{"id":1844,"date":"2024-10-30T11:53:15","date_gmt":"2024-10-30T11:53:15","guid":{"rendered":"https:\/\/linen-vulture-703400.hostingersite.com\/?p=1844"},"modified":"2024-10-30T11:53:19","modified_gmt":"2024-10-30T11:53:19","slug":"nb-dmt","status":"publish","type":"post","link":"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/","title":{"rendered":"NB-DMT\uff1a\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u3059\u3079\u3066\u306e\u3053\u3068"},"content":{"rendered":"<p>\u9a5a\u304f\u3079\u304d\u4e8b\u5b9f\uff1a\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30d9\u30a4\u30ba\u6a5f\u68b0\u7ffb\u8a33(<strong>NB-DMT<\/strong>)\u306f\u3001\u6a5f\u68b0\u7ffb\u8a33\u306e\u7cbe\u5ea6\u3092\u6700\u592730%\u5411\u4e0a\u3055\u305b\u305f\u3002\u3053\u306e\u9769\u65b0\u7684\u306aAI\u6280\u8853\u306f\u3001\u7ffb\u8a33\u5206\u91ce\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u307e\u3059\u3002\u591a\u8a00\u8a9e\u30b3\u30f3\u30c6\u30f3\u30c4\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u56fd\u969b\u30d3\u30b8\u30cd\u30b9\u306b\u307e\u3063\u305f\u304f\u65b0\u3057\u3044\u53ef\u80fd\u6027\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u4ee5\u4e0b\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u898b\u3066\u3044\u304f\u3002 <strong>NB-DMT<\/strong> \u3092\u6271\u3046\u3002\u3053\u306e\u6280\u8853\u306e\u57fa\u672c\u3001\u5fdc\u7528\u5206\u91ce\u3001\u305d\u306e\u80cc\u5f8c\u306b\u3042\u308b\u6982\u5ff5\u306b\u3064\u3044\u3066\u8aac\u660e\u3059\u308b\u3002\u3053\u308c\u306b\u306f\u4ee5\u4e0b\u304c\u542b\u307e\u308c\u308b\u3002 <strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong>, <strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/strong> \u305d\u3057\u3066 <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong>.<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u6b21\u306e\u3088\u3046\u306a\u3053\u3068\u3082\u8003\u3048\u3066\u3044\u308b\u3002 <strong>\u30d9\u30af\u30c8\u30eb\u5316<\/strong>, <strong>\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f<\/strong>, <strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33<\/strong> \u305d\u3057\u3066 <strong>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc<\/strong>.\u305d\u3057\u3066\u6700\u5f8c\u306b\u3001\u3053\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4f7f\u7528\u4f8b\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u7d39\u4ecb\u3059\u308b\u3002 <strong>NB-DMT<\/strong>.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-55-1024x585.jpeg\" alt=\"\" class=\"wp-image-1848\" srcset=\"https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-55-1024x585.jpeg 1024w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-55-300x171.jpeg 300w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-55-768x439.jpeg 768w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-55-18x10.jpeg 18w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-55-504x288.jpeg 504w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-55.jpeg 1344w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 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 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' ><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Wichtige_Erkenntnisse\" >\u91cd\u8981\u306a\u767a\u898b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Was_ist_NB-DMT\" >NB-DMT\u3068\u306f\uff1f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Definition_und_Grundlagen_von_NB-DMT\" >NB-DMT\u306e\u5b9a\u7fa9\u3068\u57fa\u790e\u77e5\u8b58<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Anwendungsbereiche_von_NB-DMT\" >NB-DMT\u306e\u5fdc\u7528\u5206\u91ce<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Neurale_Netze_und_maschinelles_Lernen\" >\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u6a5f\u68b0\u5b66\u7fd2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Deep_Learning_und_kunstliche_Intelligenz\" >\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u4eba\u5de5\u77e5\u80fd<\/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:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Neuronale_Netzwerkarchitekturen_fur_NB-DMT\" >NB-DMT\u306e\u305f\u3081\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Trainingsmethoden_und_Optimierungsalgorithmen\" >\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5\u3068\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Naturliche_Sprachverarbeitung_mit_NB-DMT\" >NB-DMT\u306b\u3088\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Vektorisierung_und_Worteinbettungen\" >\u30d9\u30af\u30c8\u30eb\u5316\u3068\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f<\/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:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Vom_Text_zu_numerischen_Vektoren\" >\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u6570\u5024\u30d9\u30af\u30c8\u30eb\u3078<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Visualisierung_von_Worteinbettungen\" >\u57cb\u3081\u8fbc\u307f\u5358\u8a9e\u306e\u8996\u899a\u5316<\/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:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Neuronale_Maschinelle_Ubersetzung\" >\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33<\/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:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Sequenz-zu-Sequenz-Lernen\" >\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u30fb\u30c8\u30a5\u30fb\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u5b66\u7fd2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Attention-Mechanismen\" >\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#NB-DMT_fur_verbesserte_Ubersetzungsqualitat\" >\u7ffb\u8a33\u54c1\u8cea\u5411\u4e0a\u306e\u305f\u3081\u306eNB-DMT<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Transformer-Architekturen_und_NB-DMT\" >\u30c8\u30e9\u30f3\u30b9\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068NB-DMT<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Anwendungsbeispiele_und_Best_Practices\" >\u5fdc\u7528\u4f8b\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Fazit\" >\u7d50\u8ad6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#FAQ\" >\u3088\u304f\u3042\u308b\u3054\u8cea\u554f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Was_ist_NB-DMT-2\" >NB-DMT\u3068\u306f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Welche_Anwendungsbereiche_hat_NB-DMT\" >NB-DMT\u306e\u5fdc\u7528\u5206\u91ce\u306f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Wie_funktionieren_neuronale_Netze_und_maschinelles_Lernen_in_NB-DMT\" >NB-DMT\u306b\u304a\u3051\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u4ed5\u7d44\u307f\u306f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Welche_Rolle_spielen_Vektorisierung_und_Worteinbettungen_in_NB-DMT\" >NB-DMT\u306b\u304a\u3044\u3066\u3001\u30d9\u30af\u30c8\u30eb\u5316\u3068\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u306f\u3069\u306e\u3088\u3046\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u306e\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Wie_funktioniert_die_neuronale_maschinelle_Ubersetzung_in_NB-DMT\" >NB-DMT\u306b\u304a\u3051\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\u306e\u4ed5\u7d44\u307f\u306f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Wie_wird_die_Qualitat_der_Ubersetzungen_mit_NB-DMT_verbessert\" >NB-DMT\u306f\u3069\u306e\u3088\u3046\u306b\u7ffb\u8a33\u306e\u8cea\u3092\u9ad8\u3081\u3066\u3044\u308b\u306e\u3067\u3059\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Welche_Rolle_spielen_Transformer-Architekturen_in_NB-DMT\" >NB-DMT\u3067\u30c8\u30e9\u30f3\u30b9\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u679c\u305f\u3059\u5f79\u5272\u3068\u306f\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/gbl-eshop.net\/ja\/nb-dmt\/#Welche_Anwendungsbeispiele_und_Best_Practices_gibt_es_fur_NB-DMT\" >NB-DMT\u306e\u5fdc\u7528\u4f8b\u3084\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306f\uff1f<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Wichtige_Erkenntnisse\"><\/span>\u91cd\u8981\u306a\u767a\u898b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>NB-DMT\u3067\u6a5f\u68b0\u7ffb\u8a33\u306e\u7cbe\u5ea6\u304c\u6700\u592730%\u5411\u4e0a<\/li>\n\n\n\n<li>NB-DMT\u306f\u7ffb\u8a33\u5206\u91ce\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3001\u591a\u8a00\u8a9e\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u65b0\u305f\u306a\u53ef\u80fd\u6027\u3092\u5207\u308a\u958b\u304f<\/li>\n\n\n\n<li>NB-DMT\u306f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u3044\u308b\u3001 <strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/strong> \u3088\u308a\u81ea\u7136\u306b <strong><a href=\"https:\/\/gbl-eshop.net\/ja\/\">\u8a00\u8a9e\u51e6\u7406<\/a><\/strong><\/li>\n\n\n\n<li><strong>\u30d9\u30af\u30c8\u30eb\u5316<\/strong>, <strong>\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f<\/strong> \u305d\u3057\u3066 <strong>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc<\/strong> \u306fNB-DMT\u306e\u91cd\u8981\u306a\u6982\u5ff5\u3067\u3042\u308b\u3002<\/li>\n\n\n\n<li>NB-DMT\u306f\u3001\u7ffb\u8a33\u3084\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Was_ist_NB-DMT\"><\/span>NB-DMT\u3068\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>NB-DMT\u306f \"Neural-Based Deep Machine Translation \"\u306e\u7565\u3067\u3001\u65b0\u3057\u3044\u6280\u8853\u3067\u3042\u308b\u3002\u3053\u308c\u306f <em>\u6a5f\u68b0\u5b66\u7fd2<\/em> \u305d\u3057\u3066 <em>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/em>.\u3053\u306e\u65b9\u6cd5\u306f\u3001\u6a5f\u68b0\u306e\u7ffb\u8a33\u3092\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Definition_und_Grundlagen_von_NB-DMT\"><\/span>NB-DMT\u306e\u5b9a\u7fa9\u3068\u57fa\u790e\u77e5\u8b58<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>NB-DMT\u4f7f\u7528 <em>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/em>\u8a00\u8a9e\u3092\u7ffb\u8a33\u3059\u308b\u3002\u305d\u308c\u306f <em>\u7ffb\u8a33\u30e2\u30c7\u30eb<\/em>\u3092\u7279\u5fb4\u3068\u3059\u308b\u3002 <strong>\u6a5f\u68b0\u5b66\u7fd2<\/strong> \u304c\u826f\u304f\u306a\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7ffb\u8a33\u306f\u3088\u308a\u6b63\u78ba\u3067\u81ea\u7136\u306a\u3082\u306e\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Anwendungsbereiche_von_NB-DMT\"><\/span>NB-DMT\u306e\u5fdc\u7528\u5206\u91ce<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><em>NB-DMT<\/em> \u306b\u306f\u591a\u304f\u306e\u5fdc\u7528\u5206\u91ce\u304c\u3042\u308b\u3002\u5358\u306a\u308b\u7ffb\u8a33\u306b\u3068\u3069\u307e\u3089\u306a\u3044\u3002\u6b21\u306e\u3088\u3046\u306a\u7528\u9014\u306b\u3082\u4f7f\u3048\u308b\u3002 <em>\u8a00\u8a9e\u51e6\u7406<\/em>, <em>\u30c6\u30ad\u30b9\u30c8\u306e\u5206\u985e<\/em> \u305d\u3057\u3066 <em>\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790<\/em> \u3092\u52a9\u3051\u308b\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u3053\u306e\u88fd\u54c1\u306f\u3001\u305d\u306e\u3088\u3046\u306a\u554f\u984c\u3092\u6539\u5584\u3059\u308b\u3002 <em>\u4eba\u9593\u3068\u6a5f\u68b0\u306e\u76f8\u4e92\u4f5c\u7528<\/em>.\u305d\u3057\u3066\u3001\u305d\u306e\u958b\u767a\u306b\u3082\u5f79\u7acb\u3064\u3002 <em>\u5bfe\u8a71\u30b7\u30b9\u30c6\u30e0<\/em>.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<p class=\"responsive-video-wrap clr\"><iframe title=\"&quot;\u5408\u6cd5\u30b3\u30ab\u30a4\u30f3 &quot;\u3092\u8a66\u3059 - \u30ab\u30f3\u30ca\u306e\u81ea\u5df1\u5b9f\u9a13\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/uNXN4d3EUbA?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Neurale_Netze_und_maschinelles_Lernen\"><\/span>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u6a5f\u68b0\u5b66\u7fd2<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>NB-DMT\u306e\u4e2d\u5fc3\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3042\u308b\u3002 <strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong> \u305d\u3057\u3066 <strong>\u6a5f\u68b0\u5b66\u7fd2<\/strong>.\u3053\u308c\u3089\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u304c\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u30d1\u30bf\u30fc\u30f3\u3092\u898b\u3064\u3051\u51fa\u3059\u306e\u306b\u5f79\u7acb\u3064\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u91cd\u8981\u306a\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p><strong>\u6a5f\u68b0\u5b66\u7fd2<\/strong>\u307e\u305f <em>\u4eba\u5de5\u77e5\u80fd<\/em> \u304cNB-DMT\u306e\u539f\u52d5\u529b\u3067\u3042\u308b\u3002\u91cd\u8981\u306a\u30b3\u30f3\u30bb\u30d7\u30c8\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u4e3b\u306b2\u3064\u306e\u65b9\u6cd5\u304c\u3042\u308b\uff1a <em>\u6559\u5e2b\u4ed8\u304d\u5b66\u7fd2<\/em> \u305d\u3057\u3066 <em>\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/em>.\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u65e2\u77e5\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u5b66\u7fd2\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d1\u30bf\u30fc\u30f3\u3092\u8a8d\u8b58\u3057\u3001\u4e88\u6e2c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p><strong>\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/strong> \u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306a\u3069\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3082\u8a8d\u8b58\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 <em>\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58<\/em> \u305d\u3057\u3066 <em>\u30c6\u30ad\u30b9\u30c8\u5206\u6790<\/em> \u3082\u91cd\u8981\u3067\u3042\u308b\u3002\u8a00\u8a9e\u3084\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u8907\u96d1\u306a\u95a2\u4fc2\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002\u3064\u307e\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u306b\u4f7f\u3048\u308b\u3068\u3044\u3046\u3053\u3068\u3060\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-54-1024x585.jpeg\" alt=\"\" class=\"wp-image-1847\" srcset=\"https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-54-1024x585.jpeg 1024w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-54-300x171.jpeg 300w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-54-768x439.jpeg 768w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-54-18x10.jpeg 18w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-54-504x288.jpeg 504w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-54.jpeg 1344w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\"\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306fNB-DMT\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3067\u3042\u308a\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30b7\u30b9\u30c6\u30e0\u304c\u8a00\u8a9e\u3068\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u304b\u3064\u3066\u306a\u3044\u30ec\u30d9\u30eb\u3067\u7406\u89e3\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\"<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Deep_Learning_und_kunstliche_Intelligenz\"><\/span>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u4eba\u5de5\u77e5\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/strong> \u305d\u3057\u3066 <strong>\u4eba\u5de5\u77e5\u80fd<\/strong> \u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308b\u3002 <strong>NB-DMT<\/strong>.\u6211\u3005\u306f\u7279\u5225\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u6ce8\u76ee\u3057\u3066\u3044\u308b\u3001 <strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5<\/strong> \u3068\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002\u3053\u308c\u3089\u306f <strong>NB-DMT<\/strong> \u3092\u958b\u767a\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Neuronale_Netzwerkarchitekturen_fur_NB-DMT\"><\/span>NB-DMT\u306e\u305f\u3081\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u306b\u3064\u3044\u3066 <strong>NB-DMT<\/strong> \u7279\u5225\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u958b\u767a\u3055\u308c\u305f\u3002\u305d\u308c\u3089\u306f <strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/strong> \u305d\u3057\u3066 <strong>\u4eba\u5de5\u77e5\u80fd<\/strong>.\u3053\u308c\u306b\u3088\u308a\u3001\u8a00\u8a9e\u3084\u30c6\u30ad\u30b9\u30c8\u306e\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u8a8d\u8b58\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ea\u30ab\u30ec\u30f3\u30c8\u5e74\u91d1 <strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong> (RNN\uff09\u306f\u3001\u97f3\u58f0\u306e\u3088\u3046\u306a\u30b7\u30fc\u30b1\u30f3\u30b9\u306b\u9069\u3057\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u7573\u307f\u8fbc\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u8996\u899a\u7684\u7a7a\u9593\u7684\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc<\/strong> \u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u878d\u5408\u3002\u5f7c\u3089\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7d20\u6674\u3089\u3057\u3044\u7d50\u679c\u3092\u3082\u305f\u3089\u3059\u3002 <strong>\u8a00\u8a9e\u51e6\u7406<\/strong>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Trainingsmethoden_und_Optimierungsalgorithmen\"><\/span>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5\u3068\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5<\/strong> \u3068\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3082\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308b\u3002 <strong>NB-DMT<\/strong>.\u3053\u308c\u3089\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u8a00\u8a9e\u3084\u30c6\u30ad\u30b9\u30c8\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\uff1a\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u6ce8\u91c8\u4ed8\u304d\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u6559\u5e2b\u306a\u3057\u4e8b\u524d\u5b66\u7fd2\uff1a\u8a00\u8a9e\u8868\u73fe\u3092\u5b66\u7fd2\u3059\u308b\u305f\u3081\u306e\u5927\u898f\u6a21\u30c6\u30ad\u30b9\u30c8\u30b3\u30fc\u30d1\u30b9\u3067\u306e\u4e8b\u524d\u5b66\u7fd2\u3002<\/li>\n\n\n\n<li>\u5f37\u5316\u5b66\u7fd2\uff1a\u7ffb\u8a33\u7279\u6027\u3092\u9069\u5fdc\u3055\u305b\u308b\u5831\u916c\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308b\u6700\u9069\u5316\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u52b9\u7387\u7684 <strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5<\/strong> \u305d\u3057\u3066 <strong>\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong> \u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u767a\u5c55\u306b\u8ca2\u732e\u3059\u308b\u3002 <strong>NB-DMT<\/strong> \u3092\u6539\u826f\u3059\u308b\u3002\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u306b\u9069\u5fdc\u3057\u3066\u3044\u304f\u306e\u3060\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-52-1024x585.jpeg\" alt=\"\" class=\"wp-image-1845\" srcset=\"https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-52-1024x585.jpeg 1024w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-52-300x171.jpeg 300w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-52-768x439.jpeg 768w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-52-18x10.jpeg 18w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-52-504x288.jpeg 504w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-52.jpeg 1344w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Naturliche_Sprachverarbeitung_mit_NB-DMT\"><\/span>NB-DMT\u306b\u3088\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u306b\u3064\u3044\u3066 <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong> (\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001NLP\uff09\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308b\u3002\u305d\u308c\u306f <strong><a href=\"https:\/\/youtu.be\/uNXN4d3EUbA\" target=\"_blank\" rel=\"noopener\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/a><\/strong> \u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u306f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u51e6\u7406\u3057\u3084\u3059\u3044\u6570\u5024\u306b\u5909\u63db\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p><strong>\u8a08\u7b97\u8a00\u8a9e\u5b66<\/strong> \u304c\u305d\u306e\u57fa\u790e\u3068\u306a\u308b\u3002\u5358\u8a9e\u3068\u305d\u306e\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002\u3053\u308c\u306b\u3088\u308a\u3001NLP\u30b7\u30b9\u30c6\u30e0\u306f\u30c6\u30ad\u30b9\u30c8\u3092\u5206\u6790\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u306b\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u9069\u7528\u5730\u57df<\/th><th>\u6982\u8981<\/th><\/tr><tr><td><strong>\u30c6\u30ad\u30b9\u30c8\u306e\u5206\u985e<\/strong><\/td><td>\u30c8\u30d4\u30c3\u30af\u3001\u30c8\u30fc\u30f3\u3001\u305d\u306e\u4ed6\u306e\u7279\u5fb4\u306b\u5f93\u3063\u305f\u30c6\u30ad\u30b9\u30c8\u306e\u81ea\u52d5\u5206\u985e<\/td><\/tr><tr><td><strong>\u6a5f\u68b0\u7ffb\u8a33<\/strong><\/td><td>\u6587\u8108\u3092\u8003\u616e\u3057\u305f\u4ed6\u8a00\u8a9e\u3078\u306e\u7ffb\u8a33<\/td><\/tr><tr><td>\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790<\/td><td>\u6587\u7ae0\u4e2d\u306e\u80af\u5b9a\u7684\u3001\u5426\u5b9a\u7684\u3001\u4e2d\u7acb\u7684\u306a\u30e0\u30fc\u30c9\u3092\u8a8d\u8b58\u3059\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>NLP\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u306fAI\u7814\u7a76\u306e\u91cd\u8981\u306a\u4e00\u90e8\u3067\u3042\u308b\u3002NB-DMT\u306f\u3053\u308c\u3089\u306e\u6280\u8853\u306e\u5411\u4e0a\u306b\u8ca2\u732e\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-53-1024x585.jpeg\" alt=\"\" class=\"wp-image-1846\" srcset=\"https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-53-1024x585.jpeg 1024w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-53-300x171.jpeg 300w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-53-768x439.jpeg 768w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-53-18x10.jpeg 18w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-53-504x288.jpeg 504w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-53.jpeg 1344w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Vektorisierung_und_Worteinbettungen\"><\/span>\u30d9\u30af\u30c8\u30eb\u5316\u3068\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong>\u30d9\u30af\u30c8\u30eb\u5316<\/strong> \u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308b\u3002 <strong>\u30c6\u30ad\u30b9\u30c8\u5206\u6790<\/strong>.\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u51e6\u7406\u3057\u3084\u3059\u3044\u6570\u5024\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8a00\u8449\u3068\u305d\u306e\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u5bb9\u6613\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Vom_Text_zu_numerischen_Vektoren\"><\/span>\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u6570\u5024\u30d9\u30af\u30c8\u30eb\u3078<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u30ef\u30f3\u30db\u30c3\u30c8\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u3088\u3046\u306a\u6280\u8853\u306f\u3001\u5358\u8a9e\u3092\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3059\u308b\u3002\u3053\u308c\u3089\u306e\u30d9\u30af\u30c8\u30eb\u306f\u3001\u5358\u8a9e\u304c\u3069\u306e\u3088\u3046\u306b\u3064\u306a\u304c\u3063\u3066\u3044\u308b\u304b\u3092\u793a\u3059\u3002<\/p>\n\n\n\n<p>\u30d9\u30af\u30c8\u30eb\u5316\u306b\u3088\u3063\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u306f\u3055\u307e\u3056\u307e\u306a\u5206\u6790\u306b\u5229\u7528\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Visualisierung_von_Worteinbettungen\"><\/span>\u57cb\u3081\u8fbc\u307f\u5358\u8a9e\u306e\u8996\u899a\u5316<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>t-SNE\u306e\u3088\u3046\u306a\u30c6\u30af\u30cb\u30c3\u30af\u306f\u3001\u6b21\u306e\u3053\u3068\u3092\u793a\u3059\u3002 <strong>\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f<\/strong> 2D\u30eb\u30fc\u30e0\u3067\u3002<\/li>\n\n\n\n<li>\u3053\u308c\u3089\u306e\u8996\u899a\u5316\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u8a8d\u8b58\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002<\/li>\n\n\n\n<li>\u3053\u308c\u306b\u3088\u3063\u3066\u8a00\u8449\u306e\u610f\u5473\u3092\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30d9\u30af\u30c8\u30eb\u5316\u3068\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308b\u3002\u3053\u308c\u3089\u306fNB-DMT\u3092\u542b\u3080\u591a\u304f\u306e\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u306e\u57fa\u790e\u3068\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Neuronale_Maschinelle_Ubersetzung\"><\/span>\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u306b\u3064\u3044\u3066 <strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33<\/strong> \u306f\u65b0\u3057\u3044\u539f\u7406\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u3002\u305d\u308c\u306f <strong>\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u30fb\u30c8\u30a5\u30fb\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u5b66\u7fd2<\/strong>.\u6587\u7ae0\u304c\u5225\u306e\u8a00\u8a9e\u306b\u7ffb\u8a33\u3055\u308c\u308b\u3002 <em>\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0<\/em> \u9069\u5207\u306a\u8a00\u8449\u3092\u898b\u3064\u3051\u308b\u624b\u52a9\u3051\u3092\u3057\u3066\u304f\u308c\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Sequenz-zu-Sequenz-Lernen\"><\/span>\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u30fb\u30c8\u30a5\u30fb\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u5b66\u7fd2<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u3053\u306e\u65b9\u6cd5\u3067\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u76f4\u63a5\u7ffb\u8a33\u3092\u5b66\u7fd2\u3059\u308b\u3002\u7279\u306b\u8a00\u8a9e\u306b\u9069\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u30eb\u30fc\u30eb\u3084\u8f9e\u66f8\u306a\u3057\u3067\u5b66\u7fd2\u3059\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Attention-Mechanismen\"><\/span>\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><em>\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0<\/em> \u306f\u3068\u3066\u3082\u91cd\u8981\u3060\u3002\u30e2\u30c7\u30eb\u304c\u9069\u5207\u306a\u8a00\u8449\u3092\u9078\u3076\u306e\u306b\u5f79\u7acb\u3064\u3002\u305d\u306e\u7d50\u679c\u3001\u3088\u308a\u6b63\u78ba\u306a\u7ffb\u8a33\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u30b3\u30f3\u30bb\u30d7\u30c8<\/th><th>\u6982\u8981<\/th><\/tr><tr><td><strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33<\/strong><\/td><td>\u81ea\u7136\u8a00\u8a9e\u306e\u81ea\u52d5\u7ffb\u8a33\u3078\u306e\u5f37\u529b\u306a\u30a2\u30d7\u30ed\u30fc\u30c1<\/td><\/tr><tr><td><strong>\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u30fb\u30c8\u30a5\u30fb\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u5b66\u7fd2<\/strong><\/td><td>\u5165\u529b\u7cfb\u5217\u3092\u51fa\u529b\u7cfb\u5217\u306b\u76f4\u63a5\u5909\u63db\u3059\u308b\u305f\u3081\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5<\/td><\/tr><tr><td><strong>\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0<\/strong><\/td><td>\u30e2\u30c7\u30eb\u304c\u5165\u529b\u306e\u95a2\u9023\u90e8\u5206\u3092\u7279\u5225\u306b\u8003\u616e\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u91cd\u8981\u306a\u8981\u7d20\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-56-1024x585.jpeg\" alt=\"\" class=\"wp-image-1849\" srcset=\"https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-56-1024x585.jpeg 1024w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-56-300x171.jpeg 300w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-56-768x439.jpeg 768w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-56-18x10.jpeg 18w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-56-504x288.jpeg 504w, https:\/\/gbl-eshop.net\/wp-content\/uploads\/2024\/10\/image-56.jpeg 1344w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\"\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\u306b\u304a\u3051\u308b\u6b63\u78ba\u3067\u6587\u8108\u306b\u5373\u3057\u305f\u7ffb\u8a33\u306e\u9375\u306f\u6ce8\u610f\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3042\u308b\"<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"NB-DMT_fur_verbesserte_Ubersetzungsqualitat\"><\/span>\u7ffb\u8a33\u54c1\u8cea\u5411\u4e0a\u306e\u305f\u3081\u306eNB-DMT<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u306e\u305f\u3081\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af <strong>\u6a5f\u68b0\u7ffb\u8a33<\/strong> (NB-DMT)\u306f\u7ffb\u8a33\u306e\u54c1\u8cea\u3092\u5927\u5e45\u306b\u6539\u5584\u3057\u305f\u3002\u306e\u3088\u3046\u306a\u8a55\u4fa1\u6307\u6a19\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002 <strong>BLEU\u6307\u6a19<\/strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6e2c\u5b9a\u3057\u3001\u6539\u5584\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u306b\u3064\u3044\u3066 <strong>BLEU\u6307\u6a19<\/strong> \u79c1\u305f\u3061\u3092\u52a9\u3051\u3066\u304f\u308c\u308b <strong>\u7ffb\u8a33\u306e\u8cea<\/strong> \u3092\u8a55\u4fa1\u3059\u308b\u3002\u305d\u308c\u306f <strong>\u6a5f\u68b0\u7ffb\u8a33<\/strong> \u3092\u53c2\u8003\u8a33\u6587\u3068\u6bd4\u8f03\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u3063\u3066\u3001\u7ffb\u8a33\u306e\u826f\u3057\u60aa\u3057\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>NB-DMT\u3067\u306f\u3001\u6587\u8108\u3092\u8003\u616e\u3057\u305f\u7ffb\u8a33\u304c\u53ef\u80fd\u3067\u3059\u3002\u5358\u8a9e\u3054\u3068\u306b\u7ffb\u8a33\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u6587\u8108\u3082\u8003\u616e\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3088\u308a\u81ea\u7136\u3067\u610f\u5473\u306e\u3042\u308b\u7ffb\u8a33\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u79c1\u305f\u3061\u306f\u5e38\u306b\u30e2\u30c7\u30eb\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u624b\u9806\u3092\u6700\u9069\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u3066 <em>\u8a9e\u5f59\u30ab\u30d0\u30fc\u7387<\/em> \u305d\u3057\u3066 <em>\u7ffb\u8a33\u306e\u8cea<\/em>.\u305d\u306e <em>\u6587\u8108\u3078\u306e\u914d\u616e<\/em> \u3088\u308a\u6b63\u78ba\u306b\u610f\u5473\u3092\u518d\u73fe\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002<\/p>\n\n\n\n<p>NB-DMT\u30b7\u30b9\u30c6\u30e0\u306f\u6a5f\u68b0\u7ffb\u8a33\u306e\u5927\u304d\u306a\u9032\u6b69\u3067\u3042\u308b\u3002NB-DMT\u30b7\u30b9\u30c6\u30e0\u306f <strong>\u7ffb\u8a33\u306e\u8cea<\/strong> \u5927\u5e45\u306b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Transformer-Architekturen_und_NB-DMT\"><\/span>\u30c8\u30e9\u30f3\u30b9\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068NB-DMT<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u8fd1\u5e74 <em>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc<\/em> \u306b\u5927\u304d\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u305f\u3002 <em>\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u30c6\u30ad\u30b9\u30c8\u7ffb\u8a33\uff08NB-DMT\uff09<\/em> \u3092\u30d7\u30ec\u30fc\u3057\u305f\u3002\u30e2\u30c7\u30eb <em>\u30d0\u30fc\u30c8<\/em> \u305d\u3057\u3066 <em>\u30b8\u30fc\u30d4\u30fc\u30c6\u30a3\u30fc<\/em> \u306e\u7279\u5fb4\u3067\u3042\u308b\u3002 <em>\u81ea\u5df1\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0<\/em> \u305d\u3057\u3066 <em>\u5e73\u884c\u79fb\u52d5<\/em> \u975e\u5e38\u306b\u52b9\u7387\u7684\u3060\u3002\u3088\u308a\u52b9\u7387\u7684\u306a <em>\u8a00\u8a9e\u30e2\u30c7\u30eb<\/em>.<\/p>\n\n\n\n<p>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30e2\u30c7\u30eb\u306e\u6210\u529f\u306f\u3001\u305d\u306e\u30e6\u30cb\u30fc\u30af\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3042\u308b\u3002\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u5f93\u6765\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u3088\u3046\u306b\u306f\u6a5f\u80fd\u3057\u306a\u3044\u3002 <em>\u81ea\u5df1\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0<\/em>.\u3053\u308c\u306b\u3088\u308a\u3001\u8907\u96d1\u306a\u8a00\u8a9e\u7684\u6587\u8108\u3092\u3088\u308a\u3088\u304f\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a <em>\u7ffb\u8a33<\/em> \u3092\u5411\u4e0a\u3055\u305b\u308b\u3002<\/p>\n\n\n\n<p>\u306b\u3064\u3044\u3066 <em>\u5e73\u884c\u79fb\u52d5<\/em> \u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306e\u8a08\u7b97\u80fd\u529b\u306f\u975e\u5e38\u306b\u9ad8\u3044\u3002\u3053\u308c\u306f <em>NB-DMT<\/em>.\u3092\u3055\u3089\u306b\u767a\u5c55\u3055\u305b\u308b\u3002 <em>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc<\/em> \u305d\u3057\u3066 <em>\u5909\u5727\u5668\u30e2\u30c7\u30eb<\/em> \u306e\u53ef\u80fd\u6027\u3092\u5f15\u304d\u51fa\u3059\u3002 <em>\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33<\/em> \u5e38\u306b<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u300c\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u306f\u3001\u6b21\u306e\u5206\u91ce\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u305f\u3002 <em>\u6a5f\u68b0\u7ffb\u8a33<\/em> \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u9769\u547d\u3092\u8d77\u3053\u3057\u3001\u65b0\u305f\u306a\u57fa\u6e96\u3092\u6253\u3061\u7acb\u3066\u305f\u3002 <em>\u8a00\u8a9e\u30e2\u30c7\u30eb<\/em> \u30bb\u30c3\u30c8\"<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Anwendungsbeispiele_und_Best_Practices\"><\/span>\u5fdc\u7528\u4f8b\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong>NB-DMT<\/strong> \u306f\u8fd1\u5e74\u529b\u5f37\u304f\u767a\u5c55\u3057\u3066\u3044\u308b\u3002\u5b9f\u969b\u306b\u4f7f\u7528\u3055\u308c\u308b\u6a5f\u4f1a\u3082\u5897\u3048\u3066\u3044\u308b\u3002\u3053\u3053\u3067\u306f <em>\u5fdc\u7528\u4f8b<\/em> \u305d\u3057\u3066 <em>\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/em> \u306b\u3042\u308b\u3002\u3053\u308c\u3089\u304c\u3001\u3044\u304b\u306b <strong>NB-DMT<\/strong> \u4f01\u696d\u30fb\u56e3\u4f53\u5411\u3051<\/p>\n\n\n\n<p><strong>NB-DMT<\/strong> \u5229\u7528 <em>\u914d\u5217\u9593\u30e2\u30c7\u30eb<\/em> \u305d\u3057\u3066 <em>\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u30fb\u30c7\u30b3\u30fc\u30c0\u30fc\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc<\/em>.\u3053\u308c\u3089\u306e\u6280\u8853\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3057\u7ffb\u8a33\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002 <em>\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0<\/em> \u8a00\u8449\u306e\u6587\u8108\u3068\u610f\u5473\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002<\/p>\n\n\n\n<p>\u4e00\u4f8b <strong>NB-DMT<\/strong> \u306f\u56fd\u969b\u7684\u306a\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308b\u3002\u4f01\u696d\u306f <em>\u6587\u8108\u7684\u306a\u5358\u8a9e\u8868\u73fe<\/em> \u7ffb\u8a33\u3092\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3059\u308b\u3002\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u3001\u6bcd\u56fd\u8a9e\u3067\u9867\u5ba2\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3002\u3092\u901a\u3057\u3066 <em>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a1\u30fc\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0<\/em> \u30e2\u30c7\u30eb\u306f\u4f01\u696d\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u308b\u3002\u3053\u308c\u306b\u3088\u308a <strong>\u7ffb\u8a33\u306e\u8cea<\/strong>.<\/p>\n\n\n\n<p><strong>NB-DMT<\/strong> \u3082\u53ef\u80fd\u306b\u306a\u308b\u3002 <em>\u30aa\u30fc\u30d7\u30f3\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33<\/em>.\u30c6\u30ad\u30b9\u30c8\u306f\u591a\u304f\u306e\u8a00\u8a9e\u306b\u7ffb\u8a33\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4f01\u696d\u306b\u5927\u304d\u306a\u67d4\u8edf\u6027\u3092\u63d0\u4f9b\u3057\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u30ea\u30fc\u30c1\u3092\u62e1\u5f35\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u4f8b\u306f\u6b21\u306e\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002 <strong>NB-DMT<\/strong> \u306f\u5f37\u529b\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3067\u3042\u308b\u3002\u4f01\u696d\u3084\u7d44\u7e54\u306b\u5177\u4f53\u7684\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u3082\u305f\u3089\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u901a\u3058\u3066 <strong>\u6587\u8108\u7684\u306a\u5358\u8a9e\u8868\u73fe<\/strong> \u305d\u3057\u3066 <strong>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a1\u30fc\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0<\/strong> \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 <strong>NB-DMT<\/strong> \u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u307e\u3059\u3002\u3088\u308a\u6b63\u78ba\u3067\u3001\u3088\u308a\u52b9\u7387\u7684\u3067\u3001\u3088\u308a\u67d4\u8edf\u306a\u7ffb\u8a33\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Fazit\"><\/span>\u7d50\u8ad6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6700\u3082\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304f\u3002\u3053\u308c\u3089\u306f <strong>\u8a00\u8a9e\u51e6\u7406<\/strong>.NB-DMT\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u9ad8\u5ea6\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7ffb\u8a33\u54c1\u8cea\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3059\u308b\u3002<\/p>\n\n\n\n<p>Transformer\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u3088\u3046\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u8907\u96d1\u306a\u8a00\u8a9e\u7684\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u7ffb\u8a33\u3092\u3088\u308a\u6b63\u78ba\u306b\u3059\u308b\u3002\u5358\u8a9e\u306e\u30d9\u30af\u30c8\u30eb\u3084\u8996\u899a\u5316\u306f\u3001\u610f\u5473\u7684\u306a\u95a2\u4fc2\u3092\u8a8d\u8b58\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7ffb\u8a33\u306e\u8cea\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>NB-DMT\u306e\u5c06\u6765\u306f\u975e\u5e38\u306b\u6709\u671b\u3060\u3002\u65b0\u3057\u3044\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u3068\u3088\u308a\u512a\u308c\u305f\u8a55\u4fa1\u65b9\u6cd5\u306b\u3088\u3063\u3066\u3001\u79c1\u305f\u3061\u306f\u5b8c\u74a7\u306a\u7ffb\u8a33\u306b\u8fd1\u3065\u3044\u3066\u3044\u308b\u3002\u3053\u306e\u6280\u8853\u306f\u3001\u4eca\u5f8c\u6570\u5e74\u9593\u3001\u79c1\u305f\u3061\u306e\u8a00\u8a9e\u7ffb\u8a33\u3068\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3060\u308d\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>\u3088\u304f\u3042\u308b\u3054\u8cea\u554f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Was_ist_NB-DMT-2\"><\/span>NB-DMT\u3068\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>NB-DMT\u306f\u65b0\u3057\u3044\u6280\u8853\u3060\u3002\u6a5f\u68b0\u5b66\u7fd2\u3068\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u3002\u3053\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u7ffb\u8a33\u3092\u6b21\u306e\u3088\u3046\u306b\u6539\u5584\u3059\u308b\u3002 <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong> \u3068\u30d9\u30af\u30c8\u30eb\u5316\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Welche_Anwendungsbereiche_hat_NB-DMT\"><\/span>NB-DMT\u306e\u5fdc\u7528\u5206\u91ce\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>NB-DMT\u306f\u591a\u304f\u306e\u5206\u91ce\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u4ee5\u4e0b\u306f\u305d\u306e\u4f8b\u3067\u3042\u308b\u3002 <strong>\u30c6\u30ad\u30b9\u30c8\u306e\u5206\u985e<\/strong> \u3068\u8a00\u8a9e\u51e6\u7406\u3002\u30c6\u30ad\u30b9\u30c8\u3092\u7ffb\u8a33\u3057\u3001\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Wie_funktionieren_neuronale_Netze_und_maschinelles_Lernen_in_NB-DMT\"><\/span>NB-DMT\u306b\u304a\u3051\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u4ed5\u7d44\u307f\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u6a5f\u68b0\u5b66\u7fd2\u306fNB-DMT\u306b\u3068\u3063\u3066\u91cd\u8981\u3060\u3002\u3053\u308c\u3089\u306f\u30c6\u30ad\u30b9\u30c8\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u8a8d\u8b58\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u3088\u308a\u826f\u3044\u7ffb\u8a33\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Welche_Rolle_spielen_Vektorisierung_und_Worteinbettungen_in_NB-DMT\"><\/span>NB-DMT\u306b\u304a\u3044\u3066\u3001\u30d9\u30af\u30c8\u30eb\u5316\u3068\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u306f\u3069\u306e\u3088\u3046\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u306e\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30d9\u30af\u30c8\u30eb\u5316\u3068\u5358\u8a9e\u306e\u57cb\u3081\u8fbc\u307f\u304c\u4e2d\u5fc3\u3067\u3042\u308b\u3002\u3053\u308c\u3089\u306f\u30c6\u30ad\u30b9\u30c8\u3092\u6a5f\u68b0\u5b66\u7fd2\u306b\u5229\u7528\u3057\u3084\u3059\u304f\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5358\u8a9e\u306e\u7406\u89e3\u304c\u5bb9\u6613\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Wie_funktioniert_die_neuronale_maschinelle_Ubersetzung_in_NB-DMT\"><\/span>NB-DMT\u306b\u304a\u3051\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\u306e\u4ed5\u7d44\u307f\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>NB-DMT\u306f\u5148\u9032\u7684\u306a\u65b9\u6cd5\u3092\u63a1\u7528\u3057\u3066\u3044\u308b\u3002\u305d\u308c\u306f <strong>\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u30fb\u30c8\u30a5\u30fb\u30b7\u30fc\u30af\u30a8\u30f3\u30b9\u5b66\u7fd2<\/strong> \u305d\u3057\u3066 <strong>\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0<\/strong>.\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u3001\u6587\u8108\u306b\u95a2\u9023\u3057\u305f\u7ffb\u8a33\u304c\u751f\u6210\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Wie_wird_die_Qualitat_der_Ubersetzungen_mit_NB-DMT_verbessert\"><\/span>NB-DMT\u306f\u3069\u306e\u3088\u3046\u306b\u7ffb\u8a33\u306e\u8cea\u3092\u9ad8\u3081\u3066\u3044\u308b\u306e\u3067\u3059\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>BLEU\u306e\u3088\u3046\u306a\u8a55\u4fa1\u6307\u6a19\u306b\u3088\u3063\u3066\u54c1\u8cea\u304c\u5411\u4e0a\u3059\u308b\u3002\u6587\u8108\u3082\u8003\u616e\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7ffb\u8a33\u304c\u3088\u308a\u81ea\u7136\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Welche_Rolle_spielen_Transformer-Architekturen_in_NB-DMT\"><\/span>NB-DMT\u3067\u30c8\u30e9\u30f3\u30b9\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u679c\u305f\u3059\u5f79\u5272\u3068\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306fNB-DMT\u306b\u3068\u3063\u3066\u91cd\u8981\u3067\u3042\u308b\u3002\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u7ffb\u8a33\u306e\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb <strong>\u30d0\u30fc\u30c8<\/strong> \u305d\u3057\u3066 <strong>\u30b8\u30fc\u30d4\u30fc\u30c6\u30a3\u30fc<\/strong> \u304c\u91cd\u8981\u3060\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Welche_Anwendungsbeispiele_und_Best_Practices_gibt_es_fur_NB-DMT\"><\/span>NB-DMT\u306e\u5fdc\u7528\u4f8b\u3084\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>NB-DMT\u306f\u591a\u304f\u306e\u5206\u91ce\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u3002\u7ffb\u8a33\u306e\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002\u3092\u901a\u3057\u3066 <strong>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a1\u30fc\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0<\/strong> \u305d\u3057\u3066\u30aa\u30fc\u30d7\u30f3\u306a\u30e2\u30c7\u30eb\u3067\u3001\u591a\u304f\u306e\u3053\u3068\u3092\u6210\u3057\u9042\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Ein erstaunlicher Fakt: Neuronale Bayes&#8217;sche Maschinen\u00fcbersetzung (NB-DMT) hat die Genauigkeit maschineller \u00dcbersetzungen um bis zu 30% gesteigert. Diese innovative KI-Technologie revolutioniert den Bereich der \u00dcbersetzung. Sie er\u00f6ffnet v\u00f6llig neue M\u00f6glichkeiten f\u00fcr multilingualen Content, globale Kommunikation und internationales Gesch\u00e4ft. In diesem Artikel werden wir uns eingehend mit NB-DMT auseinandersetzen. Wir werden die Grundlagen dieser Technologie, ihre Anwendungsgebiete und die dahinterliegenden Konzepte er\u00f6rtern. Dazu geh\u00f6ren neuronale Netze, Deep Learning und nat\u00fcrliche Sprachverarbeitung. Wir werfen auch einen Blick auf Vektorisierung, Worteinbettungen, neuronale maschinelle \u00dcbersetzung und Transformer-Architekturen. Abschlie\u00dfend pr\u00e4sentieren wir Anwendungsbeispiele und Best Practices f\u00fcr den Einsatz von NB-DMT. Wichtige Erkenntnisse Was ist NB-DMT? NB-DMT, kurz f\u00fcr &#8220;Neural-Based Deep Machine Translation&#8221;, ist eine neue 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