{"id":133,"date":"2025-10-01T23:30:04","date_gmt":"2025-10-01T23:30:04","guid":{"rendered":"https:\/\/aiopentext.itd.cnr.it\/japanese\/chapter\/415\/"},"modified":"2026-02-07T10:43:03","modified_gmt":"2026-02-07T10:43:03","slug":"415","status":"publish","type":"chapter","link":"https:\/\/aiopentext.itd.cnr.it\/japanese\/chapter\/415\/","title":{"raw":"AI\u3068\u306f: \u81ea\u7136\u8a00\u8a9e\u51e6\u7406","rendered":"AI\u3068\u306f: \u81ea\u7136\u8a00\u8a9e\u51e6\u7406"},"content":{"raw":"<p class=\"no-indent\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306f\u904e\u53bb50\u5e74\u9593\u306b\u308f\u305f\u3063\u3066\u7814\u7a76\u304c\u884c\u308f\u308c\u3066\u304d\u305f\u30c8\u30d4\u30c3\u30af\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u79c1\u305f\u3061\u304c\u6bce\u65e5\u4f7f\u7528\u3057\u3066\u3044\u308b\u591a\u304f\u306e\u30c4\u30fc\u30eb\u304c\u958b\u767a\u3055\u308c\u307e\u3057\u305f\uff1a<\/p>\r\n\r\n<ul>\r\n \t<li>\u30ef\u30fc\u30c9\u30d7\u30ed\u30bb\u30c3\u30b5<\/li>\r\n \t<li>\u81ea\u52d5\u6587\u6cd5\u304a\u3088\u3073\u7db4\u308a\u306e\u4fee\u6b63<\/li>\r\n \t<li>\u81ea\u52d5\u88dc\u5b8c<\/li>\r\n \t<li><a href=\"https:\/\/pressbooks.pub\/aiforteachers\/chapter\/optical-character-recognition\/\" target=\"_blank\" rel=\"noopener\">\u5149\u5b66\u6587\u5b57\u8a8d\u8b58\uff08OCR\uff09<\/a><\/li>\r\n<\/ul>\r\n<p class=\"no-indent\">\u6700\u8fd1\u3067\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u30db\u30fc\u30e0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3001\u81ea\u52d5\u7ffb\u8a33\u30c4\u30fc\u30eb\u304c\u3042\u3089\u3086\u308b\u5206\u91ce\u3067\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\r\n\r\n\r\n[caption id=\"attachment_414\" align=\"alignleft\" width=\"394\"]<img class=\" wp-image-414\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch5-page-3-sign-language-scaled-1.jpg\" alt=\"\" width=\"394\" height=\"263\" \/> \u300c\u624b\u8a71\u3092\u5b66\u3076\u300dby daveynin \u306f CC BY 2.0 \u306e\u4e0b\u3067\u30e9\u30a4\u30bb\u30f3\u30b9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u30b3\u30d4\u30fc\u3092\u898b\u308b\u306b\u306f\u3001<a href=\"https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=openverse\">https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=openverse<\/a>\u3092\u8a2a\u308c\u3066\u304f\u3060\u3055\u3044\u3002[\/caption]\r\n<p class=\"indent\">\u9577\u3044\u9593\u3001\u8a00\u8a9e\u56fa\u6709\u306e\u8907\u96d1\u3055\u306b\u3088\u3063\u3066\u7814\u7a76\u3068\u7523\u696d\u306f\u505c\u6ede\u3057\u3066\u3044\u307e\u3057\u305f\u300220\u4e16\u7d00\u306e\u7d42\u308f\u308a\u306b\u306f\u3001\u5c02\u9580\u5bb6\u306b\u3088\u3063\u3066\u8a18\u8ff0\u3055\u308c\u305f\u8a00\u8a9e\u306e\u6587\u6cd5\u898f\u5247\u306f\u6700\u5927\u306750,000\u306e\u30eb\u30fc\u30eb\u306b\u3082\u53ca\u3073\u307e\u3057\u305f\u3002\u3053\u3046\u3057\u305f<strong>\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0<\/strong>\u306f\u3001\u6280\u8853\u304c\u5909\u5316\u3092\u3082\u305f\u3089\u3057\u5f97\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u78ba\u56fa\u305f\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3059\u308b\u306b\u306f\u8907\u96d1\u3059\u304e\u307e\u3057\u305f\u3002<\/p>\r\n<p class=\"indent\">\u4e00\u65b9\u3001<strong>\u97f3\u58f0\u8a8d\u8b58<\/strong>\u306f\u97f3\u97ff\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u3066\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u591a\u69d8\u306a\u8a71\u8005\u304c\u5b58\u5728\u3059\u308b\u4e2d\u3067\u3001\u3053\u308c\u306f\u78ba\u304b\u306b\u56f0\u96e3\u306a\u4f5c\u696d\u3067\u3057\u305f\uff01<\/p>\r\n<p class=\"indent\">\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u5bfe\u8c61\u8a00\u8a9e\u306e\u30e2\u30c7\u30eb\u304c\u3042\u308c\u3070\u3001\u7269\u4e8b\u306f\u3088\u308a\u7c21\u5358\u306b\u306a\u308b\u3060\u308d\u3046\u3068\u7406\u89e3\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u305d\u306e\u8a00\u8a9e\u306e\u8a9e\u5f59\u3084\u6587\u306e\u5f62\u6210\u65b9\u6cd5\u3092\u77e5\u3063\u3066\u3044\u308c\u3070\u3001\u4e0e\u3048\u3089\u308c\u305f\u767a\u8a71\u306b\u4e00\u81f4\u3059\u308b\u5019\u88dc\u6587\u306e\u4e2d\u304b\u3089\u9069\u5207\u306a\u6587\u3092\u898b\u3064\u3051\u305f\u308a\u3001\u53ef\u80fd\u306a\u8a9e\u53e5\u5217\u304b\u3089\u59a5\u5f53\u306a\u7ffb\u8a33\u3092\u751f\u6210\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p class=\"indent\">\u3082\u3046\u4e00\u3064\u306e\u91cd\u8981\u306a\u5074\u9762\u306f<strong>\u610f\u5473\u8ad6<\/strong>\u3067\u3057\u305f\u3002\u8a00\u8a9e\u7684\u306a\u554f\u3044\u306b\u5bfe\u51e6\u3067\u304d\u308b\u4f5c\u696d\u306e\u307b\u3068\u3093\u3069\u306f\u6d45\u3044\u3082\u306e\u3067\u3042\u308a\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3044\u304f\u3064\u304b\u306e\u5c40\u6240\u7684\u306a\u69cb\u6587\u898f\u5247\u306b\u57fa\u3065\u3044\u3066\u7b54\u3048\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u6700\u7d42\u7684\u306b\u30c6\u30ad\u30b9\u30c8\u304c\u610f\u5473\u3092\u6301\u305f\u306a\u3044\u3068\u3057\u3066\u3082\u3001\u305d\u308c\u306f\u305d\u308c\u3067\u69cb\u3044\u307e\u305b\u3093\u3002\u751f\u5f92\u306e\u66f8\u3044\u305f\u30c6\u30ad\u30b9\u30c8\u3092\u8aad\u3080\u3068\u304d\u306b\u540c\u69d8\u306e\u3053\u3068\u304c\u8d77\u3053\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093 \u2013 \u30c6\u30ad\u30b9\u30c8\u304c\u4f55\u306b\u3064\u3044\u3066\u306e\u3082\u306e\u304b\u672c\u5f53\u306b\u7406\u89e3\u305b\u305a\u306b\u3001\u9593\u9055\u3044\u3092\u4fee\u6b63\u3059\u308b\u3053\u3068\u3082\u3042\u308a\u3048\u307e\u3059\uff01\u771f\u306e\u8ab2\u984c\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u610f\u5473\u3092\u7d50\u3073\u3064\u3051\u3001\u53ef\u80fd\u3067\u3042\u308c\u3070\u767a\u8a71\u3055\u308c\u305f\u6587\u306b\u610f\u5473\u3092\u7d50\u3073\u3064\u3051\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\r\nhttps:\/\/youtu.be\/22LAakxlcAQ?list=PLkm8ZqYSzE3d6lEWsWz0fWhtSAbjwR8Z7\r\n<p class=\"no-indent\">2008\u5e74\u306b\u306f\u9a5a\u304f\u3079\u304d\u7d50\u679c\u304c\u3042\u308a\u307e\u3057\u305f<sup>1<\/sup>\u3002\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3055\u308c\u305f\u5358\u4e00\u306e<strong>\u8a00\u8a9e\u30e2\u30c7\u30eb<\/strong>\u304c\u3001\u69d8\u3005\u306a\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u306b\u9069\u7528\u3067\u304d\u308b\u3053\u3068\u304c\u5224\u660e\u3057\u307e\u3057\u305f\u3002\u5b9f\u969b\u3001\u3053\u306e\u5358\u4e00\u30e2\u30c7\u30eb\u306f\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u5411\u3051\u306b\u8a13\u7df4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3088\u308a\u3082\u512a\u308c\u305f\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3057\u305f\u3002<\/p>\r\n<p class=\"indent\">\u305d\u306e\u30e2\u30c7\u30eb\u306f<a href=\"https:\/\/pressbooks.pub\/aiforteachers\/chapter\/deep-neural-networks\/\" target=\"_blank\" rel=\"noopener\">\u6df1\u5c64\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/a>\u3067\u3057\u305f\u3002\u4eca\u65e5\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u307b\u3069\u6df1\u304f\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\uff01\u3057\u304b\u3057\u3001\u7814\u7a76\u3068\u7523\u696d\u754c\u306b\u6a5f\u68b0\u5b66\u7fd2\u3001\u7279\u306b\u6df1\u5c64\u5b66\u7fd2\u304cNLP\u306e\u591a\u304f\u306e\u8ab2\u984c\u89e3\u6c7a\u7b56\u3068\u306a\u308b\u3053\u3068\u3092\u78ba\u4fe1\u3055\u305b\u308b\u306b\u306f\u5341\u5206\u3067\u3057\u305f\u3002<\/p>\r\n<p class=\"indent\">\u305d\u308c\u4ee5\u6765\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306f\u30e2\u30c7\u30eb\u4e3b\u5c0e\u578b\u30a2\u30d7\u30ed\u30fc\u30c1\u304b\u3089\u96e2\u308c\u3001\u307b\u307c\u5e38\u306b\u30c7\u30fc\u30bf\u4e3b\u5c0e\u578b\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u57fa\u3065\u304f\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\r\n\u5f93\u6765\u3001\u4e3b\u8981\u306a\u8a00\u8a9e\u30bf\u30b9\u30af\u306f\u30e2\u30c7\u30eb\u69cb\u7bc9\u306b\u95a2\u308f\u308b\u3082\u306e\u3068\u30c7\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u95a2\u308f\u308b\u3082\u306e\u306e2\u3064\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/p>\r\n\r\n<h3 style=\"text-align: left\">\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9<\/h3>\r\n\u6587\u5b57\u8d77\u3053\u3057\u3001\u8cea\u554f\u3078\u306e\u56de\u7b54\u3001\u5bfe\u8a71\u751f\u6210\u3001\u7ffb\u8a33\u3092\u884c\u3046\u306b\u306f\u3001\u300cJe parle Fran\u00e7ais\u300d\u304c\u5b9f\u969b\u306b\u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u6587\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u8a71\u3057\u8a00\u8449\u3068\u540c\u69d8\u306b\u6587\u6cd5\u898f\u5247\u304c\u5e38\u306b\u6b63\u78ba\u306b\u5b88\u3089\u308c\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u305d\u306e\u5224\u65ad\u306f\u78ba\u7387\u7684\u306a\u3082\u306e\u3067\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u6587\u306f<em>\u591a\u304b\u308c\u5c11\u306a\u304b\u308c<\/em>\u30d5\u30e9\u30f3\u30b9\u8a9e\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u30b7\u30b9\u30c6\u30e0\u306f\u8907\u6570\u306e\u5019\u88dc\u6587\uff08\u97f3\u58f0\u306e\u6587\u5b57\u8d77\u3053\u3057\u3084\u6587\u306e\u7ffb\u8a33\u3068\u3057\u3066\uff09\u3092\u751f\u6210\u3067\u304d\u3001\u5404\u5019\u88dc\u306b\u78ba\u7387\u30b9\u30b3\u30a2\u304c\u4ed8\u4e0e\u3055\u308c\u307e\u3059\u3002\u6700\u9ad8\u30b9\u30b3\u30a2\u306e\u6587\u3092\u63a1\u7528\u3059\u308b\u304b\u3001\u4ed6\u306e\u60c5\u5831\u6e90\uff08\u6587\u306e\u5185\u5bb9\u3082\u8003\u616e\u5bfe\u8c61\u3068\u306a\u308b\u5834\u5408\u3042\u308a\uff09\u3068\u30b9\u30b3\u30a2\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\r\n<p class=\"indent\">\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3053\u306e\u51e6\u7406\u3092\u884c\u3044\u3001\u305d\u306e\u78ba\u7387\u306f\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304b\u3089\u69cb\u7bc9\u3055\u308c\u307e\u3059\u3002\u5f53\u7136\u306a\u304c\u3089\u3001\u30c7\u30fc\u30bf\u91cf\u304c\u591a\u3051\u308c\u3070\u591a\u3044\u307b\u3069\u826f\u3044\u3067\u3059\u3002\u8a00\u8a9e\u30e2\u30c7\u30eb\u69cb\u7bc9\u306b\u5341\u5206\u306a\u30c7\u30fc\u30bf\u304c\u5b58\u5728\u3059\u308b\u8a00\u8a9e\u3082\u3042\u308c\u3070\u3001\u305d\u3046\u3067\u306a\u3044\u8a00\u8a9e\u3001\u3064\u307e\u308a\u30ea\u30bd\u30fc\u30b9\u4e0d\u8db3\u306e\u8a00\u8a9e\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p class=\"indent\">\u7ffb\u8a33\u306e\u5834\u5408\u30012\u3064\u3067\u306f\u306a\u304f3\u3064\u306e\u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002\u5404\u8a00\u8a9e\u7528\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u52a0\u3048\u3001\u7ffb\u8a33\u7528\u306e\u5225\u306e\u30e2\u30c7\u30eb\u3067\u3059\u3002\u3053\u306e\u7ffb\u8a33\u30e2\u30c7\u30eb\u306f\u3001\u8a00\u8a9e\u306e\u65ad\u7247\u3092\u3088\u308a\u826f\u304f\u7ffb\u8a33\u3059\u308b\u65b9\u6cd5\u3092\u6559\u3048\u3066\u304f\u308c\u307e\u3059\u3002\u30c7\u30fc\u30bf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u306e\u306f\u56f0\u96e3\u3067\u3059\u3002\u4e00\u822c\u7684\u306a\u8a00\u8a9e\u30da\u30a2\u306e\u30e2\u30c7\u30eb\u306f\u69cb\u7bc9\u3057\u3084\u3059\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u983b\u7e41\u306b\u7d44\u307f\u5408\u308f\u3055\u308c\u308b\u3053\u3068\u306e\u306a\u3044\u8a00\u8a9e\uff08\u4f8b\u3048\u3070\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3068\u30b9\u30ed\u30d9\u30cb\u30a2\u8a9e\u306a\u3069\uff09\u3067\u306f\u305d\u3046\u306f\u3044\u304d\u307e\u305b\u3093\u3002\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u5178\u578b\u7684\u306a\u65b9\u6cd5\u306f\u3001<em>\u4e2d\u7d99\u8a00\u8a9e<\/em>\uff08\u901a\u5e38\u306f\u82f1\u8a9e\uff09\u3092\u4f7f\u7528\u3057\u3001\u3053\u306e\u4e2d\u7d99\u8a00\u8a9e\u3092\u7d4c\u7531\u3057\u3066\u7ffb\u8a33\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u304b\u3089\u82f1\u8a9e\u3078\u3001\u305d\u3057\u3066\u82f1\u8a9e\u304b\u3089\u30b9\u30ed\u30d9\u30cb\u30a2\u8a9e\u3078\u3068\u7ffb\u8a33\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u65b9\u6cd5\u3067\u306f\u8aa4\u308a\u304c\u84c4\u7a4d\u3055\u308c\u308b\u305f\u3081\u3001\u7d50\u679c\u306e\u8cea\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<h3 style=\"text-align: left\">\u30c7\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/h3>\r\n\u30c7\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u306f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5165\u529b\u30b7\u30fc\u30b1\u30f3\u30b9\uff08\u4fe1\u53f7\u307e\u305f\u306f\u30c6\u30ad\u30b9\u30c8\uff09\u3092\u53d7\u3051\u53d6\u308a\u3001\u30e2\u30c7\u30eb\u3092\u53c2\u7167\u3057\u306a\u304c\u3089\u5224\u65ad\u3092\u4e0b\u3059\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308a\u3001\u305d\u306e\u7d50\u679c\u3001\u3057\u3070\u3057\u3070\u51fa\u529b\u30c6\u30ad\u30b9\u30c8\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002\u3053\u3053\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u4e0a\u306e\u8003\u616e\u4e8b\u9805\u304c\u3042\u308a\u307e\u3059\u2014\u2014\u591a\u304f\u306e\u5834\u5408\u3001\u6587\u5b57\u8d77\u3053\u3057\u3068\u7ffb\u8a33\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u884c\u308f\u308c\u3001\u30bf\u30a4\u30e0\u30e9\u30b0\u3092\u6700\u5c0f\u5316\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u306a\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u4eba\u5de5\u77e5\u80fd\u3092\u5fdc\u7528\u3059\u308b\u4f59\u5730\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002\r\n<h3 style=\"text-align: left\">\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9<\/h3>\r\n<p class=\"no-indent\">\u73fe\u5728\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u500b\u5225\u306b\u69cb\u7bc9\u3057\u5f8c\u3067\u7d44\u307f\u5408\u308f\u305b\u308b\u624b\u6cd5\u306b\u4ee3\u308f\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u5358\u4e00\u306e\u30e2\u30c7\u30eb\u3092\u901a\u3058\u3066\u5165\u529b\u3092\u6587\u5b57\u8d77\u3053\u3057\/\u7ffb\u8a33\/\u89e3\u91c8\u3059\u308b<em>\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/em>\u304c\u4e3b\u6d41\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u3001\u3053\u3046\u3057\u305f\u30e2\u30c7\u30eb\u306f\u6df1\u5c64\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u3063\u3066\u5b66\u7fd2\u3055\u308c\u307e\u3059\u304c\u3001\u305d\u306e\u898f\u6a21\u306f\u975e\u5e38\u306b\u5de8\u5927\u306b\u306a\u308a\u5f97\u307e\u3059\u3002\u6700\u65b0\u306e\u6700\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3067\u3042\u308bGPT-3\u306f\u6570\u5104\u3082\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\uff01<\/p>\r\n\r\n\r\n[caption id=\"attachment_413\" align=\"alignleft\" width=\"357\"]<img class=\" wp-image-413\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch5-page-3-Autoencoder.png\" alt=\"\" width=\"357\" height=\"267\" \/> Chervinskii\u3001\u30a6\u30a3\u30ad\u30e1\u30c7\u30a3\u30a2\u30fb\u30b3\u30e2\u30f3\u30ba\u306f CC BY-SA 4.0 \u306e\u4e0b\u3067\u30e9\u30a4\u30bb\u30f3\u30b9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u30b3\u30d4\u30fc\u3092\u898b\u308b\u306b\u306f\u3001<a href=\"https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=openverse\">https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=openverse<\/a>\u3092\u8a2a\u308c\u3066\u304f\u3060\u3055\u3044\u3002[\/caption]\r\n<p class=\"indent\">\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306e\u80cc\u5f8c\u306b\u3042\u308b\u76f4\u89b3\u3092\u63a2\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3042\u308b\u30c7\u30fc\u30bf\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002\u3053\u306e\u751f\u30c7\u30fc\u30bf\u306f\u4f55\u3089\u304b\u306e\u65b9\u6cd5\u3067\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\uff08\u7b26\u53f7\u5316\uff09\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306f\u5197\u9577\u3067\u3042\u308a\u3001\u304a\u305d\u3089\u304f\u30b3\u30b9\u30c8\u3082\u304b\u304b\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u3053\u3067\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u3068\u547c\u3070\u308c\u308b\u7279\u5b9a\u306e\u6a5f\u68b0\u3092\u69cb\u7bc9\u3057\u307e\u3059\uff08\u5de6\u56f3\u53c2\u7167\uff09\u3002\u3053\u306e\u6a5f\u68b0\u306f\u30c6\u30ad\u30b9\u30c8\u3092\u53d7\u3051\u53d6\u308a\u3001\u305d\u308c\u3092\u5c0f\u3055\u306a\u30d9\u30af\u30c8\u30eb\u306b\u5727\u7e2e\uff08\u3053\u308c\u304c\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u90e8\u5206\uff09\u3057\u3001\u305d\u306e\u5f8c\u30d9\u30af\u30c8\u30eb\u3092\u5fa9\u5143\uff08\u30c7\u30b3\u30fc\u30c0\u30fc\u90e8\u5206\uff09\u3057\u3066\u4f55\u3089\u304b\u306e\u5f62\u3067\u5143\u306e\u30c6\u30ad\u30b9\u30c8\u306b\u8fd1\u3044\u30c6\u30ad\u30b9\u30c8\u3092\u8fd4\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u3053\u306e\u4ed5\u7d44\u307f\u306b\u3088\u3063\u3066\u4e2d\u9593\u30d9\u30af\u30c8\u30eb\u304c\u4e8c\u3064\u306e\u671b\u307e\u3057\u3044\u7279\u6027\u2014\u2014\u521d\u671f\u30c6\u30ad\u30b9\u30c8\u306e\u60c5\u5831\u3092\u300c\u542b\u3080\u300d\u9069\u5ea6\u306b\u5c0f\u3055\u306a\u30d9\u30af\u30c8\u30eb\u2014\u2014\u3092\u6301\u3064\u6709\u610f\u7fa9\u306a\u3082\u306e\u306b\u306a\u308b\u3068\u3044\u3046\u308f\u3051\u3067\u3059\u3002<\/p>\r\n\r\n<h3 style=\"text-align: left\">\u672a\u6765<\/h3>\r\n<p class=\"no-indent\">\u8fd1\u3044\u5c06\u6765\u5b9f\u73fe\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u51e6\u7406\u306e\u4e00\u4f8b\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u6a5f\u80fd\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u305d\u308c\u306f\u3001\u3042\u306a\u305f\u306e\u8a71\u3059\u8a00\u8a9e\u3092\u805e\u304d\u53d6\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u66f8\u304d\u8d77\u3053\u3057\u3001\u3042\u306a\u305f\u304c\u77e5\u3089\u306a\u3044\u8a00\u8a9e\u3078\u7ffb\u8a33\u3057\u3001\u97f3\u58f0\u5408\u6210\u30b7\u30b9\u30c6\u30e0\u3092\u3042\u306a\u305f\u306e\u58f0\u306b\u5408\u308f\u305b\u3066\u8a13\u7df4\u3057\u3001\u65b0\u3057\u3044\u6587\u3067\u5bfe\u5fdc\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u3092\u3042\u306a\u305f\u81ea\u8eab\u306e\u58f0\u3067\u767a\u8a71\u3055\u305b\u308b\u3082\u306e\u3067\u3059\u3002\u30b9\u30da\u30a4\u30f3\u30fb\u30d0\u30ec\u30f3\u30b7\u30a2\u5de5\u79d1\u5927\u5b66\u306e\u7814\u7a76\u8005\u3089\u304c\u4f5c\u6210\u3057\u305f2\u3064\u306e\u5b9f\u4f8b\u3067\u306f\u3001\u8a71\u8005\u81ea\u8eab\u306e\u97f3\u58f0\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u5439\u304d\u66ff\u3048\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\r\n[embed]https:\/\/www.youtube.com\/embed\/MIwBWUF334E[\/embed]\r\n\r\n[embed]https:\/\/www.youtube.com\/embed\/VBevQ77PQzw[\/embed]\r\n<h3 style=\"text-align: left\">\u6559\u80b2\u3078\u306e\u5f71\u97ff<\/h3>\r\n\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u306e\u7740\u5b9f\u306a\u9032\u6b69\u306f\u76ee\u899a\u307e\u3057\u3044\u3082\u306e\u3067\u3059\u3002\u308f\u305a\u304b10\u5e74\u524d\u306a\u3089AI\u304c\u63d0\u6848\u3059\u308b\u7ffb\u8a33\u3092\u7b11\u3063\u3066\u3044\u305f\u3088\u3046\u306a\u660e\u3089\u304b\u306a\u8aa4\u8a33\u3082\u3001\u4eca\u65e5\u3067\u306f\u898b\u3064\u3051\u306b\u304f\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u97f3\u58f0\u8a8d\u8b58\u6280\u8853\u3084\u6587\u5b57\u8a8d\u8b58\u6280\u8853\u3082\u6025\u901f\u306b\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002\r\n<p class=\"indent\"><span style=\"font-size: 1em\">\u610f\u5473\u8ad6\u306e<\/span>\u8ab2\u984c\u306f\u4f9d\u7136\u3068\u3057\u3066\u5b58\u5728\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u6df1\u3044\u7406\u89e3\u3092\u5fc5\u8981\u3068\u3059\u308b\u8cea\u554f\u306b\u7b54\u3048\u308b\u3053\u3068\u306f\u5b8c\u5168\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u72b6\u6cc1\u306f\u826f\u3044\u65b9\u5411\u306b\u5411\u304b\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u307e\u3060\u73fe\u5b9f\u306b\u306a\u3063\u3066\u3044\u306a\u304f\u3066\u3082\u3001\u6559\u5e2b\u304c\u8fd1\u3044\u5c06\u6765\u306b\u4ee5\u4e0b\u306e\u8a18\u8ff0\u306e\u3044\u304f\u3064\u304b\u304c\u5b9f\u73fe\u3059\u308b\u3068\u671f\u5f85\u3067\u304d\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\uff01<\/p>\r\n\r\n<ul>\r\n \t<li>\u751f\u5f92\u304c\u8907\u96d1\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u9078\u629e\u3057\u3001\uff08AI\u3092\u4f7f\u7528\u3057\u3066\uff09\u5358\u7d14\u5316\u3055\u308c\u305f\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u306f\u3055\u3089\u306b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u3001\u751f\u5f92\u304c\u6163\u308c\u89aa\u3057\u3093\u3067\u3044\u308b\u7528\u8a9e\u3001\u5358\u8a9e\u3001\u6982\u5ff5\u304c\u4f7f\u7528\u3055\u308c\u308b\u53ef\u80fd\u6027\u3055\u3048\u3042\u308a\u307e\u3059\u3002<\/li>\r\n \t<li>\u751f\u5f92\u304c\u30c6\u30ad\u30b9\u30c8\u3092\u691c\u7d22\u30fb\u8907\u88fd\u3057\u305f\u5f8c\u3001\u540c\u3058\u5185\u5bb9\u3092\u8a18\u8ff0\u3057\u306a\u304c\u3089\u3082\u76d7\u7528\u691c\u51fa\u30c4\u30fc\u30eb\u306b\u691c\u77e5\u3055\u308c\u306a\u3044\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\r\n \t<li>\u4e16\u754c\u4e2d\u306e\u52d5\u753b\u304c\u81ea\u52d5\u5439\u304d\u66ff\u3048\u306b\u3088\u308a\u3042\u3089\u3086\u308b\u8a00\u8a9e\u3067\u8996\u8074\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u751f\u5f92\u306f\u81ea\u56fd\u8a9e\u3067\u4f5c\u6210\u3055\u308c\u305f\u6559\u6750\u3060\u3051\u3067\u306a\u304f\u3001\u7570\u306a\u308b\u6587\u5316\u570f\u306e\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u305f\u6559\u6750\u306b\u3082\u89e6\u308c\u308b\u6a5f\u4f1a\u3092\u5f97\u307e\u3059\u3002\r\n&lt;!--<\/li>\r\n \t<li>\u3042\u3089\u3086\u308b\u4e3b\u984c\u306b\u3064\u3044\u3066\u66f8\u3051\u308b\u30c4\u30fc\u30eb\u304c\u767b\u5834\u3059\u308c\u3070\u3001\u4f5c\u6587\u306f\u904e\u53bb\u306e\u8ab2\u984c\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/li>\r\n<\/ul>\r\nAI\u304c\u5b8c\u74a7\u3068\u306f\u7a0b\u9060\u3044\u3053\u3068\u306f\u660e\u3089\u304b\u3067\u3042\u308a\u3001\u5c02\u9580\u5bb6\u306f\u8a00\u8a9e\u304c\u6b63\u3057\u304f\u3066\u3082\u601d\u8003\u306e\u6d41\u308c\u304c\u4e0d\u81ea\u7136\u3060\u3068\u898b\u629c\u304f\u3067\u3057\u3087\u3046\u3002\u3057\u304b\u3057\u73fe\u5b9f\u3092\u76f4\u8996\u3057\u307e\u3057\u3087\u3046\u3002\u6559\u80b2\u8ab2\u7a0b\u306b\u304a\u3044\u3066\u3001\u751f\u5f92\u3084\u5b66\u751f\u304c\u305d\u306e\u30ec\u30d9\u30eb\u306b\u5230\u9054\u3059\u308b\u307e\u3067\u306b\u3069\u308c\u307b\u3069\u306e\u6642\u9593\u3092\u8981\u3059\u308b\u3067\u3057\u3087\u3046\u304b\uff1f\r\n\r\n<hr \/>\r\n\r\n<sup>1<\/sup>\u00a0Collobert, Ronan, and Jason Weston.<em>\u00a0A unified architecture for natural language processing: Deep neural networks with multitask learning<\/em>. Proceedings of the 25th international conference on Machine learning. 2008.\u00a0<a href=\"http:\/\/machinelearning.org\/archive\/icml2008\/papers\/391.pdf\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"http:\/\/machinelearning.org\/archive\/icml2008\/papers\/391.pdf\">http:\/\/machinelearning.org\/archive\/icml2008\/papers\/391.pdf<\/a>. Note: this reference is given for historical reasons. But it is difficult to read!","rendered":"<p class=\"no-indent\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306f\u904e\u53bb50\u5e74\u9593\u306b\u308f\u305f\u3063\u3066\u7814\u7a76\u304c\u884c\u308f\u308c\u3066\u304d\u305f\u30c8\u30d4\u30c3\u30af\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u79c1\u305f\u3061\u304c\u6bce\u65e5\u4f7f\u7528\u3057\u3066\u3044\u308b\u591a\u304f\u306e\u30c4\u30fc\u30eb\u304c\u958b\u767a\u3055\u308c\u307e\u3057\u305f\uff1a<\/p>\n<ul>\n<li>\u30ef\u30fc\u30c9\u30d7\u30ed\u30bb\u30c3\u30b5<\/li>\n<li>\u81ea\u52d5\u6587\u6cd5\u304a\u3088\u3073\u7db4\u308a\u306e\u4fee\u6b63<\/li>\n<li>\u81ea\u52d5\u88dc\u5b8c<\/li>\n<li><a href=\"https:\/\/pressbooks.pub\/aiforteachers\/chapter\/optical-character-recognition\/\" target=\"_blank\" rel=\"noopener\">\u5149\u5b66\u6587\u5b57\u8a8d\u8b58\uff08OCR\uff09<\/a><\/li>\n<\/ul>\n<p class=\"no-indent\">\u6700\u8fd1\u3067\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u30db\u30fc\u30e0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3001\u81ea\u52d5\u7ffb\u8a33\u30c4\u30fc\u30eb\u304c\u3042\u3089\u3086\u308b\u5206\u91ce\u3067\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_414\" aria-describedby=\"caption-attachment-414\" style=\"width: 394px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-414\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch5-page-3-sign-language-scaled-1.jpg\" alt=\"\" width=\"394\" height=\"263\" \/><figcaption id=\"caption-attachment-414\" class=\"wp-caption-text\">\u300c\u624b\u8a71\u3092\u5b66\u3076\u300dby daveynin \u306f CC BY 2.0 \u306e\u4e0b\u3067\u30e9\u30a4\u30bb\u30f3\u30b9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u30b3\u30d4\u30fc\u3092\u898b\u308b\u306b\u306f\u3001<a href=\"https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=openverse\">https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=openverse<\/a>\u3092\u8a2a\u308c\u3066\u304f\u3060\u3055\u3044\u3002<\/figcaption><\/figure>\n<p class=\"indent\">\u9577\u3044\u9593\u3001\u8a00\u8a9e\u56fa\u6709\u306e\u8907\u96d1\u3055\u306b\u3088\u3063\u3066\u7814\u7a76\u3068\u7523\u696d\u306f\u505c\u6ede\u3057\u3066\u3044\u307e\u3057\u305f\u300220\u4e16\u7d00\u306e\u7d42\u308f\u308a\u306b\u306f\u3001\u5c02\u9580\u5bb6\u306b\u3088\u3063\u3066\u8a18\u8ff0\u3055\u308c\u305f\u8a00\u8a9e\u306e\u6587\u6cd5\u898f\u5247\u306f\u6700\u5927\u306750,000\u306e\u30eb\u30fc\u30eb\u306b\u3082\u53ca\u3073\u307e\u3057\u305f\u3002\u3053\u3046\u3057\u305f<strong>\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0<\/strong>\u306f\u3001\u6280\u8853\u304c\u5909\u5316\u3092\u3082\u305f\u3089\u3057\u5f97\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u78ba\u56fa\u305f\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3059\u308b\u306b\u306f\u8907\u96d1\u3059\u304e\u307e\u3057\u305f\u3002<\/p>\n<p class=\"indent\">\u4e00\u65b9\u3001<strong>\u97f3\u58f0\u8a8d\u8b58<\/strong>\u306f\u97f3\u97ff\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u3066\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u591a\u69d8\u306a\u8a71\u8005\u304c\u5b58\u5728\u3059\u308b\u4e2d\u3067\u3001\u3053\u308c\u306f\u78ba\u304b\u306b\u56f0\u96e3\u306a\u4f5c\u696d\u3067\u3057\u305f\uff01<\/p>\n<p class=\"indent\">\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u5bfe\u8c61\u8a00\u8a9e\u306e\u30e2\u30c7\u30eb\u304c\u3042\u308c\u3070\u3001\u7269\u4e8b\u306f\u3088\u308a\u7c21\u5358\u306b\u306a\u308b\u3060\u308d\u3046\u3068\u7406\u89e3\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u305d\u306e\u8a00\u8a9e\u306e\u8a9e\u5f59\u3084\u6587\u306e\u5f62\u6210\u65b9\u6cd5\u3092\u77e5\u3063\u3066\u3044\u308c\u3070\u3001\u4e0e\u3048\u3089\u308c\u305f\u767a\u8a71\u306b\u4e00\u81f4\u3059\u308b\u5019\u88dc\u6587\u306e\u4e2d\u304b\u3089\u9069\u5207\u306a\u6587\u3092\u898b\u3064\u3051\u305f\u308a\u3001\u53ef\u80fd\u306a\u8a9e\u53e5\u5217\u304b\u3089\u59a5\u5f53\u306a\u7ffb\u8a33\u3092\u751f\u6210\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p class=\"indent\">\u3082\u3046\u4e00\u3064\u306e\u91cd\u8981\u306a\u5074\u9762\u306f<strong>\u610f\u5473\u8ad6<\/strong>\u3067\u3057\u305f\u3002\u8a00\u8a9e\u7684\u306a\u554f\u3044\u306b\u5bfe\u51e6\u3067\u304d\u308b\u4f5c\u696d\u306e\u307b\u3068\u3093\u3069\u306f\u6d45\u3044\u3082\u306e\u3067\u3042\u308a\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3044\u304f\u3064\u304b\u306e\u5c40\u6240\u7684\u306a\u69cb\u6587\u898f\u5247\u306b\u57fa\u3065\u3044\u3066\u7b54\u3048\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u6700\u7d42\u7684\u306b\u30c6\u30ad\u30b9\u30c8\u304c\u610f\u5473\u3092\u6301\u305f\u306a\u3044\u3068\u3057\u3066\u3082\u3001\u305d\u308c\u306f\u305d\u308c\u3067\u69cb\u3044\u307e\u305b\u3093\u3002\u751f\u5f92\u306e\u66f8\u3044\u305f\u30c6\u30ad\u30b9\u30c8\u3092\u8aad\u3080\u3068\u304d\u306b\u540c\u69d8\u306e\u3053\u3068\u304c\u8d77\u3053\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093 \u2013 \u30c6\u30ad\u30b9\u30c8\u304c\u4f55\u306b\u3064\u3044\u3066\u306e\u3082\u306e\u304b\u672c\u5f53\u306b\u7406\u89e3\u305b\u305a\u306b\u3001\u9593\u9055\u3044\u3092\u4fee\u6b63\u3059\u308b\u3053\u3068\u3082\u3042\u308a\u3048\u307e\u3059\uff01\u771f\u306e\u8ab2\u984c\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u610f\u5473\u3092\u7d50\u3073\u3064\u3051\u3001\u53ef\u80fd\u3067\u3042\u308c\u3070\u767a\u8a71\u3055\u308c\u305f\u6587\u306b\u610f\u5473\u3092\u7d50\u3073\u3064\u3051\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p><iframe loading=\"lazy\" id=\"oembed-3\" title=\"Edit distance\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/22LAakxlcAQ?list=PLkm8ZqYSzE3d6lEWsWz0fWhtSAbjwR8Z7\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p class=\"no-indent\">2008\u5e74\u306b\u306f\u9a5a\u304f\u3079\u304d\u7d50\u679c\u304c\u3042\u308a\u307e\u3057\u305f<sup>1<\/sup>\u3002\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3055\u308c\u305f\u5358\u4e00\u306e<strong>\u8a00\u8a9e\u30e2\u30c7\u30eb<\/strong>\u304c\u3001\u69d8\u3005\u306a\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u306b\u9069\u7528\u3067\u304d\u308b\u3053\u3068\u304c\u5224\u660e\u3057\u307e\u3057\u305f\u3002\u5b9f\u969b\u3001\u3053\u306e\u5358\u4e00\u30e2\u30c7\u30eb\u306f\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u5411\u3051\u306b\u8a13\u7df4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3088\u308a\u3082\u512a\u308c\u305f\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3057\u305f\u3002<\/p>\n<p class=\"indent\">\u305d\u306e\u30e2\u30c7\u30eb\u306f<a href=\"https:\/\/pressbooks.pub\/aiforteachers\/chapter\/deep-neural-networks\/\" target=\"_blank\" rel=\"noopener\">\u6df1\u5c64\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/a>\u3067\u3057\u305f\u3002\u4eca\u65e5\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u307b\u3069\u6df1\u304f\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\uff01\u3057\u304b\u3057\u3001\u7814\u7a76\u3068\u7523\u696d\u754c\u306b\u6a5f\u68b0\u5b66\u7fd2\u3001\u7279\u306b\u6df1\u5c64\u5b66\u7fd2\u304cNLP\u306e\u591a\u304f\u306e\u8ab2\u984c\u89e3\u6c7a\u7b56\u3068\u306a\u308b\u3053\u3068\u3092\u78ba\u4fe1\u3055\u305b\u308b\u306b\u306f\u5341\u5206\u3067\u3057\u305f\u3002<\/p>\n<p class=\"indent\">\u305d\u308c\u4ee5\u6765\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306f\u30e2\u30c7\u30eb\u4e3b\u5c0e\u578b\u30a2\u30d7\u30ed\u30fc\u30c1\u304b\u3089\u96e2\u308c\u3001\u307b\u307c\u5e38\u306b\u30c7\u30fc\u30bf\u4e3b\u5c0e\u578b\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u57fa\u3065\u304f\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\n\u5f93\u6765\u3001\u4e3b\u8981\u306a\u8a00\u8a9e\u30bf\u30b9\u30af\u306f\u30e2\u30c7\u30eb\u69cb\u7bc9\u306b\u95a2\u308f\u308b\u3082\u306e\u3068\u30c7\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u95a2\u308f\u308b\u3082\u306e\u306e2\u3064\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 style=\"text-align: left\">\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9<\/h3>\n<p>\u6587\u5b57\u8d77\u3053\u3057\u3001\u8cea\u554f\u3078\u306e\u56de\u7b54\u3001\u5bfe\u8a71\u751f\u6210\u3001\u7ffb\u8a33\u3092\u884c\u3046\u306b\u306f\u3001\u300cJe parle Fran\u00e7ais\u300d\u304c\u5b9f\u969b\u306b\u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u6587\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u8a71\u3057\u8a00\u8449\u3068\u540c\u69d8\u306b\u6587\u6cd5\u898f\u5247\u304c\u5e38\u306b\u6b63\u78ba\u306b\u5b88\u3089\u308c\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u305d\u306e\u5224\u65ad\u306f\u78ba\u7387\u7684\u306a\u3082\u306e\u3067\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u6587\u306f<em>\u591a\u304b\u308c\u5c11\u306a\u304b\u308c<\/em>\u30d5\u30e9\u30f3\u30b9\u8a9e\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u30b7\u30b9\u30c6\u30e0\u306f\u8907\u6570\u306e\u5019\u88dc\u6587\uff08\u97f3\u58f0\u306e\u6587\u5b57\u8d77\u3053\u3057\u3084\u6587\u306e\u7ffb\u8a33\u3068\u3057\u3066\uff09\u3092\u751f\u6210\u3067\u304d\u3001\u5404\u5019\u88dc\u306b\u78ba\u7387\u30b9\u30b3\u30a2\u304c\u4ed8\u4e0e\u3055\u308c\u307e\u3059\u3002\u6700\u9ad8\u30b9\u30b3\u30a2\u306e\u6587\u3092\u63a1\u7528\u3059\u308b\u304b\u3001\u4ed6\u306e\u60c5\u5831\u6e90\uff08\u6587\u306e\u5185\u5bb9\u3082\u8003\u616e\u5bfe\u8c61\u3068\u306a\u308b\u5834\u5408\u3042\u308a\uff09\u3068\u30b9\u30b3\u30a2\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p class=\"indent\">\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3053\u306e\u51e6\u7406\u3092\u884c\u3044\u3001\u305d\u306e\u78ba\u7387\u306f\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304b\u3089\u69cb\u7bc9\u3055\u308c\u307e\u3059\u3002\u5f53\u7136\u306a\u304c\u3089\u3001\u30c7\u30fc\u30bf\u91cf\u304c\u591a\u3051\u308c\u3070\u591a\u3044\u307b\u3069\u826f\u3044\u3067\u3059\u3002\u8a00\u8a9e\u30e2\u30c7\u30eb\u69cb\u7bc9\u306b\u5341\u5206\u306a\u30c7\u30fc\u30bf\u304c\u5b58\u5728\u3059\u308b\u8a00\u8a9e\u3082\u3042\u308c\u3070\u3001\u305d\u3046\u3067\u306a\u3044\u8a00\u8a9e\u3001\u3064\u307e\u308a\u30ea\u30bd\u30fc\u30b9\u4e0d\u8db3\u306e\u8a00\u8a9e\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p class=\"indent\">\u7ffb\u8a33\u306e\u5834\u5408\u30012\u3064\u3067\u306f\u306a\u304f3\u3064\u306e\u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002\u5404\u8a00\u8a9e\u7528\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u52a0\u3048\u3001\u7ffb\u8a33\u7528\u306e\u5225\u306e\u30e2\u30c7\u30eb\u3067\u3059\u3002\u3053\u306e\u7ffb\u8a33\u30e2\u30c7\u30eb\u306f\u3001\u8a00\u8a9e\u306e\u65ad\u7247\u3092\u3088\u308a\u826f\u304f\u7ffb\u8a33\u3059\u308b\u65b9\u6cd5\u3092\u6559\u3048\u3066\u304f\u308c\u307e\u3059\u3002\u30c7\u30fc\u30bf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u306e\u306f\u56f0\u96e3\u3067\u3059\u3002\u4e00\u822c\u7684\u306a\u8a00\u8a9e\u30da\u30a2\u306e\u30e2\u30c7\u30eb\u306f\u69cb\u7bc9\u3057\u3084\u3059\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u983b\u7e41\u306b\u7d44\u307f\u5408\u308f\u3055\u308c\u308b\u3053\u3068\u306e\u306a\u3044\u8a00\u8a9e\uff08\u4f8b\u3048\u3070\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3068\u30b9\u30ed\u30d9\u30cb\u30a2\u8a9e\u306a\u3069\uff09\u3067\u306f\u305d\u3046\u306f\u3044\u304d\u307e\u305b\u3093\u3002\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u5178\u578b\u7684\u306a\u65b9\u6cd5\u306f\u3001<em>\u4e2d\u7d99\u8a00\u8a9e<\/em>\uff08\u901a\u5e38\u306f\u82f1\u8a9e\uff09\u3092\u4f7f\u7528\u3057\u3001\u3053\u306e\u4e2d\u7d99\u8a00\u8a9e\u3092\u7d4c\u7531\u3057\u3066\u7ffb\u8a33\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u304b\u3089\u82f1\u8a9e\u3078\u3001\u305d\u3057\u3066\u82f1\u8a9e\u304b\u3089\u30b9\u30ed\u30d9\u30cb\u30a2\u8a9e\u3078\u3068\u7ffb\u8a33\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u65b9\u6cd5\u3067\u306f\u8aa4\u308a\u304c\u84c4\u7a4d\u3055\u308c\u308b\u305f\u3081\u3001\u7d50\u679c\u306e\u8cea\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002<\/p>\n<h3 style=\"text-align: left\">\u30c7\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/h3>\n<p>\u30c7\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u306f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5165\u529b\u30b7\u30fc\u30b1\u30f3\u30b9\uff08\u4fe1\u53f7\u307e\u305f\u306f\u30c6\u30ad\u30b9\u30c8\uff09\u3092\u53d7\u3051\u53d6\u308a\u3001\u30e2\u30c7\u30eb\u3092\u53c2\u7167\u3057\u306a\u304c\u3089\u5224\u65ad\u3092\u4e0b\u3059\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308a\u3001\u305d\u306e\u7d50\u679c\u3001\u3057\u3070\u3057\u3070\u51fa\u529b\u30c6\u30ad\u30b9\u30c8\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002\u3053\u3053\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u4e0a\u306e\u8003\u616e\u4e8b\u9805\u304c\u3042\u308a\u307e\u3059\u2014\u2014\u591a\u304f\u306e\u5834\u5408\u3001\u6587\u5b57\u8d77\u3053\u3057\u3068\u7ffb\u8a33\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u884c\u308f\u308c\u3001\u30bf\u30a4\u30e0\u30e9\u30b0\u3092\u6700\u5c0f\u5316\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u306a\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u4eba\u5de5\u77e5\u80fd\u3092\u5fdc\u7528\u3059\u308b\u4f59\u5730\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 style=\"text-align: left\">\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9<\/h3>\n<p class=\"no-indent\">\u73fe\u5728\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u500b\u5225\u306b\u69cb\u7bc9\u3057\u5f8c\u3067\u7d44\u307f\u5408\u308f\u305b\u308b\u624b\u6cd5\u306b\u4ee3\u308f\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u5358\u4e00\u306e\u30e2\u30c7\u30eb\u3092\u901a\u3058\u3066\u5165\u529b\u3092\u6587\u5b57\u8d77\u3053\u3057\/\u7ffb\u8a33\/\u89e3\u91c8\u3059\u308b<em>\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/em>\u304c\u4e3b\u6d41\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u3001\u3053\u3046\u3057\u305f\u30e2\u30c7\u30eb\u306f\u6df1\u5c64\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u3063\u3066\u5b66\u7fd2\u3055\u308c\u307e\u3059\u304c\u3001\u305d\u306e\u898f\u6a21\u306f\u975e\u5e38\u306b\u5de8\u5927\u306b\u306a\u308a\u5f97\u307e\u3059\u3002\u6700\u65b0\u306e\u6700\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3067\u3042\u308bGPT-3\u306f\u6570\u5104\u3082\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\uff01<\/p>\n<figure id=\"attachment_413\" aria-describedby=\"caption-attachment-413\" style=\"width: 357px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-413\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch5-page-3-Autoencoder.png\" alt=\"\" width=\"357\" height=\"267\" \/><figcaption id=\"caption-attachment-413\" class=\"wp-caption-text\">Chervinskii\u3001\u30a6\u30a3\u30ad\u30e1\u30c7\u30a3\u30a2\u30fb\u30b3\u30e2\u30f3\u30ba\u306f CC BY-SA 4.0 \u306e\u4e0b\u3067\u30e9\u30a4\u30bb\u30f3\u30b9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u30b3\u30d4\u30fc\u3092\u898b\u308b\u306b\u306f\u3001<a href=\"https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=openverse\">https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=openverse<\/a>\u3092\u8a2a\u308c\u3066\u304f\u3060\u3055\u3044\u3002<\/figcaption><\/figure>\n<p class=\"indent\">\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306e\u80cc\u5f8c\u306b\u3042\u308b\u76f4\u89b3\u3092\u63a2\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3042\u308b\u30c7\u30fc\u30bf\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002\u3053\u306e\u751f\u30c7\u30fc\u30bf\u306f\u4f55\u3089\u304b\u306e\u65b9\u6cd5\u3067\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\uff08\u7b26\u53f7\u5316\uff09\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306f\u5197\u9577\u3067\u3042\u308a\u3001\u304a\u305d\u3089\u304f\u30b3\u30b9\u30c8\u3082\u304b\u304b\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u3053\u3067\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u3068\u547c\u3070\u308c\u308b\u7279\u5b9a\u306e\u6a5f\u68b0\u3092\u69cb\u7bc9\u3057\u307e\u3059\uff08\u5de6\u56f3\u53c2\u7167\uff09\u3002\u3053\u306e\u6a5f\u68b0\u306f\u30c6\u30ad\u30b9\u30c8\u3092\u53d7\u3051\u53d6\u308a\u3001\u305d\u308c\u3092\u5c0f\u3055\u306a\u30d9\u30af\u30c8\u30eb\u306b\u5727\u7e2e\uff08\u3053\u308c\u304c\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u90e8\u5206\uff09\u3057\u3001\u305d\u306e\u5f8c\u30d9\u30af\u30c8\u30eb\u3092\u5fa9\u5143\uff08\u30c7\u30b3\u30fc\u30c0\u30fc\u90e8\u5206\uff09\u3057\u3066\u4f55\u3089\u304b\u306e\u5f62\u3067\u5143\u306e\u30c6\u30ad\u30b9\u30c8\u306b\u8fd1\u3044\u30c6\u30ad\u30b9\u30c8\u3092\u8fd4\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u3053\u306e\u4ed5\u7d44\u307f\u306b\u3088\u3063\u3066\u4e2d\u9593\u30d9\u30af\u30c8\u30eb\u304c\u4e8c\u3064\u306e\u671b\u307e\u3057\u3044\u7279\u6027\u2014\u2014\u521d\u671f\u30c6\u30ad\u30b9\u30c8\u306e\u60c5\u5831\u3092\u300c\u542b\u3080\u300d\u9069\u5ea6\u306b\u5c0f\u3055\u306a\u30d9\u30af\u30c8\u30eb\u2014\u2014\u3092\u6301\u3064\u6709\u610f\u7fa9\u306a\u3082\u306e\u306b\u306a\u308b\u3068\u3044\u3046\u308f\u3051\u3067\u3059\u3002<\/p>\n<h3 style=\"text-align: left\">\u672a\u6765<\/h3>\n<p class=\"no-indent\">\u8fd1\u3044\u5c06\u6765\u5b9f\u73fe\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u51e6\u7406\u306e\u4e00\u4f8b\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u6a5f\u80fd\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u305d\u308c\u306f\u3001\u3042\u306a\u305f\u306e\u8a71\u3059\u8a00\u8a9e\u3092\u805e\u304d\u53d6\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u66f8\u304d\u8d77\u3053\u3057\u3001\u3042\u306a\u305f\u304c\u77e5\u3089\u306a\u3044\u8a00\u8a9e\u3078\u7ffb\u8a33\u3057\u3001\u97f3\u58f0\u5408\u6210\u30b7\u30b9\u30c6\u30e0\u3092\u3042\u306a\u305f\u306e\u58f0\u306b\u5408\u308f\u305b\u3066\u8a13\u7df4\u3057\u3001\u65b0\u3057\u3044\u6587\u3067\u5bfe\u5fdc\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u3092\u3042\u306a\u305f\u81ea\u8eab\u306e\u58f0\u3067\u767a\u8a71\u3055\u305b\u308b\u3082\u306e\u3067\u3059\u3002\u30b9\u30da\u30a4\u30f3\u30fb\u30d0\u30ec\u30f3\u30b7\u30a2\u5de5\u79d1\u5927\u5b66\u306e\u7814\u7a76\u8005\u3089\u304c\u4f5c\u6210\u3057\u305f2\u3064\u306e\u5b9f\u4f8b\u3067\u306f\u3001\u8a71\u8005\u81ea\u8eab\u306e\u97f3\u58f0\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u5439\u304d\u66ff\u3048\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe loading=\"lazy\" id=\"oembed-1\" title=\"PhD defense Demo 4: Zero-shot Speaker Adaptation for OER dubbing\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/MIwBWUF334E?feature=oembed&#38;rel=0\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p><iframe loading=\"lazy\" id=\"oembed-2\" title=\"PhD defense Demo 1: Cross-lingual Voice Cloning at UPV[Media]\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/VBevQ77PQzw?feature=oembed&#38;rel=0\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<h3 style=\"text-align: left\">\u6559\u80b2\u3078\u306e\u5f71\u97ff<\/h3>\n<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u306e\u7740\u5b9f\u306a\u9032\u6b69\u306f\u76ee\u899a\u307e\u3057\u3044\u3082\u306e\u3067\u3059\u3002\u308f\u305a\u304b10\u5e74\u524d\u306a\u3089AI\u304c\u63d0\u6848\u3059\u308b\u7ffb\u8a33\u3092\u7b11\u3063\u3066\u3044\u305f\u3088\u3046\u306a\u660e\u3089\u304b\u306a\u8aa4\u8a33\u3082\u3001\u4eca\u65e5\u3067\u306f\u898b\u3064\u3051\u306b\u304f\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u97f3\u58f0\u8a8d\u8b58\u6280\u8853\u3084\u6587\u5b57\u8a8d\u8b58\u6280\u8853\u3082\u6025\u901f\u306b\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p class=\"indent\"><span style=\"font-size: 1em\">\u610f\u5473\u8ad6\u306e<\/span>\u8ab2\u984c\u306f\u4f9d\u7136\u3068\u3057\u3066\u5b58\u5728\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u6df1\u3044\u7406\u89e3\u3092\u5fc5\u8981\u3068\u3059\u308b\u8cea\u554f\u306b\u7b54\u3048\u308b\u3053\u3068\u306f\u5b8c\u5168\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u72b6\u6cc1\u306f\u826f\u3044\u65b9\u5411\u306b\u5411\u304b\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u307e\u3060\u73fe\u5b9f\u306b\u306a\u3063\u3066\u3044\u306a\u304f\u3066\u3082\u3001\u6559\u5e2b\u304c\u8fd1\u3044\u5c06\u6765\u306b\u4ee5\u4e0b\u306e\u8a18\u8ff0\u306e\u3044\u304f\u3064\u304b\u304c\u5b9f\u73fe\u3059\u308b\u3068\u671f\u5f85\u3067\u304d\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\uff01<\/p>\n<ul>\n<li>\u751f\u5f92\u304c\u8907\u96d1\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u9078\u629e\u3057\u3001\uff08AI\u3092\u4f7f\u7528\u3057\u3066\uff09\u5358\u7d14\u5316\u3055\u308c\u305f\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u306f\u3055\u3089\u306b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u3001\u751f\u5f92\u304c\u6163\u308c\u89aa\u3057\u3093\u3067\u3044\u308b\u7528\u8a9e\u3001\u5358\u8a9e\u3001\u6982\u5ff5\u304c\u4f7f\u7528\u3055\u308c\u308b\u53ef\u80fd\u6027\u3055\u3048\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u751f\u5f92\u304c\u30c6\u30ad\u30b9\u30c8\u3092\u691c\u7d22\u30fb\u8907\u88fd\u3057\u305f\u5f8c\u3001\u540c\u3058\u5185\u5bb9\u3092\u8a18\u8ff0\u3057\u306a\u304c\u3089\u3082\u76d7\u7528\u691c\u51fa\u30c4\u30fc\u30eb\u306b\u691c\u77e5\u3055\u308c\u306a\u3044\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<li>\u4e16\u754c\u4e2d\u306e\u52d5\u753b\u304c\u81ea\u52d5\u5439\u304d\u66ff\u3048\u306b\u3088\u308a\u3042\u3089\u3086\u308b\u8a00\u8a9e\u3067\u8996\u8074\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u751f\u5f92\u306f\u81ea\u56fd\u8a9e\u3067\u4f5c\u6210\u3055\u308c\u305f\u6559\u6750\u3060\u3051\u3067\u306a\u304f\u3001\u7570\u306a\u308b\u6587\u5316\u570f\u306e\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u305f\u6559\u6750\u306b\u3082\u89e6\u308c\u308b\u6a5f\u4f1a\u3092\u5f97\u307e\u3059\u3002<br \/>\n&lt;!&#8211;<\/li>\n<li>\u3042\u3089\u3086\u308b\u4e3b\u984c\u306b\u3064\u3044\u3066\u66f8\u3051\u308b\u30c4\u30fc\u30eb\u304c\u767b\u5834\u3059\u308c\u3070\u3001\u4f5c\u6587\u306f\u904e\u53bb\u306e\u8ab2\u984c\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/li>\n<\/ul>\n<p>AI\u304c\u5b8c\u74a7\u3068\u306f\u7a0b\u9060\u3044\u3053\u3068\u306f\u660e\u3089\u304b\u3067\u3042\u308a\u3001\u5c02\u9580\u5bb6\u306f\u8a00\u8a9e\u304c\u6b63\u3057\u304f\u3066\u3082\u601d\u8003\u306e\u6d41\u308c\u304c\u4e0d\u81ea\u7136\u3060\u3068\u898b\u629c\u304f\u3067\u3057\u3087\u3046\u3002\u3057\u304b\u3057\u73fe\u5b9f\u3092\u76f4\u8996\u3057\u307e\u3057\u3087\u3046\u3002\u6559\u80b2\u8ab2\u7a0b\u306b\u304a\u3044\u3066\u3001\u751f\u5f92\u3084\u5b66\u751f\u304c\u305d\u306e\u30ec\u30d9\u30eb\u306b\u5230\u9054\u3059\u308b\u307e\u3067\u306b\u3069\u308c\u307b\u3069\u306e\u6642\u9593\u3092\u8981\u3059\u308b\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<hr \/>\n<p><sup>1<\/sup>\u00a0Collobert, Ronan, and Jason Weston.<em>\u00a0A unified architecture for natural language processing: Deep neural networks with multitask learning<\/em>. Proceedings of the 25th international conference on Machine learning. 2008.\u00a0<a href=\"http:\/\/machinelearning.org\/archive\/icml2008\/papers\/391.pdf\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"http:\/\/machinelearning.org\/archive\/icml2008\/papers\/391.pdf\">http:\/\/machinelearning.org\/archive\/icml2008\/papers\/391.pdf<\/a>. Note: this reference is given for historical reasons. But it is difficult to read!<\/p>\n","protected":false},"author":3,"menu_order":4,"template":"","meta":{"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"part":123,"_links":{"self":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/133"}],"collection":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/users\/3"}],"version-history":[{"count":4,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/133\/revisions"}],"predecessor-version":[{"id":922,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/133\/revisions\/922"}],"part":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/parts\/123"}],"metadata":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/133\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/media?parent=133"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapter-type?post=133"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/contributor?post=133"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/license?post=133"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}