{"id":43486,"date":"2024-10-01T13:29:14","date_gmt":"2024-10-01T13:29:14","guid":{"rendered":"https:\/\/www.carmatec.com\/?p=43486"},"modified":"2025-12-31T09:46:22","modified_gmt":"2025-12-31T09:46:22","slug":"%e8%87%aa%e7%84%b6%e8%a8%80%e8%aa%9e%e5%87%a6%e7%90%86%e3%83%84%e3%83%bc%e3%83%ab%e3%83%bb%e3%83%97%e3%83%a9%e3%83%83%e3%83%88%e3%83%95%e3%82%a9%e3%83%bc%e3%83%a0-%e3%83%88%e3%83%83%e3%83%9710","status":"publish","type":"post","link":"https:\/\/www.carmatec.com\/ja\/blog\/top-10-natural-language-processing-tools-and-platforms\/","title":{"rendered":"\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c4\u30fc\u30eb\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0 \u30c8\u30c3\u30d710"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"43486\" class=\"elementor elementor-43486\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59f574f e-flex e-con-boxed e-con e-parent\" data-id=\"59f574f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c468a9c elementor-widget elementor-widget-text-editor\" data-id=\"c468a9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306f\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306e\u4e2d\u3067\u6025\u901f\u306b\u6210\u9577\u3057\u3066\u3044\u308b\u5206\u91ce\u3067\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3068\u4eba\u9593\u306e\u8a00\u8a9e\u3068\u306e\u76f8\u4e92\u4f5c\u7528\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u308b\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304b\u3089\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u307e\u3067\u3001NLP\u306f\u6a5f\u68b0\u304c\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7406\u89e3\u3001\u89e3\u91c8\u3001\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u6570\u591a\u304f\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u529b\u3092\u4e0e\u3048\u3066\u3044\u308b\u3002\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u9032\u6b69\u306b\u4f34\u3044\u3001\u3055\u307e\u3056\u307e\u306a\u30c4\u30fc\u30eb\u3084\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u767b\u5834\u3057\u3001\u4f01\u696d\u3001\u7814\u7a76\u8005\u3001\u958b\u767a\u8005\u306bNLP\u306e\u53ef\u80fd\u6027\u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002.<\/p><p>\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f <b>\u30c8\u30c3\u30d710 NLP\u30c4\u30fc\u30eb\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/b> \u3053\u308c\u306f\u3001\u4f01\u696d\u304c\u8a00\u8a9e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u30fb\u5206\u6790\u3059\u308b\u65b9\u6cd5\u3092\u5909\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p><h2><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3068\u306f\u4f55\u304b\uff1f<\/strong><\/h2><p><strong><a href=\"https:\/\/www.carmatec.com\/ja\/%e8%87%aa%e7%84%b6%e8%a8%80%e8%aa%9e%e5%87%a6%e7%90%86%e9%96%8b%e7%99%ba%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09<\/a><\/strong> \u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u3067\u3042\u308b\u3002 <a href=\"https:\/\/www.carmatec.com\/ja\/%e4%ba%ba%e5%b7%a5%e7%9f%a5%e8%83%bd%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">\u4eba\u5de5\u77e5\u80fd<\/a> \u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3068\u4eba\u9593\u306e\u8a00\u8a9e\u3068\u306e\u76f8\u4e92\u4f5c\u7528\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u3082\u306e\u3002\u6a5f\u68b0\u304c\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u89e3\u91c8\u3057\u3001\u610f\u5473\u306e\u3042\u308b\u5f62\u3067\u751f\u6210\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002NLP\u306f\u3001\u5927\u91cf\u306e\u81ea\u7136\u8a00\u8a9e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u30fb\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u3001\u8a08\u7b97\u8a00\u8a9e\u5b66\u3068\u6a5f\u68b0\u5b66\u7fd2\u304a\u3088\u3073\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3082\u306e\u3067\u3042\u308b\u3002.<\/p><h4><strong>NLP\u306e\u4e3b\u8981\u30bf\u30b9\u30af\uff1a<\/strong><\/h4><ol><li><strong>\u30c6\u30ad\u30b9\u30c8\u306e\u5206\u985e<\/strong>:\u30c6\u30ad\u30b9\u30c8\u3092\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5206\u985e\u3059\u308b\uff08\u30b9\u30d1\u30e0\u691c\u51fa\u306a\u3069\uff09\u3002.<\/li><li><strong>\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790<\/strong>:\u30c6\u30ad\u30b9\u30c8\u306b\u542b\u307e\u308c\u308b\u611f\u60c5\uff08\u80af\u5b9a\u7684\u3001\u5426\u5b9a\u7684\u3001\u4e2d\u7acb\u7684\u306a\u3069\uff09\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3002.<\/li><li><strong>\u540d\u524d\u4ed8\u304d\u56fa\u6709\u8868\u73fe\u8a8d\u8b58 (NER)<\/strong>:\u540d\u524d\u3001\u5834\u6240\u3001\u7d44\u7e54\u306a\u3069\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u8b58\u5225\u3068\u5206\u985e\u3002.<\/li><li><strong>\u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051<\/strong>:\u6587\u4e2d\u306e\u5404\u5358\u8a9e\u306e\u6587\u6cd5\u7684\u5f79\u5272\uff08\u540d\u8a5e\u3001\u52d5\u8a5e\u306a\u3069\uff09\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u3002.<\/li><li><strong>\u6a5f\u68b0\u7ffb\u8a33<\/strong>:\u3042\u308b\u8a00\u8a9e\u304b\u3089\u5225\u306e\u8a00\u8a9e\u3078\u306e\u30c6\u30ad\u30b9\u30c8\u7ffb\u8a33\uff08Google\u7ffb\u8a33\u306a\u3069\uff09\u3002.<\/li><li><strong>\u97f3\u58f0\u8a8d\u8b58<\/strong>:\u8a71\u3057\u8a00\u8449\u3092\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3059\u308b\uff08\u97f3\u58f0\u30c6\u30ad\u30b9\u30c8\u5316\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306a\u3069\uff09\u3002.<\/li><li><strong>\u30c6\u30ad\u30b9\u30c8\u306e\u8981\u7d04<\/strong>:\u6587\u7ae0\u3092\u7c21\u6f54\u306b\u8981\u7d04\u3059\u308b\u3053\u3068\u3002.<\/li><li><strong>\u8cea\u7591\u5fdc\u7b54<\/strong>:\u81ea\u7136\u8a00\u8a9e\u3067\u6295\u3052\u304b\u3051\u3089\u308c\u305f\u8cea\u554f\u306b\u5bfe\u3059\u308b\u7b54\u3048\u3092\u898b\u3064\u3051\u308b\u3053\u3068\uff08\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306a\u3069\uff09\u3002.<\/li><\/ol><h4><strong>NLP\u306e\u5fdc\u7528\uff1a<\/strong><\/h4><ul><li><strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/strong> (Siri\u3084Alexa\u306a\u3069\uff09\u3002.<\/li><li><strong>\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790<\/strong> \u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0.<\/li><li><strong>\u8a00\u8a9e\u7ffb\u8a33<\/strong> \u591a\u8a00\u8a9e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306b\u3002.<\/li><li><strong>\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0<\/strong> \u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u4fa1\u5024\u3042\u308b\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u305f\u3081\u306b\u3002.<\/li><li><strong>\u97f3\u58f0\u8a8d\u8b58<\/strong> \u97f3\u58f0\u5236\u5fa1\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u7528.<\/li><\/ul><h2><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c4\u30fc\u30eb\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0 \u30c8\u30c3\u30d710<\/strong><\/h2><h4><strong>1.Google Cloud\u81ea\u7136\u8a00\u8a9eAPI<\/strong><\/h4><p><strong>\u6982\u8981<\/strong><br \/>Google Cloud\u306eNatural Language API\u306f\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3001\u69cb\u6587\u5206\u6790\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3067\u304d\u308b\u3001\u4e8b\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3001\u6587\u66f8\u5206\u6790\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002.<\/p><p><strong>\u4e3b\u306a\u7279\u5fb4<\/strong><\/p><ul><li>\u30c6\u30ad\u30b9\u30c8\u306e\u611f\u60c5\u7684\u306a\u30c8\u30fc\u30f3\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3002.<\/li><li>\u4eba\u3001\u5834\u6240\u3001\u7d44\u7e54\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u62bd\u51fa\u3002.<\/li><li>\u30c6\u30ad\u30b9\u30c8\u69cb\u9020\u89e3\u6790\u306e\u305f\u3081\u306e\u5185\u5bb9\u5206\u985e\u3068\u69cb\u6587\u89e3\u6790\u3002.<\/li><\/ul><p><strong>\u306a\u305c\u305d\u308c\u3092\u9078\u3076\u306e\u304b\uff1a<\/strong> Google\u306eCloud NLP\u306f\u62e1\u5f35\u6027\u304c\u3042\u308a\u3001Google Cloud\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u7d71\u5408\u304c\u5bb9\u6613\u3067\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30d3\u30b8\u30cd\u30b9\u306b\u6700\u9069\u3067\u3059\u3002.<\/p><h4><strong>2.IBM Watson \u81ea\u7136\u8a00\u8a9e\u7406\u89e3<\/strong><\/h4><p><strong>\u6982\u8981<\/strong><br \/>IBM Watson\u306f\u4e3b\u8981\u306aAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e1\u3064\u3067\u3001\u305d\u306eNLP\u30c4\u30fc\u30eb\u3067\u3042\u308bWatson Natural Language Understanding (NLU)\u306f\u3001\u4f01\u696d\u304c\u975e\u69cb\u9020\u5316\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u306e\u306b\u5f79\u7acb\u3064\u3002\u7279\u306b\u3001\u53e3\u8abf\u3001\u611f\u60c5\u3001\u8a00\u8a9e\u7ffb\u8a33\u306e\u5206\u6790\u306b\u512a\u308c\u3066\u3044\u308b\u3002.<\/p><p><strong>\u4e3b\u306a\u7279\u5fb4<\/strong><\/p><ul><li>\u559c\u6012\u54c0\u697d\u3092\u691c\u51fa\u3059\u308b\u611f\u60c5\u5206\u6790\u3002.<\/li><li>\u6587\u66f8\u4e2d\u306e\u91cd\u8981\u306a\u8a9e\u53e5\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u62bd\u51fa\u3002.<\/li><li>\u6587\u66f8\u304b\u3089\u306e\u8457\u8005\u3084\u65e5\u4ed8\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u542b\u3080\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u3002.<\/li><\/ul><p><strong>\u306a\u305c\u305d\u308c\u3092\u9078\u3076\u306e\u304b\uff1a<\/strong> \u4f7f\u3044\u3084\u3059\u3044API\u3068\u6d17\u7df4\u3055\u308c\u305f\u5206\u6790\u6a5f\u80fd\u3092\u5099\u3048\u305fWatson NLU\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u3001\u95a2\u4fc2\u6027\u306a\u3069\u3001\u6df1\u3044\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u3092\u6c42\u3081\u308b\u4f01\u696d\u306b\u6700\u9069\u3067\u3059\u3002.<\/p><h4><strong>3.\u30b9\u30d1\u30b7\u30fc<\/strong><\/h4><p><strong>\u6982\u8981<\/strong><br \/>SpaCy\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eNLP\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001\u7279\u306b\u7523\u696d\u7528\u306e\u5f37\u529b\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u958b\u767a\u8005\u306b\u6700\u5148\u7aef\u306e\u30b9\u30d4\u30fc\u30c9\u3001\u7cbe\u5ea6\u3001\u9ad8\u5ea6\u306aNLP\u30bf\u30b9\u30af\u306e\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u958b\u767a\u8005\u306b\u611b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002.<\/p><p><strong>\u4e3b\u306a\u7279\u5fb4<\/strong><\/p><ul><li>\u30c8\u30fc\u30af\u30f3\u5316\u3001\u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051\u3001\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\uff08NER\uff09\u3002.<\/li><li>\u8907\u6570\u306e\u8a00\u8a9e\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3002.<\/li><li>TensorFlow\u3084PyTorch\u306e\u3088\u3046\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306e\u5bb9\u6613\u306a\u7d71\u5408\u3002.<\/li><\/ul><p><strong>\u306a\u305c\u305d\u308c\u3092\u9078\u3076\u306e\u304b\uff1a<\/strong> \u30ab\u30b9\u30bf\u30e0NLP\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3057\u3001\u67d4\u8edf\u6027\u3068\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u5834\u5408\u3001SpaCy\u306f\u305d\u306e\u30b9\u30d4\u30fc\u30c9\u3068\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u70b9\u3067\u6700\u9069\u306a\u9078\u629e\u3067\u3059\u3002.<\/p><h4><strong>4.Microsoft Azure \u30c6\u30ad\u30b9\u30c8\u5206\u6790<\/strong><\/h4><p><strong>\u6982\u8981<\/strong><br \/>Microsoft Azure\u306eText Analytics API\u306f\u3001NLP\u306e\u305f\u3081\u306e\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u3001\u4f01\u696d\u304c\u4e8b\u524d\u306b\u69cb\u7bc9\u3055\u308c\u305f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30c6\u30ad\u30b9\u30c8\u3092\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306aAPI\u3068\u4ed6\u306eAzure\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u7d71\u5408\u3067\u77e5\u3089\u308c\u3066\u3044\u308b\u3002.<\/p><p><strong>\u4e3b\u306a\u7279\u5fb4<\/strong><\/p><ul><li>\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3001\u30ad\u30fc\u30d5\u30ec\u30fc\u30ba\u62bd\u51fa\u3001\u8a00\u8a9e\u691c\u51fa\u3002.<\/li><li>\u4eba\u3001\u5834\u6240\u3001\u30d6\u30e9\u30f3\u30c9\u3092\u8b58\u5225\u3059\u308b\u305f\u3081\u306e\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3002.<\/li><li>\u591a\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u6a5f\u80fd\u3002.<\/li><\/ul><p><strong>\u306a\u305c\u305d\u308c\u3092\u9078\u3076\u306e\u304b\uff1a<\/strong> Azure Text Analytics\u306f\u3001\u3059\u3067\u306b\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3057\u3066\u304a\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u306e\u305f\u3081\u306e\u30b7\u30f3\u30d7\u30eb\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c4\u30fc\u30eb\u3092\u63a2\u3057\u3066\u3044\u308b\u4f01\u696d\u306b\u6700\u9069\u3067\u3059\u3002.<\/p><h4><strong>5.\u30a2\u30de\u30be\u30f3\u306e\u7406\u89e3<\/strong><\/h4><p><strong>\u6982\u8981<\/strong><br \/>Amazon Comprehend\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u7528\u3057\u3066\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u6d1e\u5bdf\u3092\u62bd\u51fa\u3059\u308b\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9NLP\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u81ea\u52d5\u7684\u306b\u30c6\u30ad\u30b9\u30c8\u306e\u8a00\u8a9e\u3092\u8b58\u5225\u3057\u3001\u30ad\u30fc\u30d5\u30ec\u30fc\u30ba\u3092\u62bd\u51fa\u3057\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3092\u691c\u51fa\u3057\u307e\u3059\u3002.<\/p><p><strong>\u4e3b\u306a\u7279\u5fb4<\/strong><\/p><ul><li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u8a00\u8a9e\u691c\u51fa\u3068\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3002.<\/li><li>\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u8b58\u5225\u3059\u308b\u305f\u3081\u306e\u30ab\u30b9\u30bf\u30e0\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3002.<\/li><li>AWS\u3068\u7d71\u5408\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5c0e\u5165\u3068\u62e1\u5f35\u304c\u5bb9\u6613\u3002.<\/li><\/ul><p><strong>\u306a\u305c\u305d\u308c\u3092\u9078\u3076\u306e\u304b\uff1a<\/strong> \u3059\u3067\u306bAWS\u3092\u6d3b\u7528\u3057\u3066\u3044\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u3001Amazon Comprehend\u306f\u30af\u30e9\u30a6\u30c9\u4e0a\u306eNLP\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3001\u62e1\u5f35\u6027\u3001\u4f7f\u3044\u3084\u3059\u3055\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/p><h4><strong>6.\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9NLP<\/strong><\/h4><p><strong>\u6982\u8981<\/strong><br \/>Stanford NLP\u306f\u3001\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305f\u3001\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eNLP\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3067\u3059\u3002\u69d8\u3005\u306a\u8a00\u8a9e\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u3001\u6700\u5148\u7aef\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u57fa\u3065\u3044\u305f\u69d8\u3005\u306aNLP\u30c4\u30fc\u30eb\u3068\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002.<\/p><p><strong>\u4e3b\u306a\u7279\u5fb4<\/strong><\/p><ul><li>\u30c8\u30fc\u30af\u30f3\u5316\u3001\u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051\u3001\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3002.<\/li><li>\u4f9d\u5b58\u95a2\u4fc2\u306e\u89e3\u6790\u3068\u5171\u53c2\u7167\u306e\u89e3\u6c7a\u3002.<\/li><li>\u591a\u8a00\u8a9e\u306b\u5bfe\u5fdc\u3057\u3001\u9ad8\u5ea6\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u53ef\u80fd\u3002.<\/li><\/ul><p><strong>\u306a\u305c\u305d\u308c\u3092\u9078\u3076\u306e\u304b\uff1a<\/strong> Stanford NLP\u306f\u3001\u6df1\u3044\u8a00\u8a9e\u5206\u6790\u306e\u305f\u3081\u306e\u5805\u7262\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5099\u3048\u305f\u5305\u62ec\u7684\u306aNLP\u6a5f\u80fd\u3092\u5fc5\u8981\u3068\u3059\u308b\u5b66\u8853\u7814\u7a76\u3084\u4f01\u696d\u306b\u6700\u9069\u3067\u3059\u3002.<\/p><h4><strong>7.\u30cf\u30b0\u9854\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc<\/strong><\/h4><p><strong>\u6982\u8981<\/strong><br \/>Hugging Face\u306f\u3001BERT\u3001GPT\u3001T5\u306e\u3088\u3046\u306a\u4e8b\u524d\u306b\u8a13\u7df4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u542b\u3080\u3001\u6700\u5148\u7aef\u306eNLP\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea\u3001Transformers\u3067\u6709\u540d\u3067\u3059\u3002\u30cf\u30ae\u30f3\u30b0\u30fb\u30d5\u30a7\u30a4\u30b9\u306f\u307e\u305f\u3001\u4f7f\u3044\u3084\u3059\u3044API\u3068\u958b\u767a\u8005\u5411\u3051\u306e\u5e83\u7bc4\u306a\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3082\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002.<\/p><p><strong>\u4e3b\u306a\u7279\u5fb4<\/strong><\/p><ul><li>\u7ffb\u8a33\u3001\u8cea\u554f\u5fdc\u7b54\u3001\u30c6\u30ad\u30b9\u30c8\u8981\u7d04\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306aNLP\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u4e8b\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3002.<\/li><li>TensorFlow\u304a\u3088\u3073PyTorch\u3068\u306e\u5bb9\u6613\u306a\u7d71\u5408\u3002.<\/li><li>\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u5fae\u8abf\u6574\u3092\u30b5\u30dd\u30fc\u30c8\u3002.<\/li><\/ul><p><strong>\u306a\u305c\u305d\u308c\u3092\u9078\u3076\u306e\u304b\uff1a<\/strong> Hugging Face\u306f\u3001\u5f37\u529b\u306a\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u6c42\u3081\u308b\u958b\u767a\u8005\u3084\u3001\u30ab\u30b9\u30bf\u30e0\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306e\u305f\u3081\u306b\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3059\u308b\u67d4\u8edf\u6027\u3092\u5fc5\u8981\u3068\u3059\u308b\u958b\u767a\u8005\u306b\u6700\u9069\u306a\u9078\u629e\u80a2\u3067\u3059\u3002.<\/p><h4><strong>8.\u30c6\u30ad\u30b9\u30c8\u30ec\u30a4\u30b6\u30fc<\/strong><\/h4><p><strong>\u6982\u8981<\/strong><br \/>TextRazor\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c6\u30ad\u30b9\u30c8\u89e3\u6790\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305fNLP API\u3067\u3042\u308b\u3002\u5927\u898f\u6a21\u306a\u30c6\u30ad\u30b9\u30c8\u6587\u66f8\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3001\u30c8\u30d4\u30c3\u30af\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u307e\u305f\u3001\u9ad8\u7cbe\u5ea6\u3067\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u62bd\u51fa\u3092\u30e6\u30fc\u30b6\u30fc\u306b\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/p><p><strong>\u4e3b\u306a\u7279\u5fb4<\/strong><\/p><ul><li>\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3001\u95a2\u4fc2\u62bd\u51fa\u3001\u4fc2\u308a\u53d7\u3051\u89e3\u6790\u3002.<\/li><li>\u30c8\u30d4\u30c3\u30af\u306e\u5206\u985e\u3068\u30ab\u30b9\u30bf\u30e0\u30bf\u30af\u30bd\u30ce\u30df\u30fc\u306e\u69cb\u7bc9\u3002.<\/li><li>\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3068\u591a\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8\u3002.<\/li><\/ul><p><strong>\u306a\u305c\u305d\u308c\u3092\u9078\u3076\u306e\u304b\uff1a<\/strong> TextRazor\u306f\u3001\u6df1\u3044\u5206\u6790\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u62bd\u51fa\u3001\u30ed\u30d0\u30b9\u30c8\u306a\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3092\u5fc5\u8981\u3068\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002.<\/p><h4><strong>9.\u30e2\u30f3\u30ad\u30fc\u30e9\u30fc\u30f3<\/strong><\/h4><p><strong>\u6982\u8981<\/strong><br \/>MonkeyLearn\u306fAI\u30d9\u30fc\u30b9\u306e\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u30c4\u30fc\u30eb\u3067\u3001\u6df1\u3044\u5c02\u9580\u77e5\u8b58\u3092\u5fc5\u8981\u3068\u305b\u305a\u306bNLP\u306e\u6d3b\u7528\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4f01\u696d\u5411\u3051\u306b\u3001\u30b3\u30fc\u30c9\u4e0d\u8981\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u62bd\u51fa\u3001\u5206\u985e\u306e\u305f\u3081\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/p><p><strong>\u4e3b\u306a\u7279\u5fb4<\/strong><\/p><ul><li>\u30b3\u30fc\u30c9\u4e0d\u8981\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3001\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u3068\u7d71\u5408\u304c\u7c21\u5358\u3002.<\/li><li>\u611f\u60c5\u5206\u6790\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u62bd\u51fa\u3002.<\/li><li>\u7279\u5b9a\u306e\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u57fa\u3065\u3044\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u30e2\u30c7\u30eb\u3002.<\/li><\/ul><p><strong>\u306a\u305c\u305d\u308c\u3092\u9078\u3076\u306e\u304b\uff1a<\/strong> MonkeyLearn\u306f\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u5fc5\u8981\u3068\u305b\u305a\u306bNLP\u6a5f\u80fd\u3092\u7d71\u5408\u3057\u305f\u3044\u3001\u6280\u8853\u7684\u80cc\u666f\u3092\u6301\u305f\u306a\u3044\u4f01\u696d\u3084\u30c1\u30fc\u30e0\u306b\u6700\u9069\u3067\u3059\u3002.<\/p><h4><strong>10.\u30b8\u30a7\u30f3\u30b7\u30e0<\/strong><\/h4><p><strong>\u6982\u8981<\/strong><br \/>Gensim\u306f\u3001\u4e3b\u306b\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u6587\u66f8\u306e\u985e\u4f3c\u6027\u5206\u6790\u306b\u7279\u5316\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c6\u30ad\u30b9\u30c8\u3092\u51e6\u7406\u3057\u3001\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u3063\u3066\u6d1e\u5bdf\u306b\u5909\u63db\u3059\u308b\u305f\u3081\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002.<\/p><p><strong>\u4e3b\u306a\u7279\u9577<\/strong>:<\/p><ul><li>LDA\uff08Latent Dirichlet Allocation\uff1a\u6f5c\u5728\u30c7\u30a3\u30ea\u30af\u30ec\u5272\u308a\u5f53\u3066\uff09\u306a\u3069\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u7528\u3044\u305f\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\u3002.<\/li><li>\u6587\u66f8\u985e\u4f3c\u5ea6\u6bd4\u8f03\u3068\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u3002.<\/li><li>\u5927\u898f\u6a21\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30e1\u30e2\u30ea\u52b9\u7387\u7684\u51e6\u7406\u3002.<\/li><\/ul><p><strong>\u9078\u3076\u7406\u7531<\/strong>:Gensim\u306f\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3051\u308b\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u6587\u66f8\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u7814\u7a76\u8005\u3084\u30c7\u30fc\u30bf\u79d1\u5b66\u8005\u306b\u3068\u3063\u3066\u7d20\u6674\u3089\u3057\u3044\u30c4\u30fc\u30eb\u3067\u3059\u3002.<\/p><h2><strong>\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3051\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u7528\u9014<\/strong><\/h2><p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5834\u9762\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3002 <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%e3%82%b3%e3%83%b3%e3%82%b5%e3%83%ab%e3%83%86%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%bb%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">\u30c7\u30fc\u30bf\u5206\u6790<\/a> \u975e\u69cb\u9020\u5316\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3051\u308bNLP\u306e\u4e3b\u306a\u7528\u9014\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u3088\u3046\uff1a<\/p><h4><strong>1.\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790<\/strong><\/h4><ul><li><strong>\u7533\u3057\u8fbc\u307f<\/strong>:\u4f01\u696d\u306fNLP\u3092\u5229\u7528\u3057\u3066\u3001\u9867\u5ba2\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3078\u306e\u6295\u7a3f\u3001\u30ec\u30d3\u30e5\u30fc\u306a\u3069\u3092\u5206\u6790\u3057\u3001\u81ea\u793e\u306e\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306b\u5bfe\u3059\u308b\u4eba\u3005\u306e\u611f\u60c5\u3092\u6e2c\u5b9a\u3059\u308b\u3002.<\/li><li><strong>\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8<\/strong>:\u3053\u308c\u306f\u3001\u9867\u5ba2\u306e\u610f\u898b\u3084\u55dc\u597d\u3092\u7406\u89e3\u3057\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u3084\u88fd\u54c1\u306e\u6539\u5584\u3001\u30d6\u30e9\u30f3\u30c9\u306e\u8a55\u5224\u7ba1\u7406\u3092\u5c0e\u304f\u306e\u306b\u5f79\u7acb\u3064\u3002.<\/li><\/ul><h4><strong>2.\u30c6\u30ad\u30b9\u30c8\u306e\u5206\u985e<\/strong><\/h4><ul><li><strong>\u7533\u3057\u8fbc\u307f<\/strong>:\u4f8b\u3048\u3070\u3001\u96fb\u5b50\u30e1\u30fc\u30eb\u306e\u30b9\u30d1\u30e0\u691c\u51fa\u3084\u3001\u7dca\u6025\u5ea6\u3084\u30c8\u30d4\u30c3\u30af\u306b\u57fa\u3065\u304f\u30b5\u30dd\u30fc\u30c8\u30c1\u30b1\u30c3\u30c8\u306e\u5206\u985e\u306a\u3069\u3067\u3059\u3002.<\/li><li><strong>\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8<\/strong>:\u5206\u985e\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u6642\u9593\u3092\u7bc0\u7d04\u3057\u3001\u52b9\u7387\u3092\u9ad8\u3081\u3001\u30c7\u30fc\u30bf\u5206\u985e\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002.<\/li><\/ul><h4><strong>3.\u540d\u524d\u4ed8\u304d\u56fa\u6709\u8868\u73fe\u8a8d\u8b58 (NER)<\/strong><\/h4><ul><li><strong>\u7533\u3057\u8fbc\u307f<\/strong>:NER\u306f\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u4e2d\u306e\u30ad\u30fc\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u540d\u524d\u3001\u7d44\u7e54\u3001\u5834\u6240\u306a\u3069\uff09\u3092\u8b58\u5225\u30fb\u5206\u985e\u3057\u3001\u91d1\u878d\u3001\u533b\u7642\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u69d8\u3005\u306a\u5206\u91ce\u306e\u30c7\u30fc\u30bf\u62bd\u51fa\u306b\u6b20\u304b\u305b\u306a\u3044\u3002.<\/li><li><strong>\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8<\/strong>:\u91cd\u8981\u306a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u30d4\u30f3\u30dd\u30a4\u30f3\u30c8\u3067\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u53ce\u96c6\u30d7\u30ed\u30bb\u30b9\u3092\u5408\u7406\u5316\u3057\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304a\u3088\u3073\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304b\u3089\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/li><\/ul><h4><strong>4.\u9867\u5ba2\u30a4\u30f3\u30b5\u30a4\u30c8\u3068\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/strong><\/h4><ul><li><strong>\u7533\u3057\u8fbc\u307f<\/strong>:NLP\u306f\u3001\u9867\u5ba2\u3068\u306e\u3084\u308a\u53d6\u308a\u3084\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u5206\u6790\u3057\u3001\u884c\u52d5\u3001\u55dc\u597d\u3001\u30cb\u30fc\u30ba\u306b\u57fa\u3065\u3044\u3066\u9867\u5ba2\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002.<\/li><li><strong>\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8<\/strong>:\u3053\u308c\u306b\u3088\u308a\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u3092\u7d5e\u3063\u305f\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6d3b\u52d5\u3068\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u9867\u5ba2\u4f53\u9a13\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3068\u6e80\u8db3\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u3002.<\/li><\/ul><h4><strong>5.\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0<\/strong><\/h4><ul><li><strong>\u7533\u3057\u8fbc\u307f<\/strong>:LDA\uff08Latent Dirichlet Allocation\uff1a\u6f5c\u5728\u7684\u30c7\u30a3\u30ea\u30af\u30ec\u5272\u308a\u5f53\u3066\uff09\u306e\u3088\u3046\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u306f\u3001\u6587\u66f8\u3084\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u5185\u306e\u6839\u672c\u7684\u306a\u30c8\u30d4\u30c3\u30af\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/li><li><strong>\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8<\/strong>:\u7d44\u7e54\u306f\u3001\u5927\u898f\u6a21\u306a\u30c6\u30ad\u30b9\u30c8\u30b3\u30fc\u30d1\u30b9\u304b\u3089\u30c8\u30ec\u30f3\u30c9\u3084\u6d1e\u5bdf\u3092\u767a\u898b\u3057\u3001\u6226\u7565\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u958b\u767a\u306b\u5f79\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/li><\/ul><h4><strong>6.\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/strong><\/h4><ul><li><strong>\u7533\u3057\u8fbc\u307f<\/strong>:NLP\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u3067\u30e6\u30fc\u30b6\u30fc\u3068\u5bfe\u8a71\u3057\u3001\u554f\u3044\u5408\u308f\u305b\u306b\u7b54\u3048\u305f\u308a\u3001\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u305f\u308a\u3001\u30bf\u30b9\u30af\u3092\u30a2\u30b7\u30b9\u30c8\u3057\u305f\u308a\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306b\u529b\u3092\u4e0e\u3048\u308b\u3002.<\/li><li><strong>\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8<\/strong>:\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u52b9\u7387\u3092\u9ad8\u3081\u3001\u5fdc\u7b54\u6642\u9593\u3092\u77ed\u7e2e\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u6e80\u8db3\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002.<\/li><\/ul><h4><strong>7.\u691c\u7d22\u3068\u60c5\u5831\u691c\u7d22<\/strong><\/h4><ul><li><strong>\u7533\u3057\u8fbc\u307f<\/strong>:NLP\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u81ea\u7136\u8a00\u8a9e\u306b\u3088\u308b\u30af\u30a8\u30ea\u3067\u691c\u7d22\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3084\u60c5\u5831\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u5f37\u5316\u3059\u308b\u3002.<\/li><li><strong>\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8<\/strong>:\u691c\u7d22\u6a5f\u80fd\u306e\u5411\u4e0a\u306f\u3001\u7279\u306b\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u591a\u3044\u74b0\u5883\u306b\u304a\u3044\u3066\u3001\u3088\u308a\u95a2\u9023\u6027\u306e\u9ad8\u3044\u691c\u7d22\u7d50\u679c\u3068\u3001\u3088\u308a\u512a\u308c\u305f\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306b\u3064\u306a\u304c\u308b\u3002.<\/li><\/ul><h4><strong>8.\u30c6\u30ad\u30b9\u30c8\u306e\u8981\u7d04<\/strong><\/h4><ul><li><strong>\u7533\u3057\u8fbc\u307f<\/strong>:\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u306f\u3001\u9577\u3044\u6587\u66f8\u3001\u8a18\u4e8b\u3001\u30ec\u30dd\u30fc\u30c8\u306e\u8981\u7d04\u3092\u81ea\u52d5\u7684\u306b\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/li><li><strong>\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8<\/strong>:\u9577\u3044\u6587\u7ae0\u3092\u8aad\u3080\u3053\u3068\u306a\u304f\u3001\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3092\u7d20\u65e9\u304f\u628a\u63e1\u3067\u304d\u308b\u305f\u3081\u3001\u6642\u9593\u306e\u7bc0\u7d04\u3068\u60c5\u5831\u6d88\u8cbb\u306e\u5411\u4e0a\u306b\u3064\u306a\u304c\u308b\u3002.<\/li><\/ul><h4><strong>9.\u4e0d\u6b63\u691c\u77e5\u3068\u30ea\u30b9\u30af\u7ba1\u7406<\/strong><\/h4><ul><li><strong>\u7533\u3057\u8fbc\u307f<\/strong>:\u91d1\u878d\u6a5f\u95a2\u306fNLP\u3092\u4f7f\u7528\u3057\u3066\u3001\u53d6\u5f15\u5185\u5bb9\u3001\u9867\u5ba2\u3068\u306e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u304a\u3088\u3073\u30ec\u30dd\u30fc\u30c8\u3092\u5206\u6790\u3057\u3001\u7570\u5e38\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u6f5c\u5728\u7684\u306a\u4e0d\u6b63\u884c\u70ba\u3092\u691c\u51fa\u3057\u307e\u3059\u3002.<\/li><li><strong>\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8<\/strong>:\u691c\u77e5\u6a5f\u80fd\u306e\u5f37\u5316\u306b\u3088\u308a\u3001\u8ca1\u52d9\u30ea\u30b9\u30af\u3092\u4f4e\u6e1b\u3057\u3001\u898f\u5236\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u6539\u5584\u3002.<\/li><\/ul><h4><strong>10.\u97f3\u58f0\u5206\u6790<\/strong><\/h4><ul><li><strong>\u7533\u3057\u8fbc\u307f<\/strong>:NLP\u306f\u3001\u97f3\u58f0\u5bfe\u8a71\u306e\u5206\u6790\u3001\u8a71\u3057\u8a00\u8449\u306e\u30c6\u30ad\u30b9\u30c8\u3078\u306e\u5909\u63db\u3001\u30b3\u30fc\u30eb\u30bb\u30f3\u30bf\u30fc\u306e\u30c7\u30fc\u30bf\u304b\u3089\u306e\u6d1e\u5bdf\u306e\u62bd\u51fa\u306b\u9069\u7528\u3055\u308c\u307e\u3059\u3002.<\/li><li><strong>\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8<\/strong>:\u7d44\u7e54\u306f\u3001\u9867\u5ba2\u3068\u306e\u3084\u308a\u3068\u308a\u3092\u30e2\u30cb\u30bf\u30fc\u3057\u3001\u30b5\u30fc\u30d3\u30b9\u54c1\u8cea\u3092\u8a55\u4fa1\u3057\u3001\u30d7\u30ed\u30bb\u30b9\u6539\u5584\u306e\u305f\u3081\u306e\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u3092\u5c0e\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/li><\/ul><h2><strong>\u7d50\u8ad6<\/strong><\/h2><p>NLP\u306f\u3001\u696d\u754c\u3092\u6a2a\u65ad\u3059\u308bAI\u4e3b\u5c0e\u306e\u5909\u9769\u306e\u6b21\u306e\u6ce2\u306e\u4e2d\u5fc3\u306b\u3042\u308b\u3002\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u81ea\u52d5\u5316\u304b\u3089\u81a8\u5927\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u306e\u6d1e\u5bdf\u306e\u62bd\u51fa\u307e\u3067\u3001\u4e0a\u8a18\u306e\u30c4\u30fc\u30eb\u3084\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u8a00\u8a9e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u304a\u63a2\u3057\u3067\u3059\u304b\uff1f <strong>Google Cloud NLP<\/strong> \u305d\u3057\u3066 <strong>Azure \u30c6\u30ad\u30b9\u30c8\u5206\u6790<\/strong> \u306e\u3088\u3046\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u3082\u3042\u308b\u3002 <strong>\u30b9\u30d1\u30b7\u30fc<\/strong> \u305d\u3057\u3066 <strong>\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9NLP<\/strong>, \u3042\u306a\u305f\u306e\u30d3\u30b8\u30cd\u30b9\u30fb\u30cb\u30fc\u30ba\u306b\u5408\u3063\u305fNLP\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002.<\/p><p>\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306b\u306f\u305d\u308c\u305e\u308c\u9577\u6240\u304c\u3042\u308a\u3001NLP\u306e\u3055\u307e\u3056\u307e\u306a\u5074\u9762\u306b\u5f79\u7acb\u3064\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3082\u3063\u3068\u77e5\u308a\u305f\u3044\u65b9\u306f <a href=\"https:\/\/www.carmatec.com\/ja\/\">\u30ab\u30fc\u30de\u30c6\u30c3\u30af<\/a>.<\/p><h2><strong>\u3088\u304f\u3042\u308b\u8cea\u554f<\/strong><\/h2><p><strong>1.\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c4\u30fc\u30eb\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/p><p>\u6700\u3082\u4eba\u6c17\u306e\u3042\u308bNLP\u30c4\u30fc\u30eb\u3084\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u306f\u3001Google Cloud Natural Language API\u3001IBM Watson Natural Language Understanding\u3001SpaCy\u3001Microsoft Azure Text Analytics\u3001Amazon Comprehend\u306a\u3069\u304c\u3042\u308b\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3001\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3001\u8a00\u8a9e\u7ffb\u8a33\u306a\u3069\u69d8\u3005\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002.<\/p><p><strong>2.\u81ea\u5206\u306e\u30cb\u30fc\u30ba\u306b\u5408\u3063\u305fNLP\u30c4\u30fc\u30eb\u3092\u9078\u3076\u306b\u306f\uff1f<\/strong><\/p><p>\u9069\u5207\u306aNLP\u30c4\u30fc\u30eb\u306e\u9078\u629e\u306f\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\uff08\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306a\u3069\uff09\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408\u306e\u3057\u3084\u3059\u3055\u3001\u62e1\u5f35\u6027\u3001\u5229\u7528\u53ef\u80fd\u306a\u6a5f\u80fd\u3001\u4e88\u7b97\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u8981\u56e0\u306b\u3088\u3063\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002\u30c4\u30fc\u30eb\u306e\u6a5f\u80fd\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u30b5\u30dd\u30fc\u30c8\u306b\u57fa\u3065\u3044\u3066\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002.<\/p><p><strong>3.\u8907\u6570\u306eNLP\u30c4\u30fc\u30eb\u3092\u4e00\u7dd2\u306b\u4f7f\u3046\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u304b\uff1f<\/strong><\/p><p>\u306f\u3044\u3001\u8907\u6570\u306eNLP\u30c4\u30fc\u30eb\u3092\u4f75\u7528\u3057\u3066\u3001\u305d\u308c\u305e\u308c\u306e\u72ec\u81ea\u306e\u5f37\u307f\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u524d\u51e6\u7406\u3068\u30c8\u30fc\u30af\u30f3\u5316\u306bSpaCy\u3092\u4f7f\u7528\u3057\u3001IBM Watson\u3092\u4f7f\u7528\u3057\u3066\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u30c4\u30fc\u30eb\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001NLP\u6a5f\u80fd\u3092\u5f37\u5316\u3057\u3001\u3088\u308a\u5305\u62ec\u7684\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p><p><strong>4.\u3053\u308c\u3089\u306eNLP\u30c4\u30fc\u30eb\u306f\u975e\u6280\u8853\u7cfb\u30e6\u30fc\u30b6\u30fc\u306b\u9069\u3057\u3066\u3044\u308b\u304b\uff1f<\/strong><\/p><p>MonkeyLearn\u306e\u3088\u3046\u306a\u3044\u304f\u3064\u304b\u306eNLP\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3068\u30ce\u30fc\u30b3\u30fc\u30c9\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u6280\u8853\u7684\u306a\u77e5\u8b58\u304c\u306a\u3044\u30e6\u30fc\u30b6\u30fc\u306b\u3082\u9069\u3057\u3066\u3044\u308b\u3002\u3057\u304b\u3057\u3001SpaCy\u3084Stanford NLP\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u30c4\u30fc\u30eb\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u77e5\u8b58\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u6982\u5ff5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002.<\/p><p><strong>5.NLP\u30c4\u30fc\u30eb\u3084\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u4f7f\u7528\u306b\u95a2\u9023\u3059\u308b\u30b3\u30b9\u30c8\u306f\uff1f<\/strong><\/p><p>\u8cbb\u7528\u306f\u30c4\u30fc\u30eb\u3084\u305d\u306e\u4fa1\u683c\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308b\u3002Google Cloud Natural Language API\u3084Microsoft Azure Text Analytics\u306e\u3088\u3046\u306b\u3001\u4f7f\u7528\u91cf\u306b\u5fdc\u3058\u3066\u8ab2\u91d1\u3055\u308c\u308b\u30c4\u30fc\u30eb\u3082\u3042\u308c\u3070\u3001\u6708\u984d\u56fa\u5b9a\u6599\u91d1\u306e\u30c4\u30fc\u30eb\u3082\u3042\u308a\u307e\u3059\u3002SpaCy\u3084Gensim\u306e\u3088\u3046\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u306f\u7121\u6599\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059\u304c\u3001\u30a4\u30f3\u30d5\u30e9\u3084\u30c7\u30d7\u30ed\u30a4\u306b\u95a2\u9023\u3059\u308b\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4e88\u60f3\u3055\u308c\u308b\u4f7f\u7528\u91cf\u306b\u57fa\u3065\u3044\u3066\u3001\u5404\u30c4\u30fc\u30eb\u306e\u6599\u91d1\u4f53\u7cfb\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Natural Language Processing (NLP) is a rapidly growing field within artificial intelligence (AI) that focuses on the interaction between computers and human languages. From chatbots to sentiment analysis, NLP powers numerous applications that allow machines to understand, interpret, and generate human language. With advancements in technology, a variety of tools and platforms have emerged, offering [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":43504,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-43486","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts\/43486","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/comments?post=43486"}],"version-history":[{"count":0,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts\/43486\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/media\/43504"}],"wp:attachment":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/media?parent=43486"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/categories?post=43486"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/tags?post=43486"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}