{"id":478104,"date":"2023-08-09T09:27:27","date_gmt":"2023-08-09T09:27:27","guid":{"rendered":""},"modified":"2023-09-05T11:16:03","modified_gmt":"2023-09-05T11:16:03","slug":"natural-language-processing-nlp","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/jp\/wiki\/natural-language-processing-nlp\/","title":{"rendered":"\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP)"},"content":{"rendered":"<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u3068\u4eba\u9593\u306e\u8a00\u8a9e\u306e\u9593\u306e\u5bfe\u8a71\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u4eba\u5de5\u77e5\u80fd (AI) \u306e\u30b5\u30d6\u5206\u91ce\u3067\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u6a5f\u68b0\u304c\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u89e3\u91c8\u3057\u3001\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30e2\u30c7\u30eb\u306e\u958b\u767a\u304c\u542b\u307e\u308c\u307e\u3059\u3002 NLP \u306f\u4eba\u9593\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u306e\u9593\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u5bfe\u8a71\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u306e\u8d77\u6e90\u3068\u305d\u306e\u6700\u521d\u306e\u8a00\u53ca\u306e\u6b74\u53f2\u3002<\/h2>\n<p>NLP \u306e\u30eb\u30fc\u30c4\u306f\u3001\u6a5f\u68b0\u7ffb\u8a33\u306e\u30a2\u30a4\u30c7\u30a2\u304c\u6700\u521d\u306b\u63d0\u6848\u3055\u308c\u305f 1950 \u5e74\u4ee3\u306b\u9061\u308a\u307e\u3059\u3002\u6709\u540d\u306a\u6570\u5b66\u8005\u3067\u6697\u53f7\u5b66\u8005\u306e\u30a2\u30e9\u30f3\u30fb\u30c1\u30e5\u30fc\u30ea\u30f3\u30b0\u306f\u30011950 \u5e74\u306b\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u6a5f\u68b0\u3068\u77e5\u80fd\u300d\u3068\u3044\u3046\u30bf\u30a4\u30c8\u30eb\u306e\u8ad6\u6587\u3092\u767a\u8868\u3057\u3001\u6a5f\u68b0\u77e5\u80fd\u3068\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6982\u5ff5\u306b\u3064\u3044\u3066\u8b70\u8ad6\u3057\u307e\u3057\u305f\u3002\u540c\u3058 10 \u5e74\u306b\u3001\u8a00\u8a9e\u5b66\u8005\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u79d1\u5b66\u8005\u306f\u3001\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3059\u308b\u53ef\u80fd\u6027\u3092\u6a21\u7d22\u3057\u59cb\u3081\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u306e\u5f8c\u6570\u5e74\u9593\u3067\u3001\u6a5f\u68b0\u7ffb\u8a33\u3068\u60c5\u5831\u691c\u7d22\u304c\u5927\u5e45\u306b\u9032\u6b69\u3057\u307e\u3057\u305f\u3002\u53f2\u4e0a\u521d\u306e NLP \u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3042\u308b\u300cLogic Theorist\u300d\u306f\u30011956 \u5e74\u306b\u30a2\u30ec\u30f3 \u30cb\u30e5\u30fc\u30a6\u30a7\u30eb\u3068\u30cf\u30fc\u30d0\u30fc\u30c8 A. \u30b5\u30a4\u30e2\u30f3\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u8a18\u53f7\u8ad6\u7406\u3092\u4f7f\u7528\u3057\u3066\u6570\u5b66\u5b9a\u7406\u3092\u8a3c\u660e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5c06\u6765\u306e NLP \u7814\u7a76\u306e\u57fa\u790e\u3092\u7bc9\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u306b\u95a2\u3059\u308b\u8a73\u7d30\u60c5\u5831\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u306e\u30c8\u30d4\u30c3\u30af\u3092\u5c55\u958b\u3057\u307e\u3059\u3002<\/h2>\n<p>NLP \u306b\u306f\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u304c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u304c\u4eba\u9593\u306e\u8a00\u8a9e\u3068\u610f\u5473\u306e\u3042\u308b\u65b9\u6cd5\u3067\u5bfe\u8a71\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002NLP \u306e\u4e3b\u8981\u5206\u91ce\u306b\u306f\u6b21\u306e\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30c6\u30ad\u30b9\u30c8\u306e\u7406\u89e3:<\/strong> NLP \u30b7\u30b9\u30c6\u30e0\u306f\u3001\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u610f\u5473\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u62bd\u51fa\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u8868\u73fe\u3057\u305f\u610f\u56f3\u3084\u611f\u60c5\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u97f3\u58f0\u8a8d\u8b58\uff1a<\/strong> NLP \u306f\u3001\u8a71\u3057\u8a00\u8449\u3092\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3057\u3001\u97f3\u58f0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3084\u6587\u5b57\u8d77\u3053\u3057\u30b5\u30fc\u30d3\u30b9\u3092\u53ef\u80fd\u306b\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8a00\u8a9e\u306e\u751f\u6210:<\/strong> NLP \u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7b54\u3001\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u3001\u3055\u3089\u306b\u306f\u30b9\u30c8\u30fc\u30ea\u30fc\u30c6\u30ea\u30f3\u30b0\u306a\u3069\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u8a00\u8a9e\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6a5f\u68b0\u7ffb\u8a33:<\/strong> NLP \u306e\u521d\u671f\u306e\u76ee\u6a19\u306e 1 \u3064\u3067\u3042\u308b\u6a5f\u68b0\u7ffb\u8a33\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u3042\u308b\u8a00\u8a9e\u304b\u3089\u5225\u306e\u8a00\u8a9e\u306b\u81ea\u52d5\u7684\u306b\u7ffb\u8a33\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u60c5\u5831\u62bd\u51fa:<\/strong> NLP \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3001\u95a2\u4fc2\u3001\u30a4\u30d9\u30f3\u30c8\u306a\u3069\u306e\u975e\u69cb\u9020\u5316\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u69cb\u9020\u5316\u60c5\u5831\u3092\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u611f\u60c5\u5206\u6790\uff1a<\/strong> NLP \u6280\u8853\u306f\u30c6\u30ad\u30b9\u30c8\u306e\u611f\u60c5\u3084\u611f\u60c5\u7684\u306a\u8abf\u5b50\u3092\u5224\u65ad\u3067\u304d\u308b\u305f\u3081\u3001\u5e02\u5834\u8abf\u67fb\u3084\u30bd\u30fc\u30b7\u30e3\u30eb \u30e1\u30c7\u30a3\u30a2\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8cea\u554f\u3078\u306e\u56de\u7b54:<\/strong> NLP \u306f\u3001\u81ea\u7136\u8a00\u8a9e\u3067\u63d0\u8d77\u3055\u308c\u305f\u8cea\u554f\u3092\u7406\u89e3\u3057\u3001\u7b54\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u306e\u5185\u90e8\u69cb\u9020\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u306e\u4ed5\u7d44\u307f\u3002<\/h2>\n<p>NLP \u306e\u5185\u90e8\u69cb\u9020\u306f\u3001\u6b21\u306e\u6bb5\u968e\u3092\u901a\u3058\u3066\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30c8\u30fc\u30af\u30f3\u5316:<\/strong> \u5165\u529b\u30c6\u30ad\u30b9\u30c8\u306f\u3001\u30c8\u30fc\u30af\u30f3\u3068\u547c\u3070\u308c\u308b\u5358\u8a9e\u3084\u30b5\u30d6\u30ef\u30fc\u30c9\u5358\u4f4d\u306a\u3069\u306e\u5c0f\u3055\u306a\u5358\u4f4d\u306b\u5206\u5272\u3055\u308c\u307e\u3059\u3002\u30c8\u30fc\u30af\u30f3\u5316\u306f\u3001\u305d\u306e\u5f8c\u306e\u51e6\u7406\u306e\u57fa\u76e4\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5f62\u614b\u5b66\u7684\u5206\u6790:<\/strong> \u3053\u306e\u6bb5\u968e\u3067\u306f\u3001\u6642\u5236\u3001\u6570\u3001\u6027\u5225\u306a\u3069\u306e\u8981\u7d20\u3092\u8003\u616e\u3057\u3066\u3001\u500b\u3005\u306e\u5358\u8a9e\u306e\u69cb\u9020\u3068\u610f\u5473\u3092\u5206\u6790\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u69cb\u6587\u89e3\u6790:<\/strong> \u89e3\u6790\u3068\u3082\u547c\u3070\u308c\u308b\u3053\u306e\u6bb5\u968e\u306b\u306f\u3001\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u6587\u306e\u6587\u6cd5\u69cb\u9020\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u610f\u5473\u5206\u6790:<\/strong> \u3053\u306e\u6bb5\u968e\u3067\u306f\u3001\u69cb\u6587\u3092\u8d85\u3048\u3066\u3001\u610f\u56f3\u3055\u308c\u305f\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u628a\u63e1\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u610f\u5473\u3068\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u304c\u7f6e\u304b\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5b9f\u8df5\u7684\u306a\u5206\u6790:<\/strong> \u3053\u306e\u6bb5\u968e\u3067\u306f\u3001\u7279\u5b9a\u306e\u72b6\u6cc1\u3084\u6587\u8108\u306b\u304a\u3051\u308b\u30c6\u30ad\u30b9\u30c8\u306e\u610f\u56f3\u3055\u308c\u305f\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306b\u53d6\u308a\u7d44\u307f\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u66d6\u6627\u3055\u56de\u907f:<\/strong> \u8a00\u8a9e\u306e\u66d6\u6627\u3055\u3092\u89e3\u6c7a\u3059\u308b\u3053\u3068\u306f\u3001NLP \u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u30bf\u30b9\u30af\u3067\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u5358\u8a9e\u3084\u30d5\u30ec\u30fc\u30ba\u306e\u6700\u3082\u9069\u5207\u306a\u610f\u5473\u3084\u89e3\u91c8\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8a00\u8a9e\u306e\u751f\u6210:<\/strong> \u3053\u306e\u6bb5\u968e\u3067\u306f\u3001\u5165\u529b\u306b\u57fa\u3065\u3044\u3066\u3001\u4e00\u8cab\u6027\u304c\u3042\u308a\u6587\u8108\u7684\u306b\u95a2\u9023\u6027\u306e\u3042\u308b\u5fdc\u7b54\u307e\u305f\u306f\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u306e\u4e3b\u306a\u6a5f\u80fd\u306e\u5206\u6790\u3002<\/h2>\n<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u4e3b\u306a\u6a5f\u80fd\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u3042\u3044\u307e\u3044\u3055\u306e\u51e6\u7406:<\/strong> NLP \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u591a\u7fa9\u6027 (1 \u3064\u306e\u5358\u8a9e\u306b\u8907\u6570\u306e\u610f\u5473\u304c\u3042\u308b\u3053\u3068) \u3084\u540c\u7fa9\u8a9e (\u540c\u3058\u610f\u5473\u3092\u6301\u3064\u8907\u6570\u306e\u5358\u8a9e\u304c\u3042\u308b\u3053\u3068) \u306a\u3069\u3001\u4eba\u9593\u306e\u8a00\u8a9e\u306b\u56fa\u6709\u306e\u66d6\u6627\u3055\u306b\u5bfe\u51e6\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u611f\u5ea6:<\/strong> \u540c\u3058\u5358\u8a9e\u304c\u4f7f\u7528\u3055\u308c\u308b\u6587\u8108\u306b\u5fdc\u3058\u3066\u7570\u306a\u308b\u610f\u5473\u3092\u6301\u3064\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u6b63\u78ba\u306a\u8a00\u8a9e\u51e6\u7406\u306b\u306f\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7d71\u8a08\u7684\u5b66\u7fd2:<\/strong> \u591a\u304f\u306e NLP \u6280\u8853\u3067\u306f\u3001\u7d71\u8a08\u7684\u624b\u6cd5\u3068\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6d3b\u7528\u3057\u3066\u8a00\u8a9e\u3092\u51e6\u7406\u3057\u3001\u7406\u89e3\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u56fa\u6709\u8868\u73fe\u8a8d\u8b58 (NER):<\/strong> NLP \u30b7\u30b9\u30c6\u30e0\u306f\u3001NER \u3092\u4f7f\u7528\u3057\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u540d\u524d\u3001\u65e5\u4ed8\u3001\u5834\u6240\u3001\u7d44\u7e54\u306a\u3069\u306e\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u8b58\u5225\u304a\u3088\u3073\u5206\u985e\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u4f9d\u5b58\u95a2\u4fc2\u306e\u89e3\u6790:<\/strong> \u4fc2\u308a\u53d7\u3051\u89e3\u6790\u306f\u3001\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u3092\u30c4\u30ea\u30fc\u72b6\u306e\u69cb\u9020\u3067\u8868\u3059\u3053\u3068\u306b\u3088\u308a\u3001\u6587\u306e\u69cb\u6587\u69cb\u9020\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0:<\/strong> NLP \u306e\u6700\u8fd1\u306e\u9032\u6b69\u306f\u3001\u30ea\u30ab\u30ec\u30f3\u30c8 \u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af (RNN) \u3084\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306a\u3069\u306e\u6df1\u5c64\u5b66\u7fd2\u6280\u8853\u306e\u4f7f\u7528\u306b\u3088\u3063\u3066\u63a8\u9032\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u3069\u306e\u3088\u3046\u306a\u30bf\u30a4\u30d7\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u304c\u5b58\u5728\u3059\u308b\u304b\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002\u8868\u3068\u30ea\u30b9\u30c8\u3092\u4f7f\u7528\u3057\u3066\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/h2>\n<p>NLP \u30bf\u30b9\u30af\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u7a2e\u985e\u304c\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u7279\u5b9a\u306e\u76ee\u7684\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>NLP \u30bf\u30b9\u30af<\/th>\n<th>\u8aac\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u611f\u60c5\u5206\u6790<\/td>\n<td>\u30c6\u30ad\u30b9\u30c8\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8 (\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u3001\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb) \u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u56fa\u6709\u8868\u73fe\u306e\u8a8d\u8b58<\/td>\n<td>\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3 (\u500b\u4eba\u3001\u7d44\u7e54\u306a\u3069) \u3092\u8b58\u5225\u3057\u3066\u5206\u985e\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u6a5f\u68b0\u7ffb\u8a33<\/td>\n<td>\u30c6\u30ad\u30b9\u30c8\u3092\u3042\u308b\u8a00\u8a9e\u304b\u3089\u5225\u306e\u8a00\u8a9e\u306b\u81ea\u52d5\u7684\u306b\u7ffb\u8a33\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u30c6\u30ad\u30b9\u30c8\u8981\u7d04<\/td>\n<td>\u9577\u3044\u30c6\u30ad\u30b9\u30c8\u306e\u7c21\u6f54\u306a\u8981\u7d04\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u8cea\u554f\u3078\u306e\u56de\u7b54<\/td>\n<td>\u81ea\u7136\u8a00\u8a9e\u3067\u63d0\u8d77\u3055\u308c\u305f\u8cea\u554f\u306b\u7b54\u3048\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u97f3\u58f0\u8a8d\u8b58<\/td>\n<td>\u8a71\u3057\u8a00\u8449\u3092\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u8a00\u8a9e\u751f\u6210<\/td>\n<td>\u4e0e\u3048\u3089\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u57fa\u3065\u3044\u3066\u4eba\u9593\u306e\u3088\u3046\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051<\/td>\n<td>\u6587\u4e2d\u306e\u5358\u8a9e\u306b\u6587\u6cd5\u4e0a\u306e\u54c1\u8a5e\u3092\u5272\u308a\u5f53\u3066\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u306e\u4f7f\u7528\u65b9\u6cd5\u3001\u4f7f\u7528\u306b\u95a2\u9023\u3059\u308b\u554f\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56\u3002<\/h2>\n<p>NLP \u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u6570\u591a\u304f\u306e\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8:<\/strong> NLP \u306f\u3001Siri\u3001Alexa\u3001Google \u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306a\u3069\u306e\u4eee\u60f3\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3092\u5f37\u5316\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u5bfe\u8a71\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u9867\u5ba2\u30b5\u30dd\u30fc\u30c8\uff1a<\/strong> NLP \u30d9\u30fc\u30b9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u81ea\u52d5\u30b7\u30b9\u30c6\u30e0\u304c\u9867\u5ba2\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u51e6\u7406\u3057\u3001\u5e74\u4e2d\u7121\u4f11\u3067\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306b\u304a\u3051\u308b\u611f\u60c5\u5206\u6790:<\/strong> NLP \u306f\u30bd\u30fc\u30b7\u30e3\u30eb \u30e1\u30c7\u30a3\u30a2 \u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u3001\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306b\u95a2\u3059\u308b\u9867\u5ba2\u306e\u610f\u898b\u3084\u611f\u60c5\u3092\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8a00\u8a9e\u7ffb\u8a33\u30b5\u30fc\u30d3\u30b9:<\/strong> NLP \u306f\u3001\u8a00\u8a9e\u306e\u58c1\u3092\u57cb\u3081\u308b\u5373\u6642\u8a00\u8a9e\u7ffb\u8a33\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u60c5\u5831\u691c\u7d22\uff1a<\/strong> NLP \u306b\u3088\u308a\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u306b\u57fa\u3065\u3044\u3066\u95a2\u9023\u60c5\u5831\u3092\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u305f\u3060\u3057\u3001NLP \u306b\u306f\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u66d6\u6627\u3055\u3068\u591a\u7fa9\u6027:<\/strong> \u8a9e\u7fa9\u306e\u66d6\u6627\u3055\u3092\u89e3\u6c7a\u3059\u308b\u3053\u3068\u306f NLP \u306b\u304a\u3051\u308b\u6c38\u7d9a\u7684\u306a\u8ab2\u984c\u3067\u3042\u308a\u3001\u9ad8\u5ea6\u306a\u66d6\u6627\u3055\u89e3\u6d88\u6280\u8853\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u6b20\u5982:<\/strong> \u4f1a\u8a71\u3084\u30c6\u30ad\u30b9\u30c8\u306e\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u96e3\u3057\u3044\u3067\u3059\u304c\u3001\u6b63\u78ba\u306a\u8a00\u8a9e\u51e6\u7406\u306b\u306f\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u504f\u898b:<\/strong> NLP \u30e2\u30c7\u30eb\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u304b\u3089\u504f\u3063\u305f\u30d1\u30bf\u30fc\u30f3\u3092\u8aa4\u3063\u3066\u5b66\u7fd2\u3057\u3001\u504f\u3063\u305f\u51fa\u529b\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u95a2\u3059\u308b\u61f8\u5ff5\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u76ae\u8089\u3068\u30a2\u30a4\u30ed\u30cb\u30fc:<\/strong> \u660e\u793a\u7684\u306a\u30de\u30fc\u30ab\u30fc\u304c\u306a\u3044\u305f\u3081\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u76ae\u8089\u3084\u30a2\u30a4\u30ed\u30cb\u30fc\u3092\u691c\u51fa\u3059\u308b\u306e\u306f\u56f0\u96e3\u3067\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u9032\u884c\u4e2d\u306e\u7814\u7a76\u3067\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6539\u5584\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u8a8d\u8b58\u306e\u7d44\u307f\u8fbc\u307f\u3001NLP \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u516c\u5e73\u6027\u3068\u5305\u62ec\u6027\u306e\u78ba\u4fdd\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>\u4e3b\u306a\u7279\u5fb4\u3084\u305d\u306e\u4ed6\u306e\u985e\u4f3c\u7528\u8a9e\u3068\u306e\u6bd4\u8f03\u3092\u8868\u3084\u30ea\u30b9\u30c8\u306e\u5f62\u5f0f\u3067\u793a\u3057\u307e\u3059\u3002<\/h2>\n<p>|\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u3068\u8a08\u7b97\u8a00\u8a9e\u5b66 |<br \/>\n|\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014 | \u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014|<br \/>\n| NLP \u306f\u3001\u4eba\u9593\u306e\u8a00\u8a9e\u3068\u5bfe\u8a71\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u958b\u767a\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f AI \u306e\u30b5\u30d6\u30d5\u30a3\u30fc\u30eb\u30c9\u3067\u3059\u3002 |\u8a08\u7b97\u8a00\u8a9e\u5b66\u306f\u3001\u4eba\u9593\u306e\u8a00\u8a9e\u3068\u8a00\u8a9e\u73fe\u8c61\u306e\u8a08\u7b97\u30e2\u30c7\u30eb\u306e\u7814\u7a76\u3067\u3059\u3002 |<br \/>\n| NLP \u306f\u3001\u8a00\u8a9e\u3092\u51e6\u7406\u3057\u3066\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u5b9f\u7528\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002 |\u8a08\u7b97\u8a00\u8a9e\u5b66\u306f\u3001\u7406\u8ad6\u30e2\u30c7\u30eb\u3068\u8a00\u8a9e\u7814\u7a76\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u307e\u3059\u3002 |<br \/>\n| NLP \u306f\u591a\u304f\u306e\u5834\u5408\u3001\u3088\u308a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u6307\u5411\u3067\u5546\u696d\u7684\u306b\u63a8\u9032\u3055\u308c\u3066\u3044\u307e\u3059\u3002 | \u8a08\u7b97\u8a00\u8a9e\u5b66\u306f\u3001\u5b66\u8853\u7684\u306b\u306f\u8a00\u8a9e\u5206\u6790\u3068\u7406\u8ad6\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002 |<\/p>\n<h2>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u306b\u95a2\u9023\u3059\u308b\u5c06\u6765\u306e\u5c55\u671b\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3002<\/h2>\n<p>NLP \u306e\u5c06\u6765\u306b\u306f\u3001\u65b0\u305f\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u7814\u7a76\u306e\u9032\u6b69\u306b\u3088\u3063\u3066\u523a\u6fc0\u7684\u306a\u53ef\u80fd\u6027\u304c\u79d8\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u8003\u3048\u3089\u308c\u308b\u65b9\u5411\u6027\u3068\u3057\u3066\u306f\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u6587\u8108\u7406\u89e3:<\/strong> NLP \u30e2\u30c7\u30eb\u306f\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u3088\u308a\u9069\u5207\u306b\u628a\u63e1\u3057\u3001\u3088\u308a\u6b63\u78ba\u306a\u5fdc\u7b54\u3092\u63d0\u4f9b\u3057\u3001\u3088\u308a\u4eba\u9593\u3089\u3057\u3044\u5bfe\u8a71\u3092\u3082\u305f\u3089\u3059\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u591a\u8a00\u8a9e\u304a\u3088\u3073\u8a00\u8a9e\u3092\u8d8a\u3048\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3:<\/strong> NLP \u306f\u8a00\u8a9e\u306e\u7ffb\u8a33\u3068\u8a00\u8a9e\u9593\u306e\u7406\u89e3\u3092\u6539\u5584\u3057\u7d9a\u3051\u3001\u8a00\u8a9e\u306e\u58c1\u3092\u6253\u3061\u7834\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u5b66\u7fd2:<\/strong> NLP \u30e2\u30c7\u30eb\u306f\u3001\u305d\u306e\u30bf\u30b9\u30af\u306b\u95a2\u3059\u308b\u7279\u5225\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3057\u3067\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u9069\u5fdc\u6027\u304c\u5411\u4e0a\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u502b\u7406\u7684NLP:<\/strong> \u7814\u7a76\u306f\u3001NLP \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u504f\u898b\u3001\u516c\u5e73\u6027\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u61f8\u5ff5\u306b\u5bfe\u51e6\u3057\u3001\u5305\u62ec\u6027\u3068\u8cac\u4efb\u3042\u308b AI \u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u3068\u95a2\u9023\u4ed8\u3051\u308b\u65b9\u6cd5\u3002<\/h2>\n<p>\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u7279\u306b\u8907\u6570\u306e\u5730\u57df\u306b\u95a2\u4fc2\u3059\u308b Web \u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u304a\u3088\u3073\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3059\u308b\u5834\u5408\u306b\u3001NLP \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092 NLP \u306b\u95a2\u9023\u4ed8\u3051\u308b\u65b9\u6cd5\u3092\u3044\u304f\u3064\u304b\u793a\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0:<\/strong> NLP \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u306b\u306a\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u7814\u7a76\u8005\u306f\u30d6\u30ed\u30c3\u30af\u3055\u308c\u306a\u3044\u3088\u3046\u306b IP \u30a2\u30c9\u30ec\u30b9\u3092\u30ed\u30fc\u30c6\u30fc\u30b7\u30e7\u30f3\u3057\u306a\u304c\u3089\u3001\u3055\u307e\u3056\u307e\u306a Web \u30b5\u30a4\u30c8\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u591a\u8a00\u8a9e\u30c7\u30fc\u30bf\u53ce\u96c6:<\/strong> \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001NLP \u30b7\u30b9\u30c6\u30e0\u304c\u3055\u307e\u3056\u307e\u306a\u8a00\u8a9e\u306e Web \u30b5\u30a4\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u591a\u69d8\u3067\u4ee3\u8868\u7684\u306a\u8a00\u8a9e\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u533f\u540d\u6027\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc:<\/strong> \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3084\u500b\u4eba\u8a00\u8a9e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u306b\u91cd\u8981\u306a\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u533f\u540d\u6027\u306e\u8ffd\u52a0\u5c64\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5730\u7406\u7684\u4f4d\u7f6e\u3068\u8a00\u8a9e\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3:<\/strong> \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u7814\u7a76\u8005\u306f\u7279\u5b9a\u306e\u5730\u7406\u7684\u5730\u57df\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u8a00\u8a9e\u306e\u5909\u7570\u3084\u5730\u57df\u306e\u8a00\u8a9e\u30d1\u30bf\u30fc\u30f3\u3092\u7814\u7a76\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001NLP \u5b9f\u8df5\u8005\u306f\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u3001\u591a\u69d8\u306a\u8a00\u8a9e\u306e\u516c\u5e73\u306a\u8868\u73fe\u3092\u78ba\u4fdd\u3057\u3001\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u4e2d\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u5f37\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>\u95a2\u9023\u30ea\u30f3\u30af<\/h2>\n<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u6b21\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<ol>\n<li><a href=\"https:\/\/nlp.stanford.edu\/\" target=\"_new\" rel=\"noopener nofollow\">\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9 NLP \u30b0\u30eb\u30fc\u30d7<\/a><\/li>\n<li><a href=\"https:\/\/ai.google\/research\/teams\/language\" target=\"_new\" rel=\"noopener nofollow\">Google AI\u81ea\u7136\u8a00\u8a9e<\/a><\/li>\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/research-area\/natural-language-processing-nlp\/\" target=\"_new\" rel=\"noopener nofollow\">Microsoft NLP \u30ea\u30b5\u30fc\u30c1<\/a><\/li>\n<li><a href=\"https:\/\/openai.com\/research\/area\/natural-language-processing-nlp\/\" target=\"_new\" rel=\"noopener nofollow\">OpenAI NLP \u7814\u7a76<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468987,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-478104","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Natural Language Processing (NLP)<\/mark>","faq_items":[{"question":"What is Natural Language Processing (NLP)?","answer":"<p>Natural Language Processing (NLP) is a subfield of artificial intelligence (AI) that focuses on enabling computers to understand, interpret, and generate human language. It involves the development of algorithms and models that facilitate seamless communication and interaction between humans and machines.<\/p>"},{"question":"How did NLP originate, and when was it first mentioned?","answer":"<p>The roots of NLP can be traced back to the 1950s when the idea of machine translation was first proposed. Alan Turing, the famous mathematician and cryptographer, discussed the concept of machine intelligence and communication in his 1950 paper \"Computing Machinery and Intelligence.\" The first NLP program, the \"Logic Theorist,\" was developed in 1956 by Allen Newell and Herbert A. Simon, marking a significant milestone in NLP research.<\/p>"},{"question":"What are the key features of Natural Language Processing?","answer":"<p>NLP encompasses various key features, including:<\/p><ul><li>Ambiguity Handling: Resolving word sense ambiguity, synonymy, and polysemy in language.<\/li><li>Context Sensitivity: Understanding the context of text and conversations for accurate interpretation.<\/li><li>Statistical Learning: Leveraging statistical methods and machine learning algorithms in language processing.<\/li><li>Named Entity Recognition (NER): Identifying and categorizing named entities like names, dates, and organizations.<\/li><li>Dependency Parsing: Analyzing the grammatical structure of sentences to understand word relationships.<\/li><li>Deep Learning: Utilizing deep learning techniques, such as RNNs and transformers, to advance NLP capabilities.<\/li><\/ul>"},{"question":"What types of Natural Language Processing (NLP) exist?","answer":"<p>NLP encompasses various tasks and applications, including:<\/p><ul><li>Sentiment Analysis: Determining the sentiment (positive, negative, neutral) of text.<\/li><li>Machine Translation: Automatically translating text from one language to another.<\/li><li>Text Summarization: Generating concise summaries of longer text passages.<\/li><li>Speech Recognition: Converting spoken language into written text.<\/li><li>Language Generation: Creating human-like text based on given prompts.<\/li><\/ul>"},{"question":"How can NLP be used, and what are the associated challenges?","answer":"<p>NLP finds applications in various areas, including virtual assistants, customer support, sentiment analysis in social media, and language translation services. However, it faces challenges like ambiguity, lack of context, data privacy, and bias. Researchers focus on improving language models, context-awareness, and ethical NLP practices to address these challenges.<\/p>"},{"question":"What are the future perspectives and technologies in NLP?","answer":"<p>The future of NLP looks promising with advancements in contextual understanding, multilingual applications, zero-shot learning, and ethical considerations. NLP will continue to play a crucial role in bridging language barriers and enabling more human-like interactions with machines.<\/p>"},{"question":"How are proxy servers associated with Natural Language Processing (NLP)?","answer":"<p>Proxy servers play a vital role in NLP applications, facilitating web scraping, multilingual data collection, anonymity, geolocation, and language variation. They enhance data collection efficiency, privacy, and security during language processing tasks, making them an essential part of NLP research and implementation.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/478104","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/478104\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media\/468987"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media?parent=478104"}],"curies":[{"name":"\u3046\u30fc\u3093","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}