{"id":479093,"date":"2023-08-09T10:01:33","date_gmt":"2023-08-09T10:01:33","guid":{"rendered":""},"modified":"2023-09-05T11:18:11","modified_gmt":"2023-09-05T11:18:11","slug":"spacy","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/jp\/wiki\/spacy\/","title":{"rendered":"\u30b9\u30d1\u30b7\u30fc"},"content":{"rendered":"<p>spaCy \u306f\u3001\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u30bf\u30b9\u30af\u306b\u52b9\u7387\u7684\u3067\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP) \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002NLP \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051\u306e\u5408\u7406\u5316\u3055\u308c\u305f\u672c\u756a\u74b0\u5883\u5bfe\u5fdc\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u4f5c\u6210\u3055\u308c\u3001\u958b\u767a\u8005\u3084\u7814\u7a76\u8005\u304c\u5805\u7262\u306a\u8a00\u8a9e\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002spaCy \u306f\u3001\u305d\u306e\u901f\u5ea6\u3001\u7cbe\u5ea6\u3001\u4f7f\u3044\u3084\u3059\u3055\u3067\u5e83\u304f\u8a8d\u8b58\u3055\u308c\u3066\u304a\u308a\u3001\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3001\u60c5\u5831\u62bd\u51fa\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3067\u4eba\u6c17\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2>spaCy\u306e\u8d77\u6e90\u3068\u305d\u306e\u6700\u521d\u306e\u8a00\u53ca\u306e\u6b74\u53f2<\/h2>\n<p>spaCy \u306f\u30012015 \u5e74\u306b\u30aa\u30fc\u30b9\u30c8\u30e9\u30ea\u30a2\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u8005\u3067\u3042\u308b Matthew Honnibal \u6c0f\u306b\u3088\u3063\u3066\u6700\u521d\u306b\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002Honnibal \u6c0f\u306e\u76ee\u6a19\u306f\u3001\u901f\u5ea6\u3084\u7cbe\u5ea6\u3092\u72a0\u7272\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u5927\u898f\u6a21\u306a\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u30bf\u30b9\u30af\u3092\u52b9\u679c\u7684\u306b\u51e6\u7406\u3067\u304d\u308b NLP \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u3057\u305f\u3002spaCy \u304c\u521d\u3081\u3066\u8a00\u53ca\u3055\u308c\u305f\u306e\u306f\u3001Honnibal \u6c0f\u306e\u30d6\u30ed\u30b0\u6295\u7a3f\u3067\u3001\u305d\u3053\u3067\u5f7c\u306f\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3001\u52b9\u7387\u7684\u306a\u30c8\u30fc\u30af\u30f3\u5316\u3001\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30de\u30c3\u30c1\u30f3\u30b0\u3001\u8907\u6570\u8a00\u8a9e\u306e\u30b5\u30dd\u30fc\u30c8\u306a\u3069\u306e\u72ec\u81ea\u306e\u6a5f\u80fd\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n<h2>spaCy\u306e\u8a73\u7d30\u60c5\u5831<\/h2>\n<p>spaCy \u306f Python \u3068 Cython \u3092\u4f7f\u7528\u3057\u3066\u69cb\u7bc9\u3055\u308c\u3066\u304a\u308a\u3001\u512a\u308c\u305f\u51e6\u7406\u901f\u5ea6\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002spaCy \u306e\u4e3b\u306a\u5dee\u5225\u5316\u8981\u56e0\u306e 1 \u3064\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u51e6\u7406\u3057\u3066\u8a00\u8a9e\u6ce8\u91c8\u3092\u63d0\u4f9b\u3067\u304d\u308b\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u7d71\u8a08\u30e2\u30c7\u30eb\u306e\u63d0\u4f9b\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u958b\u767a\u8005\u304c NLP \u6a5f\u80fd\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3059\u3070\u3084\u304f\u7d71\u5408\u3067\u304d\u308b\u3001\u6700\u65b0\u306e\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a API \u3092\u4f7f\u7528\u3057\u3066\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>spaCy \u306e\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30c8\u30fc\u30af\u30f3\u5316<\/strong>spaCy \u306f\u9ad8\u5ea6\u306a\u30c8\u30fc\u30af\u30f3\u5316\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u30c8\u30fc\u30af\u30f3\u3068\u547c\u3070\u308c\u308b\u500b\u3005\u306e\u5358\u8a9e\u307e\u305f\u306f\u30b5\u30d6\u30ef\u30fc\u30c9\u5358\u4f4d\u306b\u5206\u5272\u3057\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051\u3001\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u3001\u4f9d\u5b58\u95a2\u4fc2\u89e3\u6790\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a NLP \u30bf\u30b9\u30af\u306b\u3068\u3063\u3066\u91cd\u8981\u3067\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051 (POS)<\/strong>: POS \u30bf\u30b0\u4ed8\u3051\u3067\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u5404\u30c8\u30fc\u30af\u30f3\u306b\u6587\u6cd5\u30e9\u30d9\u30eb (\u540d\u8a5e\u3001\u52d5\u8a5e\u3001\u5f62\u5bb9\u8a5e\u306a\u3069) \u3092\u5272\u308a\u5f53\u3066\u307e\u3059\u3002spaCy \u306e POS \u30bf\u30b0\u4ed8\u3051\u6a5f\u80fd\u306f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u304a\u308a\u3001\u975e\u5e38\u306b\u6b63\u78ba\u3067\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58 (NER)<\/strong>NER \u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u4eba\u540d\u3001\u7d44\u7e54\u540d\u3001\u5834\u6240\u3001\u65e5\u4ed8\u306a\u3069\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u8b58\u5225\u3057\u3066\u5206\u985e\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002spaCy \u306e NER \u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u6700\u5148\u7aef\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u4f9d\u5b58\u95a2\u4fc2\u306e\u89e3\u6790<\/strong>: \u4f9d\u5b58\u95a2\u4fc2\u89e3\u6790\u3067\u306f\u3001\u6587\u306e\u6587\u6cd5\u69cb\u9020\u3092\u5206\u6790\u3057\u3001\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u3092\u78ba\u7acb\u3057\u307e\u3059\u3002spaCy \u306e\u30d1\u30fc\u30b5\u30fc\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30d9\u30fc\u30b9\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u4f9d\u5b58\u95a2\u4fc2\u30c4\u30ea\u30fc\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c6\u30ad\u30b9\u30c8\u5206\u985e<\/strong>spaCy \u306f\u3001\u611f\u60c5\u5206\u6790\u3084\u30c8\u30d4\u30c3\u30af\u306e\u5206\u985e\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3067\u304d\u308b\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>spaCy\u306e\u5185\u90e8\u69cb\u9020\u3068\u305d\u306e\u4ed5\u7d44\u307f<\/h2>\n<p>spaCy \u306f\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u3068\u62e1\u5f35\u6027\u306e\u539f\u5247\u306b\u57fa\u3065\u3044\u3066\u69cb\u7bc9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u7d44\u307f\u5408\u308f\u305b\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f NLP \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4f5c\u6210\u3067\u304d\u308b\u3001\u5c0f\u3055\u306a\u72ec\u7acb\u3057\u305f\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u7de8\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u3092\u51e6\u7406\u3059\u308b\u5834\u5408\u3001spaCy \u306f\u4e00\u9023\u306e\u624b\u9806\u306b\u5f93\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30c6\u30ad\u30b9\u30c8\u524d\u51e6\u7406<\/strong>: \u5165\u529b\u30c6\u30ad\u30b9\u30c8\u306f\u307e\u305a\u524d\u51e6\u7406\u3055\u308c\u3001\u30ce\u30a4\u30ba\u3084\u7121\u95a2\u4fc2\u306a\u60c5\u5831\u304c\u524a\u9664\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c8\u30fc\u30af\u30f3\u5316<\/strong>: \u30c6\u30ad\u30b9\u30c8\u306f\u500b\u3005\u306e\u5358\u8a9e\u307e\u305f\u306f\u30b5\u30d6\u30ef\u30fc\u30c9\u5358\u4f4d\u306b\u30c8\u30fc\u30af\u30f3\u5316\u3055\u308c\u308b\u305f\u3081\u3001\u5206\u6790\u3068\u51e6\u7406\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8a00\u8a9e\u6ce8\u91c8<\/strong>spaCy \u306f\u3001\u4e8b\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u7d71\u8a08\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051\u3084 NER \u306a\u3069\u306e\u8a00\u8a9e\u6ce8\u91c8\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u4f9d\u5b58\u95a2\u4fc2\u306e\u89e3\u6790<\/strong>\u30d1\u30fc\u30b5\u30fc\u306f\u6587\u306e\u69cb\u6587\u69cb\u9020\u3092\u5206\u6790\u3057\u3001\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u3092\u78ba\u7acb\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30de\u30c3\u30c1\u30f3\u30b0<\/strong>: \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u7279\u5b9a\u306e\u30d1\u30bf\u30fc\u30f3\u307e\u305f\u306f\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u8b58\u5225\u3059\u308b\u305f\u3081\u306e\u30ab\u30b9\u30bf\u30e0 \u30eb\u30fc\u30eb\u3092\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c6\u30ad\u30b9\u30c8\u5206\u985e\uff08\u30aa\u30d7\u30b7\u30e7\u30f3\uff09<\/strong>\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u5b9a\u7fa9\u6e08\u307f\u306e\u30af\u30e9\u30b9\u306b\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>spaCy\u306e\u4e3b\u306a\u7279\u5fb4\u306e\u5206\u6790<\/h2>\n<p>spaCy \u304c\u4eba\u6c17\u306a\u306e\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3055\u307e\u3056\u307e\u306a\u4e3b\u8981\u6a5f\u80fd\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30b9\u30d4\u30fc\u30c9<\/strong>spaCy \u306f\u4ed6\u306e\u591a\u304f\u306e NLP \u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u6bd4\u8f03\u3057\u3066\u8457\u3057\u304f\u9ad8\u901f\u3067\u3042\u308b\u305f\u3081\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u307e\u305f\u306f\u5927\u898f\u6a21\u306b\u51e6\u7406\u3059\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u4f7f\u3044\u3084\u3059\u3055<\/strong>: spaCy \u306f\u30b7\u30f3\u30d7\u30eb\u3067\u76f4\u611f\u7684\u306a API \u3092\u63d0\u4f9b\u3057\u3001\u958b\u767a\u8005\u306f\u6700\u5c0f\u9650\u306e\u30b3\u30fc\u30c9\u3067 NLP \u6a5f\u80fd\u3092\u8fc5\u901f\u306b\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u591a\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8<\/strong>spaCy \u306f\u591a\u6570\u306e\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u305d\u306e\u3046\u3061\u306e\u3044\u304f\u3064\u304b\u306b\u5bfe\u3057\u3066\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u591a\u69d8\u306a\u30e6\u30fc\u30b6\u30fc\u30d9\u30fc\u30b9\u304c\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6700\u5148\u7aef\u306e\u30e2\u30c7\u30eb<\/strong>: \u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001POS \u30bf\u30b0\u4ed8\u3051\u3001NER\u3001\u305d\u306e\u4ed6\u306e\u30bf\u30b9\u30af\u3067\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3059\u308b\u9ad8\u5ea6\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027<\/strong>: spaCy \u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u8a2d\u8a08\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u7279\u5b9a\u306e NLP \u8981\u4ef6\u306b\u5408\u308f\u305b\u3066\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304a\u3088\u3073\u62e1\u5f35\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3<\/strong>: spaCy \u306f\u3001\u305d\u306e\u6210\u9577\u3068\u767a\u5c55\u306b\u8ca2\u732e\u3059\u308b\u958b\u767a\u8005\u3001\u7814\u7a76\u8005\u3001\u611b\u597d\u5bb6\u304b\u3089\u306a\u308b\u6d3b\u6c17\u3042\u308b\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3092\u8a87\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>spaCy\u306e\u7a2e\u985e\u3068\u4ed5\u69d8<\/h2>\n<p>spaCy \u306f\u3055\u307e\u3056\u307e\u306a\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u304c\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3001\u3055\u307e\u3056\u307e\u306a NLP \u30bf\u30b9\u30af\u5411\u3051\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002spaCy \u30e2\u30c7\u30eb\u306b\u306f\u4e3b\u306b\u6b21\u306e 2 \u3064\u306e\u30bf\u30a4\u30d7\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u5c0f\u578b\u30e2\u30c7\u30eb<\/strong>\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u8efd\u91cf\u304b\u3064\u9ad8\u901f\u3067\u3042\u308b\u305f\u3081\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3001\u7cbe\u5ea6\u304c\u591a\u5c11\u72a0\u7272\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5927\u578b\u30e2\u30c7\u30eb<\/strong>: \u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306f\u3001\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001\u3088\u308a\u591a\u304f\u306e\u8a08\u7b97\u80fd\u529b\u3068\u30e1\u30e2\u30ea\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u7cbe\u5ea6\u304c\u6975\u3081\u3066\u91cd\u8981\u306a\u30bf\u30b9\u30af\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u4ee5\u4e0b\u306f spaCy \u30e2\u30c7\u30eb\u306e\u4f8b\u3067\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u30e2\u30c7\u30eb\u540d<\/th>\n<th>\u30b5\u30a4\u30ba<\/th>\n<th>\u8aac\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u30b3\u30a2\u30a6\u30a7\u30d6<\/td>\n<td>\u5c0f\u3055\u3044<\/td>\n<td>POS \u30bf\u30b0\u4ed8\u3051\u3068 NER \u6a5f\u80fd\u3092\u5099\u3048\u305f\u5c0f\u3055\u306a\u82f1\u8a9e\u30e2\u30c7\u30eb<\/td>\n<\/tr>\n<tr>\n<td>\u30b3\u30a2\u30a6\u30a7\u30d6<\/td>\n<td>\u4e2d\u304f\u3089\u3044<\/td>\n<td>\u3088\u308a\u6b63\u78ba\u306a\u8a00\u8a9e\u7684\u7279\u5fb4\u3092\u5099\u3048\u305f\u4e2d\u7a0b\u5ea6\u306e\u82f1\u8a9e\u30e2\u30c7\u30eb<\/td>\n<\/tr>\n<tr>\n<td>\u30b3\u30a2\u30a6\u30a7\u30d6<\/td>\n<td>\u5927\u304d\u3044<\/td>\n<td>\u9ad8\u5ea6\u306a\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3059\u308b\u9ad8\u7cbe\u5ea6\u306e\u5927\u898f\u6a21\u82f1\u8a9e\u30e2\u30c7\u30eb<\/td>\n<\/tr>\n<tr>\n<td>\u30cb\u30e5\u30fc\u30b9<\/td>\n<td>\u5c0f\u3055\u3044<\/td>\n<td>POS \u30bf\u30b0\u4ed8\u3051\u3068 NER \u7528\u306e\u5c0f\u3055\u306a\u30d5\u30e9\u30f3\u30b9\u8a9e\u30e2\u30c7\u30eb<\/td>\n<\/tr>\n<tr>\n<td>\u30cb\u30e5\u30fc\u30b9<\/td>\n<td>\u4e2d\u304f\u3089\u3044<\/td>\n<td>\u6b63\u78ba\u306a\u8a00\u8a9e\u6ce8\u91c8\u3092\u5099\u3048\u305f\u4e2d\u7a0b\u5ea6\u306e\u30c9\u30a4\u30c4\u8a9e\u30e2\u30c7\u30eb<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>spaCy\u306e\u4f7f\u3044\u65b9\u3001\u554f\u984c\u70b9\u3001\u89e3\u6c7a\u7b56<\/h2>\n<p>spaCy \u306f\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u3067\u6d3b\u7528\u3067\u304d\u307e\u3059\u304c\u3001\u4e00\u822c\u7684\u306a\u7528\u9014\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>Web \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u30c6\u30ad\u30b9\u30c8\u51e6\u7406<\/strong>spaCy \u3092 Web \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7d71\u5408\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u4f5c\u6210\u3057\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u304b\u3089\u6d1e\u5bdf\u3092\u62bd\u51fa\u3057\u305f\u308a\u3001\u611f\u60c5\u5206\u6790\u3092\u5b9f\u884c\u3057\u305f\u308a\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30bf\u30b0\u4ed8\u3051\u3092\u81ea\u52d5\u5316\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u60c5\u5831\u62bd\u51fa<\/strong>: NER \u3068\u4f9d\u5b58\u95a2\u4fc2\u89e3\u6790\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001spaCy \u306f\u975e\u69cb\u9020\u5316\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u69cb\u9020\u5316\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u3068\u77e5\u8b58\u62bd\u51fa\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u30ea\u30f3\u30af<\/strong>: spaCy \u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u95a2\u9023\u3059\u308b\u77e5\u8b58\u30d9\u30fc\u30b9\u306b\u30ea\u30f3\u30af\u3057\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u7406\u89e3\u3092\u6df1\u3081\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u305f\u3060\u3057\u3001spaCy \u306e\u4f7f\u7528\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u8ab2\u984c\u304c\u4f34\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30ea\u30bd\u30fc\u30b9\u306e\u6d88\u8cbb<\/strong>: \u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3067\u306f\u5927\u91cf\u306e\u30e1\u30e2\u30ea\u3068\u51e6\u7406\u80fd\u529b\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u3001\u30ea\u30bd\u30fc\u30b9\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u554f\u984c\u3068\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306eNLP<\/strong>: \u3059\u3050\u306b\u4f7f\u7528\u3067\u304d\u308b spaCy \u30e2\u30c7\u30eb\u306f\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3067\u306f\u6700\u9069\u306b\u52d5\u4f5c\u3057\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u6b8a\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30ab\u30b9\u30bf\u30e0 \u30e2\u30c7\u30eb\u306e\u5fae\u8abf\u6574\u3084\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u591a\u8a00\u8a9e\u306b\u95a2\u3059\u308b\u8003\u616e\u4e8b\u9805<\/strong>: spaCy \u306f\u8907\u6570\u306e\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u4e00\u90e8\u306e\u8a00\u8a9e\u3067\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u305f\u3081\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u4f4e\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u6b21\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u691c\u8a0e\u3067\u304d\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30e2\u30c7\u30eb\u306e\u679d\u5208\u308a<\/strong>: \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u8a31\u5bb9\u3067\u304d\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u3001spaCy \u30e2\u30c7\u30eb\u3092\u524a\u6e1b\u3057\u3066\u30b5\u30a4\u30ba\u3068\u30e1\u30e2\u30ea \u30d5\u30c3\u30c8\u30d7\u30ea\u30f3\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8ee2\u79fb\u5b66\u7fd2<\/strong>: \u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3067\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3059\u308b\u3068\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3067\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c7\u30fc\u30bf\u62e1\u5f35<\/strong>\u30c7\u30fc\u30bf\u62e1\u5f35\u6280\u8853\u306b\u3088\u3063\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u306e\u91cf\u3092\u5897\u3084\u3059\u3068\u3001\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u3068\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u4e3b\u306a\u7279\u5fb4\u3068\u985e\u4f3c\u7528\u8a9e\u3068\u306e\u6bd4\u8f03<\/h2>\n<p>\u4ee5\u4e0b\u306f\u3001\u985e\u4f3c\u306e NLP \u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u6bd4\u8f03\u3057\u305f spaCy \u306e\u4e3b\u306a\u7279\u5fb4\u3067\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u7279\u5fb4<\/th>\n<th>\u30b9\u30d1\u30b7\u30fc<\/th>\n<th>\u30ca\u30bf\u30ea\u30fc<\/th>\n<th>\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9NLP<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u30c8\u30fc\u30af\u30f3\u5316<\/td>\n<td>\u52b9\u7387\u7684\u3067\u8a00\u8a9e\u306b\u4f9d\u5b58\u3057\u306a\u3044<\/td>\n<td>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30c8\u30fc\u30af\u30f3\u5316<\/td>\n<td>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3068\u8f9e\u66f8\u30d9\u30fc\u30b9<\/td>\n<\/tr>\n<tr>\n<td>POS\u30bf\u30b0\u4ed8\u3051<\/td>\n<td>\u9ad8\u7cbe\u5ea6\u306e\u7d71\u8a08\u30e2\u30c7\u30eb<\/td>\n<td>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3067\u9069\u5ea6\u306a\u7cbe\u5ea6<\/td>\n<td>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3067\u9069\u5ea6\u306a\u7cbe\u5ea6<\/td>\n<\/tr>\n<tr>\n<td>\u56fa\u6709\u8868\u73fe\u306e\u8a8d\u8b58<\/td>\n<td>\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb<\/td>\n<td>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3067\u9069\u5ea6\u306a\u7cbe\u5ea6<\/td>\n<td>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3067\u9069\u5ea6\u306a\u7cbe\u5ea6<\/td>\n<\/tr>\n<tr>\n<td>\u4f9d\u5b58\u95a2\u4fc2\u306e\u89e3\u6790<\/td>\n<td>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d9\u30fc\u30b9\u306e\u7cbe\u5ea6<\/td>\n<td>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3067\u9069\u5ea6\u306a\u7cbe\u5ea6<\/td>\n<td>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3067\u9069\u5ea6\u306a\u7cbe\u5ea6<\/td>\n<\/tr>\n<tr>\n<td>\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8<\/td>\n<td>\u8907\u6570\u306e\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8<\/td>\n<td>\u5e45\u5e83\u3044\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8<\/td>\n<td>\u5e45\u5e83\u3044\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8<\/td>\n<\/tr>\n<tr>\n<td>\u30b9\u30d4\u30fc\u30c9<\/td>\n<td>\u5927\u91cf\u30c7\u30fc\u30bf\u306e\u9ad8\u901f\u51e6\u7406<\/td>\n<td>\u4e2d\u7a0b\u5ea6\u306e\u51e6\u7406\u901f\u5ea6<\/td>\n<td>\u4e2d\u7a0b\u5ea6\u306e\u51e6\u7406\u901f\u5ea6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>NLTK \u3068 Stanford NLP \u306f\u5e83\u7bc4\u306a\u6a5f\u80fd\u3068\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001spaCy \u306f\u901f\u5ea6\u3001\u4f7f\u3044\u3084\u3059\u3055\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u3067\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3059\u308b\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u3067\u969b\u7acb\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>spaCy\u306b\u95a2\u3059\u308b\u5c55\u671b\u3068\u5c06\u6765\u306e\u6280\u8853<\/h2>\n<p>spaCy \u306e\u5c06\u6765\u306f\u3001NLP \u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u7d99\u7d9a\u7684\u306a\u6539\u5584\u3068\u9032\u6b69\u306b\u304b\u304b\u3063\u3066\u3044\u307e\u3059\u3002\u4eca\u5f8c\u8d77\u3053\u308a\u3046\u308b\u958b\u767a\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u5f37\u5316\u3055\u308c\u305f\u591a\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8<\/strong>: \u30ea\u30bd\u30fc\u30b9\u306e\u53ef\u7528\u6027\u304c\u4f4e\u3044\u8a00\u8a9e\u5411\u3051\u306e\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u62e1\u5f35\u3068\u6539\u5584\u306b\u3088\u308a\u3001spaCy \u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u7bc4\u56f2\u304c\u5e83\u304c\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7d99\u7d9a\u7684\u306a\u30e2\u30c7\u30eb\u306e\u66f4\u65b0<\/strong>: spaCy \u306e\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u306f\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3055\u308c\u3001NLP \u306e\u7814\u7a76\u3068\u6280\u8853\u306e\u6700\u65b0\u306e\u9032\u6b69\u304c\u53cd\u6620\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb<\/strong>: BERT \u3084 GPT \u306a\u3069\u306e\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d9\u30fc\u30b9\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092 spaCy \u306b\u7d71\u5408\u3059\u308b\u3068\u3001\u8907\u96d1\u306a NLP \u30bf\u30b9\u30af\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u30e2\u30c7\u30eb<\/strong>: \u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u7279\u6b8a\u306a\u30e2\u30c7\u30eb\u306e\u958b\u767a\u306b\u3088\u308a\u3001\u696d\u754c\u56fa\u6709\u306e NLP \u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u30d7\u30ed\u30ad\u30b7\u30b5\u30fc\u30d0\u30fc\u306e\u4f7f\u7528\u65b9\u6cd5\u307e\u305f\u306fspaCy\u3068\u306e\u95a2\u9023\u4ed8\u3051\u65b9\u6cd5<\/h2>\n<p>\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7406\u7531\u304b\u3089\u3001spaCy \u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u6709\u76ca\u3067\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30c7\u30fc\u30bf\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0<\/strong>: NLP \u30bf\u30b9\u30af\u306e Web \u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u5834\u5408\u3001\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001IP \u30d6\u30ed\u30c3\u30af\u3092\u56de\u907f\u3057\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u52b9\u7387\u7684\u306b\u5206\u6563\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u533f\u540d\u30a6\u30a7\u30d6\u30a2\u30af\u30bb\u30b9<\/strong>: \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306b\u3088\u308a\u3001spaCy \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u533f\u540d\u3067 Web \u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u305f\u3081\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u304c\u4fdd\u8b77\u3055\u308c\u3001Web \u30b5\u30a4\u30c8\u306b\u3088\u3063\u3066\u30d6\u30ed\u30c3\u30af\u3055\u308c\u308b\u30ea\u30b9\u30af\u304c\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c7\u30fc\u30bf\u306e\u96c6\u7d04<\/strong>: \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u540c\u6642\u306b\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3067\u304d\u308b\u305f\u3081\u3001NLP \u30bf\u30b9\u30af\u306e\u30c7\u30fc\u30bf\u53ce\u96c6\u30d7\u30ed\u30bb\u30b9\u304c\u9ad8\u901f\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u4f4d\u7f6e\u60c5\u5831\u306b\u57fa\u3065\u304f\u5206\u6790<\/strong>: \u3055\u307e\u3056\u307e\u306a\u5730\u7406\u7684\u5834\u6240\u304b\u3089\u306e\u30d7\u30ed\u30ad\u30b7\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001spaCy \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u7279\u5b9a\u306e\u5730\u57df\u306b\u56fa\u6709\u306e\u30c6\u30ad\u30b9\u30c8 \u30c7\u30fc\u30bf\u3092\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u95a2\u9023\u30ea\u30f3\u30af<\/h2>\n<p>spaCy \u3068\u305d\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u77e5\u308b\u306b\u306f\u3001\u6b21\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/spacy.io\/\" target=\"_new\" rel=\"noopener nofollow\">spaCy\u516c\u5f0f\u30b5\u30a4\u30c8<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/explosion\/spaCy\" target=\"_new\" rel=\"noopener nofollow\">spaCy GitHub \u30ea\u30dd\u30b8\u30c8\u30ea<\/a><\/li>\n<li><a href=\"https:\/\/spacy.io\/usage\" target=\"_new\" rel=\"noopener nofollow\">spaCy \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a><\/li>\n<li><a href=\"https:\/\/spacy.io\/models\" target=\"_new\" rel=\"noopener nofollow\">spaCy \u30e2\u30c7\u30eb\u3068\u8a00\u8a9e<\/a><\/li>\n<\/ul>\n<p>spaCy \u306e\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3001\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092 NLP \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u4f01\u696d\u3084\u7814\u7a76\u8005\u306f\u3088\u308a\u52b9\u7387\u7684\u3067\u6b63\u78ba\u3001\u304b\u3064\u591a\u7528\u9014\u306a\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002\u611f\u60c5\u5206\u6790\u3001\u60c5\u5831\u62bd\u51fa\u3001\u8a00\u8a9e\u7ffb\u8a33\u306a\u3069\u3001spaCy \u3068\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u8907\u96d1\u306a\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u306b\u53d6\u308a\u7d44\u3080\u305f\u3081\u306e\u5f37\u529b\u306a\u7d44\u307f\u5408\u308f\u305b\u304c\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>","protected":false},"featured_media":470576,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479093","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>spaCy: An In-Depth Overview<\/mark>","faq_items":[{"question":"What is spaCy and what makes it stand out in the field of NLP?","answer":"<p>spaCy is a powerful open-source natural language processing (NLP) library designed to handle text processing tasks efficiently and accurately. It sets itself apart with its remarkable speed, user-friendly API, and pre-trained models that achieve high accuracy in tasks like part-of-speech tagging, named entity recognition, and dependency parsing.<\/p>"},{"question":"Who developed spaCy, and when was it first introduced?","answer":"<p>spaCy was created by Matthew Honnibal, an Australian software developer, in 2015. The first mention of spaCy appeared in a blog post by Honnibal, where he introduced the library and its features, such as efficient tokenization and rule-based matching.<\/p>"},{"question":"How does spaCy work internally, and what are its core components?","answer":"<p>spaCy follows a modular and extensible design. It involves text preprocessing, tokenization, linguistic annotation (POS tagging and NER), dependency parsing, and optional text classification. Its core components include efficient tokenization, statistical models for linguistic annotation, and rule-based matching.<\/p>"},{"question":"What are the key features of spaCy, and how does it compare to other NLP libraries like NLTK and Stanford NLP?","answer":"<p>spaCy stands out with its speed, ease of use, and state-of-the-art models for POS tagging, NER, and dependency parsing. Compared to NLTK and Stanford NLP, spaCy offers faster processing, multilingual support, and more accurate models.<\/p>"},{"question":"Are there different types of spaCy models available, and how do they differ?","answer":"<p>Yes, spaCy offers small and large models. Small models are lightweight and faster, while large models provide higher accuracy at the cost of increased computational resources. Users can choose the appropriate model based on their specific needs and available resources.<\/p>"},{"question":"What are some common applications of spaCy, and what challenges can users face?","answer":"<p>spaCy finds applications in text processing for web applications, information extraction, named entity linking, and more. Challenges may include resource consumption for large models, domain-specific NLP, and language support for certain models.<\/p>"},{"question":"What are the future perspectives and technologies related to spaCy?","answer":"<p>The future of spaCy lies in improved multilingual support, continual model updates, integration of transformer-based architectures, and domain-specific models to cater to industry-specific NLP needs.<\/p>"},{"question":"How can proxy servers be used with spaCy, and what benefits do they offer?","answer":"<p>Proxy servers can enhance spaCy applications by enabling anonymous web access, preventing IP blocking during data scraping, aggregating data from multiple sources, and facilitating location-based analysis.<\/p>"},{"question":"Where can I find more information about spaCy and its applications?","answer":"<p>For more details about spaCy, you can visit the official website (<a href=\"https:\/\/spacy.io\/\" target=\"_new\">https:\/\/spacy.io\/<\/a>) or explore the GitHub repository (<a href=\"https:\/\/github.com\/explosion\/spaCy\" target=\"_new\">https:\/\/github.com\/explosion\/spaCy<\/a>). The spaCy documentation (<a href=\"https:\/\/spacy.io\/usage\" target=\"_new\">https:\/\/spacy.io\/usage<\/a>) provides comprehensive usage guides, and the Models and Languages page (<a href=\"https:\/\/spacy.io\/models\" target=\"_new\">https:\/\/spacy.io\/models<\/a>) offers information about available models and supported languages.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/479093","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\/479093\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media\/470576"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media?parent=479093"}],"curies":[{"name":"\u3046\u30fc\u3093","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}