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff1a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u9069\u5fdc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306b\u3082\u6ce2\u53ca\u3057\u3066\u304a\u308a\u3001\u3088\u308a\u67d4\u8edf\u3067\u52b9\u7387\u7684\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong><u>\u30c6\u30ad\u30b9\u30c8\u306e\u5206\u985e<\/u><\/strong> \u30e2\u30c7\u30eb\u306f\u3001\u6700\u5c0f\u9650\u306e\u4f8b\u3067\u65b0\u3057\u3044\u30c6\u30ad\u30b9\u30c8\u30ab\u30c6\u30b4\u30ea\u30fc\u3084\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u30bf\u30b9\u30af\u306b\u7d20\u65e9\u304f\u9069\u5fdc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3\u3084\u9867\u5ba2\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u5206\u6790\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002<\/p><\/li><li><p><strong><u>\u6a5f\u68b0\u7ffb\u8a33\uff1a<\/u><\/strong> \u4f4e\u30ea\u30bd\u30fc\u30b9\u8a00\u8a9e\u3084\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u7528\u8a9e\u3092\u6271\u3046\u7ffb\u8a33\u30b7\u30b9\u30c6\u30e0\u306e\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u308b\u30b7\u30e7\u30c3\u30c8\u6280\u8853\u306f\u307b\u3068\u3093\u3069\u306a\u3044\u3002<\/p><\/li><li><p><strong><u>\u8cea\u554f\u306b\u7b54\u3048\u308b\uff1a <\/u><\/strong>\u9650\u3089\u308c\u305f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3067\u65b0\u3057\u3044\u30c8\u30d4\u30c3\u30af\u306b\u95a2\u3059\u308b\u8cea\u554f\u306b\u7b54\u3048\u308bAI\u306e\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u308b\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u307b\u3068\u3093\u3069\u306a\u3044\u3002<\/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>\u30ed\u30dc\u30c3\u30c8\u5de5\u5b66\u65b0\u3057\u3044\u74b0\u5883\u3078\u306e\u7d20\u65e9\u3044\u9069\u5fdc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u30ed\u30dc\u30c3\u30c8\u5de5\u5b66\u3067\u306f\u3001\u7d20\u65e9\u304f\u5b66\u7fd2\u3057\u9069\u5fdc\u3059\u308b\u80fd\u529b\u304c\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u30ed\u30dc\u30c3\u30c8\u306b\u6b21\u306e\u3088\u3046\u306a\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u6700\u5c0f\u9650\u306e\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u65b0\u3057\u3044\u4ed5\u4e8b\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3001\u88fd\u9020\u696d\u3084\u30b5\u30fc\u30d3\u30b9\u696d\u3067\u306e\u6c4e\u7528\u6027\u3092\u9ad8\u3081\u308b\u3002<\/p><\/li><li><p>\u65b0\u3057\u3044\u74b0\u5883\u3084\u4e88\u671f\u305b\u306c\u72b6\u6cc1\u306b\u9069\u5fdc\u3059\u308b\u3053\u3068\u306f\u3001\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u5b9f\u4e16\u754c\u3067\u306e\u5c55\u958b\u306b\u6b20\u304b\u305b\u306a\u3044\u3002<\/p><\/li><li><p>\u65b0\u5947\u306a\u7269\u4f53\u306e\u65b0\u3057\u3044\u628a\u6301\u6280\u8853\u3092\u5b66\u3073\u3001\u5009\u5eab\u7ba1\u7406\u3084\u30ed\u30b8\u30b9\u30c6\u30a3\u30af\u30b9\u306b\u304a\u3051\u308b\u6709\u7528\u6027\u3092\u5e83\u3052\u308b\u3002<\/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>\u30d8\u30eb\u30b9\u30b1\u30a2\u9650\u3089\u308c\u305f\u30c7\u30fc\u30bf\u3067\u5e0c\u5c11\u75be\u60a3\u306b\u53d6\u308a\u7d44\u3080<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Few Shot Learning\u306f\u3001\u5e0c\u5c11\u75be\u60a3\u306e\u30c7\u30fc\u30bf\u304c\u4e4f\u3057\u3044\u3053\u3068\u304c\u591a\u3044\u30d8\u30eb\u30b9\u30b1\u30a2\u306b\u304a\u3044\u3066\u7279\u306b\u4fa1\u5024\u304c\u3042\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong><u>\u75c5\u6c17\u306e\u8a3a\u65ad<\/u><\/strong> \u30e2\u30c7\u30eb\u306f\u3001\u9650\u3089\u308c\u305f\u533b\u7642\u753b\u50cf\u30c7\u30fc\u30bf\u304b\u3089\u5e0c\u5c11\u75be\u60a3\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3092\u5b66\u7fd2\u3057\u3001\u8a3a\u65ad\u3068\u6cbb\u7642\u3092\u8fc5\u901f\u5316\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p><\/li><li><p><strong><u>\u5275\u85ac\uff1a<\/u> <\/strong>\u5e0c\u5c11\u75be\u60a3\u306e\u6cbb\u7642\u85ac\u5019\u88dc\u306e\u540c\u5b9a\u306b\u5f79\u7acb\u3064\u30b7\u30e7\u30c3\u30c8\u6280\u8853\u306f\u307b\u3068\u3093\u3069\u306a\u304f\u3001\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u91cf\u306e\u591a\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u4e0d\u5341\u5206\u306a\u5834\u5408\u304c\u3042\u308b\u3002<\/p><\/li><li><p><strong><u>\u500b\u5225\u5316\u533b\u7642\uff1a<\/u> <\/strong>\u500b\u3005\u306e\u60a3\u8005\u30c7\u30fc\u30bf\u306b\u7d20\u65e9\u304f\u9069\u5fdc\u3059\u308b\u3053\u3068\u3067\u3001\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u3001\u3088\u308a\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u6cbb\u7642\u8a08\u753b\u306b\u8ca2\u732e\u3057\u3066\u3044\u308b\u3002<\/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>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u8ab2\u984c\u3068\u4eca\u5f8c\u306e\u65b9\u5411\u6027<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d5\u30e5\u30fc\u30b7\u30e7\u30c3\u30c8\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u76ee\u899a\u307e\u3057\u3044\u9032\u6b69\u3092\u9042\u3052\u305f\u4e00\u65b9\u3067\u3001\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u3084\u30a8\u30ad\u30b5\u30a4\u30c6\u30a3\u30f3\u30b0\u306a\u7814\u7a76\u306e\u65b9\u5411\u6027\u3082\u6b8b\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n<p><strong><u>\u73fe\u5728\u306e\u9650\u754c<\/u><\/strong><\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong><u>\u9818\u57df\u3092\u8d85\u3048\u305f\u6c4e\u5316\uff1a<\/u><\/strong> \u65b0\u3057\u3044\u30bf\u30b9\u30af\u306e\u5206\u5e03\u304c\u8a13\u7df4\u30bf\u30b9\u30af\u3068\u5927\u304d\u304f\u7570\u306a\u308b\u5834\u5408\u3001\u591a\u304f\u306eFew Shot 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AI, the ability to learn efficiently from limited data has become crucial. 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 to learn new concepts or tasks from only a few examples. Unlike traditional supervised learning methods that require vast amounts of labeled training data, Few Shot Learning techniques allow models to generalize effectively using just a small number of samples. This approach mimics the human ability to quickly grasp new ideas without the need for [&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. 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