{"id":14734,"date":"2023-04-27T10:35:00","date_gmt":"2023-04-27T10:35:00","guid":{"rendered":"https:\/\/megagon.ai\/weedle_dashboard_data-centric_nlp\/"},"modified":"2025-10-02T19:42:50","modified_gmt":"2025-10-02T19:42:50","slug":"weedle_dashboard_data-centric_nlp","status":"publish","type":"post","link":"https:\/\/megagon.ai\/jp\/weedle_dashboard_data-centric_nlp\/","title":{"rendered":"Weedle: \u30b3\u30fc\u30c9\u5b9f\u884cNotebook\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306eNLP\u306e\u305f\u3081\u306e\u30b3\u30f3\u30dd\u30fc\u30b6\u30d6\u30eb\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9"},"content":{"rendered":"<p>\u73fe\u5b9f\u4e16\u754c\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051\u306b\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u306f\u3001\u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u3092\u6301\u3064\u3053\u3068\u304c\u3001\u512a\u308c\u305f\u30e2\u30c7\u30eb\u3092\u6301\u3064\u3053\u3068\u3068\u540c\u3058\u304f\u3089\u3044\u91cd\u8981\u3067\u3059\u3002NLP\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u8005\u304c\u30c7\u30fc\u30bf\u3092\u7406\u89e3\u3057\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u3001\u79c1\u305f\u3061\u306f\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306eNLP\u306e\u305f\u3081\u306e\u63a2\u7d22\u7684\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u30c4\u30fc\u30eb\u3067\u3042\u308bWeedle\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002Weedle\u306e\u4e3b\u306a\u5f37\u307f\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\uff1a<\/p>\n<ul>\n<li>Weedle\u306e\u8a2d\u8a08\u306f\u3001\u516c\u958b\u3055\u308c\u3066\u3044\u308bNLP\u95a2\u9023\u306eNotebook\u3092\u5206\u6790\u3057\u305f\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>Weedle\u306fPython\u30d1\u30c3\u30b1\u30fc\u30b8\u3068\u3057\u3066\u5b9f\u88c5\u3055\u308c\u3066\u304a\u308a\u3001Jupyter\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u3092\u542b\u3093\u3067\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u65e2\u5b58\u306eML\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u3001ML\u30d7\u30ed\u30bb\u30b9\u306e\u3042\u3089\u3086\u308b\u6bb5\u968e\u3067\u30c7\u30fc\u30bf\u3092\u63a2\u7d22\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<li>Weedle\u306f\u3001\u7d44\u307f\u8fbc\u307f\u306e\u30c6\u30ad\u30b9\u30c8\u30b5\u30dd\u30fc\u30c8\u3068\u7d71\u5408\u3055\u308c\u305f\u30b3\u30f3\u30dd\u30fc\u30b6\u30d6\u30eb\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>Weedle\u306e\u8a73\u7d30\u306b\u5165\u308b\u524d\u306b\u3001\u300c\u30c7\u30fc\u30bf\u4e2d\u5fc3\u300d\u306e\u610f\u5473\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h2>\u30c7\u30fc\u30bf\u4e2d\u5fc3AI\u3068\u306f\uff1f<\/h2>\n<p>\u5f93\u6765\u3001\u7814\u7a76\u8005\u304c\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u306f\u3001\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u30e2\u30c7\u30eb\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u4e2d\u5fc3\u3067\u3057\u305f\u3002\u3057\u304b\u3057\u3001BERT\u306e\u3088\u3046\u306a\u6c4e\u7528\u30e2\u30c7\u30eb\u304c\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u3067\u975e\u5e38\u306b\u826f\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u793a\u3059\u3088\u3046\u306b\u306a\u308b\u3068\u3001ML\u5b9f\u52d9\u8005\u306e\u95a2\u5fc3\u306f\u3001\u3088\u308a\u512a\u308c\u305f\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u306e\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3078\u3068\u30b7\u30d5\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092<a href=\"https:\/\/https-deeplearning-ai.github.io\/data-centric-comp\/\">\u30c7\u30fc\u30bf\u4e2d\u5fc3AI<\/a>\u3068\u547c\u3073\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u4e2d\u5fc3AI\u3067\u306f\u3001\u307e\u305a\u30c7\u30fc\u30bf\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3064\u307e\u308a\u3001ML\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u901a\u3058\u3066\u3001\u57fa\u76e4\u3068\u306a\u308b\u30c7\u30fc\u30bf\u3092\u614e\u91cd\u306b\u8abf\u67fb\u3057\u8a3a\u65ad\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u524d\u5f8c\u306b\u306f\u3001\u5341\u5206\u306a\u30c7\u30fc\u30bf\u304c\u3042\u308b\u304b\u3001\u30e9\u30d9\u30eb\u304c\u4e00\u8cab\u3057\u3066\u9069\u5207\u306b\u5206\u5e03\u3057\u3066\u3044\u308b\u304b\u3001\u30ce\u30a4\u30ba\u3084\u30d0\u30a4\u30a2\u30b9\u304c\u306a\u3044\u304b\u306a\u3069\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30e2\u30c7\u30ea\u30f3\u30b0\u4e2d\u306b\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u3044\u30c7\u30fc\u30bf\u30b5\u30d6\u30bb\u30c3\u30c8\u304c\u5b58\u5728\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u7279\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30d7\u30ed\u30a4\u5f8c\u306b\u306f\u3001\u30c7\u30fc\u30bf\u304c\u5927\u304d\u304f\u5909\u5316\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u76e3\u8996\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5206\u6790\u304b\u3089\u5f97\u3089\u308c\u308b\u6d1e\u5bdf\u3084\u767a\u898b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6574\u5f62\u3001\u30c7\u30d0\u30c3\u30b0\u3001\u53ce\u96c6\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u307e\u305f\u306f\u62e1\u5f35\u306e\u8ffd\u52a0\u30e9\u30a6\u30f3\u30c9\u306b\u3064\u306a\u304c\u308a\u3001\u30c7\u30fc\u30bf\u306e\u6539\u5584\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002<\/p>\n<p>\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u5206\u6790\uff08EDA\uff09\u306f\u3001\u3053\u308c\u3089\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002EDA\u306f\u3001\u30d1\u30bf\u30fc\u30f3\u306e\u7279\u5b9a\u3001\u5916\u308c\u5024\u306e\u691c\u51fa\u3001\u4eee\u5b9a\u306e\u30c6\u30b9\u30c8\u3092\u652f\u63f4\u3057\u307e\u3059\u3002EDA\u30c4\u30fc\u30eb\u306f\u901a\u5e38\u3001\u521d\u671f\u306e\u30c7\u30fc\u30bf\u5206\u6790\u30b9\u30c6\u30c3\u30d7\u3067\u4f7f\u7528\u3055\u308c\u307e\u3059\u304c\u3001EDA\u306e\u539f\u5247\u3068\u6280\u8853\u306f\u3001ML\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306e\u4ed6\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u3082\u30c7\u30fc\u30bf\u3001\u30e9\u30d9\u30eb\u3001\u30e2\u30c7\u30eb\u51fa\u529b\u306e\u6d1e\u5bdf\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u73fe\u5b58\u3059\u308bEDA\u30c4\u30fc\u30eb\u306f\u3001\u305d\u306e\u307e\u307e\u3067\u306f\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306eNLP\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u306b\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002<\/p>\n<h2>\u306a\u305c\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u63a2\u7d22\u30c4\u30fc\u30eb\u3092\u4f7f\u3048\u306a\u3044\u306e\u304b\uff1f<\/h2>\n<p>\u307e\u305a\u3001\u65e2\u5b58\u306e\u30c4\u30fc\u30eb\u306fNLP\u30c4\u30fc\u30eb\u7fa4\u3068\u306f\u5206\u96e2\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u8907\u6570\u306e\u30c4\u30fc\u30eb\u3092\u5207\u308a\u66ff\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3001\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u9593\u3067\u983b\u7e41\u306b\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u304a\u3088\u3073\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u306e\u306f\u624b\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u65e2\u5b58\u306e\u30e2\u30c7\u30eb\u958b\u767a\u30c4\u30fc\u30eb\u3084\u74b0\u5883\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u308b\u63a2\u7d22\u30c4\u30fc\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u6b21\u306b\u3001\u307b\u3068\u3093\u3069\u306eEDA\u30c4\u30fc\u30eb\u306f\u8868\u5f62\u5f0f\u30c7\u30fc\u30bf\u306e\u3088\u3046\u306a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u3057\u3070\u3057\u3070\u30c7\u30fc\u30bf\u3092\u65b0\u3057\u3044\u5f62\u5f0f\uff08\u4f8b: \u30c6\u30ad\u30b9\u30c8 \u2192 \u5358\u8a9e\u983b\u5ea6\u3001\u57cb\u3081\u8fbc\u307f\u3001\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\uff09\u306b\u5909\u63db\u3057\u305f\u308a\u3001\u30b5\u30f3\u30d7\u30eb\u306e\u4e00\u90e8\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\uff08<a href=\"https:\/\/arxiv.org\/abs\/1911.00568\">Wongsuphasawat et al. 2019<\/a>\u3067\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\uff09\u3002\u3053\u308c\u306b\u306f\u3001\u5c02\u7528\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3001\u64cd\u4f5c\u3001\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u5099\u3048\u305f\u3001\u7d44\u307f\u8fbc\u307f\u306e\u30c6\u30ad\u30b9\u30c8\u30b5\u30dd\u30fc\u30c8\u3092\u6301\u3064\u30c4\u30fc\u30eb\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u6700\u8fd1\u3067\u306f\u3001<a href=\"https:\/\/vis.csail.mit.edu\/pubs\/b2\/\">B2<\/a>\u3001<a href=\"https:\/\/docs.dataprep.ai\/user_guide\/eda\/introduction.html\">DataPrep.EDA<\/a>\u3001<a href=\"https:\/\/altair-viz.github.io\/\">Altair<\/a>\u3001<a href=\"https:\/\/arxiv.org\/abs\/2202.08946\">Symphony<\/a>\u3001Leam\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u304c\u30b3\u30fc\u30c9\u3068\u53ef\u8996\u5316\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u7d44\u307f\u8fbc\u307f\u306e\u30c6\u30ad\u30b9\u30c8\u30b5\u30dd\u30fc\u30c8\u304c\u6b20\u5982\u3057\u3066\u3044\u308b\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u3084\u69cb\u6210\u53ef\u80fd\u6027\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u3001\u307e\u305f\u306f\u74b0\u5883\u306e\u5207\u308a\u66ff\u3048\u3092\u5fc5\u8981\u3068\u3059\u308b\u5c02\u7528\u30c4\u30fc\u30eb\u3067\u3042\u308b\u3001\u3068\u3044\u3063\u305f\u554f\u984c\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u4eba\u6c17\u306e\u3042\u308bEDA\u30c4\u30fc\u30eb\u3067\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u306a\u8c4a\u5bcc\u306a\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u53ef\u8996\u5316\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u307e\u305aNLP\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u8005\u304c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u30c7\u30fc\u30bf\u3092\u3069\u306e\u3088\u3046\u306b\u8abf\u67fb\u3057\u3066\u3044\u308b\u304b\u3092\u7406\u89e3\u3057\u3001\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306eNLP\u306b\u304a\u3051\u308bEDA\u306e\u4e3b\u8981\u306a\u8981\u4ef6\u3092\u7279\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2>NLP Notebook\u306e\u5206\u6790: \u30c7\u30fc\u30bf\u63a2\u7d22\u306e\u5b9f\u8df5\u3092\u7406\u89e3\u3059\u308b<\/h2>\n<p>NLP\u306b\u304a\u3051\u308b\u73fe\u5728\u306e\u30c7\u30fc\u30bf\u63a2\u7d22\u306e\u5b9f\u8df5\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001Kaggle\u3084GitHub\u304b\u30895,000\u4ee5\u4e0a\u306e\u516c\u958b\u3055\u308c\u305fNotebook\u3092\u5206\u6790\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>Kaggle\u304b\u30892022\u5e747\u6708\u6642\u70b9\u3067\u6700\u3082\u6295\u7968\u6570\u304c\u591a\u304b\u3063\u305fNLP Notebook30\u4ef6\u3092\u624b\u52d5\u3067\u8abf\u67fb\u3057\u3001\u983b\u7e41\u306b\u4f7f\u7528\u3055\u308c\u308b\u30c6\u30ad\u30b9\u30c8\u5909\u63db\u95a2\u6570\u3092\u53ce\u96c6\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306f\u3057\u3070\u3057\u3070\u69cb\u9020\u5316\u5f62\u5f0f\u306b\u5909\u63db\u3055\u308c\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\uff08\u4f8b: \u5358\u8a9e\u983b\u5ea6\u5206\u5e03\u3001n-gram\u30ab\u30a6\u30f3\u30c8\u3001\u6587\u66f8\u9577\u3001\u30e9\u30d9\u30eb\u5225\u306e\u5206\u5e03\u3001\u57cb\u3081\u8fbc\u307f\u306a\u3069\uff09\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u88681\u306b\u793a\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u3001\u3055\u307e\u3056\u307e\u306a\u53ef\u8996\u5316\u3092\u4f7f\u7528\u3057\u3066\u3055\u3089\u306b\u5206\u6790\u3092\u9032\u3081\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30b3\u30fc\u30c9\u30b9\u30cb\u30da\u30c3\u30c8\u306e\u591a\u304f\u304c\u7e70\u308a\u8fd4\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u306b\u3082\u6c17\u4ed8\u304d\u307e\u3057\u305f\u3002\u305f\u3068\u3048\u3070\u3001\u7570\u306a\u308b\u30c7\u30fc\u30bf\u30b9\u30e9\u30a4\u30b9\u306b\u5bfe\u3057\u3066\u540c\u3058\u53ef\u8996\u5316\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u884c\u308f\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u9759\u7684\u3067\u3042\u308b\u3053\u3068\u304c\u539f\u56e0\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306eNLP\u306b\u304a\u3051\u308bEDA\u3067\u306f\u3001\u8c4a\u5bcc\u306a\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u6a5f\u80fd\u304c\u6c42\u3081\u3089\u308c\u308b\u7406\u7531\u306e1\u3064\u3067\u3059\u3002<\/p>\n<table id=\"eael-data-table-2d27fe2\">\n<thead>\n<tr>\n<th id=\"\" colspan=\"\">\u53ef\u8996\u5316<\/th>\n<th id=\"\" colspan=\"\">\u5909\u63db<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td id=\"\" colspan=\"\" rowspan=\"\">\u30c6\u30fc\u30d6\u30eb\u30d3\u30e5\u30fc<\/td>\n<td id=\"\" colspan=\"\" rowspan=\"\">\u30c7\u30fc\u30bf\u306e\u30b7\u30f3\u30d7\u30eb\u306a\u6982\u8981 \/ \u7d71\u8a08\u60c5\u5831\u3001\u30af\u30e9\u30b9\u5206\u5e03<\/td>\n<\/tr>\n<tr>\n<td id=\"\" colspan=\"\" rowspan=\"\">\u68d2\u30b0\u30e9\u30d5 \/ \u30d2\u30b9\u30c8\u30b0\u30e9\u30e0<\/td>\n<td id=\"\" colspan=\"\" rowspan=\"\">\u30af\u30e9\u30b9\u5206\u5e03\u3001\u5358\u8a9e\u6570\u3001N-gram \u306e\u51fa\u73fe\u56de\u6570\u3001\u30de\u30c3\u30c1\u30f3\u30b0\u6761\u4ef6\u3054\u3068\u306e\u30c7\u30fc\u30bf\u9805\u76ee\u6570\u3001\u6587\u66f8\u306e\u9577\u3055\u3001\u53e5\u8aad\u70b9\u306e\u5206\u6790\u3001\u7279\u5fb4\u306e\u91cd\u8981\u5ea6\u3001\u57cb\u3081\u8fbc\u307f\u306e\u53ef\u8996\u5316<\/td>\n<\/tr>\n<tr>\n<td id=\"\" colspan=\"\" rowspan=\"\">\u6298\u308c\u7dda\u30b0\u30e9\u30d5<\/td>\n<td id=\"\" colspan=\"\" rowspan=\"\">\u6587\u66f8\u306e\u9577\u3055\u3001\u6570\u5024\u306e\u6642\u9593\u7684\u63a8\u79fb<\/td>\n<\/tr>\n<tr>\n<td id=\"\" colspan=\"\" rowspan=\"\">\u6563\u5e03\u56f3<\/td>\n<td id=\"\" colspan=\"\" rowspan=\"\">t-SNE \u5206\u5e03\u3001\u4e8c\u5909\u91cf\u306e\u76f8\u95a2\u95a2\u4fc2\u3001\u30c7\u30fc\u30bf\u9805\u76ee\u306e\u5206\u5e03\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u8003\u616e\u3057\u305f\u30c7\u30fc\u30bf\u9805\u76ee\u306e\u5206\u5e03\u3001\u6570\u5024\u306e\u6642\u9593\u7684\u63a8\u79fb<\/td>\n<\/tr>\n<tr>\n<td id=\"\" colspan=\"\" rowspan=\"\">KDE\u30d7\u30ed\u30c3\u30c8<\/td>\n<td id=\"\" colspan=\"\" rowspan=\"\">\u5358\u8a9e\u6570\u3001\u6587\u66f8\u306e\u9577\u3055<\/td>\n<\/tr>\n<tr>\n<td id=\"\" colspan=\"\" rowspan=\"\">\u5186\u30b0\u30e9\u30d5<\/td>\n<td id=\"\" colspan=\"\" rowspan=\"\">\u30af\u30e9\u30b9\u5206\u5e03<\/td>\n<\/tr>\n<tr>\n<td id=\"\" colspan=\"\" rowspan=\"\">\u30c4\u30ea\u30fc\u30de\u30c3\u30d7<\/td>\n<td id=\"\" colspan=\"\" rowspan=\"\">\u5358\u8a9e\u6570<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><em>\u88681\uff1aKaggle\u306eNLP\u30bf\u30b0\u4ed8\u304d\u6700\u3082\u6295\u7968\u6570\u306e\u591a\u304430\u4ef6\u306eNotebook\u304b\u3089\u5f97\u3089\u308c\u305f<\/em><em>\u53ef\u8996\u5316\u30bf\u30a4\u30d7\u3054\u3068\u306e\u5909\u63db\u95a2\u6570<\/em><\/p>\n<p>\u3053\u308c\u3089\u306eKaggle\u306e\u6295\u7968\u6570\u306e\u591a\u3044Notebook\u306f\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u3088\u3046\u306b\u8aac\u660e\u304c\u4e01\u5be7\u3067\u53c2\u8003\u306b\u306a\u308b\u3082\u306e\u3067\u3057\u305f\u304c\u3001\u5fc5\u305a\u3057\u3082\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u6700\u3082\u5b9f\u7528\u7684\u307e\u305f\u306f\u9ad8\u6027\u80fd\u306a\u89e3\u6c7a\u7b56\u3092\u793a\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u3053\u3067\u3001\u8ffd\u52a0\u306e\u5206\u6790\u3068\u3057\u3066\u3001\u3053\u308c\u3089\u306e\u767a\u898b\u304c\u73fe\u5b9f\u306e\u8a2d\u5b9a\u306b\u4e00\u822c\u5316\u3067\u304d\u308b\u304b\u3001\u7279\u306b\u88681\u306b\u793a\u3055\u308c\u308b\u3055\u307e\u3056\u307e\u306a\u53ef\u8996\u5316\u304cNLP\u5b9f\u52d9\u8005\u306b\u3088\u3063\u3066\u7a4d\u6975\u7684\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u8abf\u67fb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3173574.3173606\">GitHubNotebook\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>\u304b\u3089\u3001\u6700\u65b0\u306e80,000\u4ef6\u306eNotebook\u3092\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3057\u3001\u3088\u304f\u77e5\u3089\u308c\u305fNLP\u5c02\u7528\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b5,000\u4ef6\u306eNotebook\u3092\u62bd\u51fa\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u5f8c\u3001import\u6587\u3092\u8abf\u67fb\u3057\u3001\u3069\u306e\u53ef\u8996\u5316\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u983b\u7e41\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002\u4e0a\u4f4d2\u3064\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\uff08matplotlib\u3068pandas dataframe\uff09\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u3068\u3053\u308d\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u68d2\u30b0\u30e9\u30d5\u3001\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3001\u6563\u5e03\u56f3\u306e\u3088\u3046\u306a\u57fa\u672c\u7684\u306a\u53ef\u8996\u5316\u3068\u3001\u6d17\u7df4\u3055\u308c\u305f\u3082\u306e\u3067\u306f\u306a\u3044\u5358\u7d14\u306a\u8868\u3092\u3088\u304f\u4f7f\u7528\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u53ef\u8996\u5316\u306f\u3001\u5909\u6570\u306e\u30d1\u30bf\u30fc\u30f3\u3084\u30012\u3064\u306e\u5909\u6570\u306e\u95a2\u4fc2\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u68d2\u30b0\u30e9\u30d5\u3068\u6563\u5e03\u56f3\u306e\u4eba\u6c17\u3092\u8e0f\u307e\u3048\u3001\u5358\u5909\u91cf\u304a\u3088\u3073\u4e8c\u5909\u91cf\u5206\u6790\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u3001\u3053\u308c\u3089\u3092\u57fa\u672c\u7684\u306a\u53ef\u8996\u5316\u30bf\u30a4\u30d7\u3068\u3057\u3066\u63a1\u7528\u3059\u308b\u3053\u3068\u3092\u6c7a\u5b9a\u3057\u307e\u3057\u305f\u3002<\/p>\n<h2>Weedle\uff1a\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306eNLP\u306e\u305f\u3081\u306e\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u5206\u6790\uff08EDA\uff09<\/h2>\n<p><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/04\/weedlef1_bordered.jpg\" sizes=\"(max-width: 771px) 100vw, 771px\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/04\/weedlef1_bordered.jpg 771w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/04\/weedlef1_bordered-300x141.jpg 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/04\/weedlef1_bordered-768x362.jpg 768w\" alt=\"\" width=\"771\" height=\"363\" \/><\/p>\n<p style=\"text-align: left;\">\u56f31: (a) \u30c7\u30fc\u30bf\/\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u521d\u671f\u5316\u3001\u5909\u63db\u3001\u304a\u3088\u3073\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u30ed\u30fc\u30c9\u306e\u69cb\u6587\u3002(b) \u76f8\u4e92\u63a5\u7d9a\u3055\u308c\u305f\u30c1\u30e3\u30fc\u30c8\u3092\u6301\u3064\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u3002\u3053\u308c\u3089\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u7684\u307e\u305f\u306f\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u69cb\u6210\u3067\u304d\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30d3\u30b8\u30e5\u30a2\u30eb\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30d6\u30e9\u30c3\u30b7\u30f3\u30b0\u307e\u305f\u306f\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u30c7\u30fc\u30bf\u9805\u76ee\u3092\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u307e\u305f\u306f\u30b0\u30eb\u30fc\u30d7\u5316\u3067\u304d\u307e\u3059\u3002\u30d5\u30a3\u30eb\u30bf\u30fc\u30d3\u30e5\u30fc\u306b\u306f\u73fe\u5728\u9069\u7528\u3055\u308c\u3066\u3044\u308b\u30d5\u30a3\u30eb\u30bf\u30fc\u304c\u8868\u793a\u3055\u308c\u3001\u30c6\u30fc\u30d6\u30eb\u30d3\u30e5\u30fc\u306b\u306f\u751f\u30c7\u30fc\u30bf\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>Weedle\u306fpip\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u53ef\u80fd\u306aPython\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u3059\u3002\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u306fipywidget\u304a\u3088\u3073Svelte\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u57fa\u76e4\u3068\u306a\u308b\u30c7\u30fc\u30bf\u64cd\u4f5c\u306b\u306f\u3001nltk\u3001spacy\u3001gensim\u3001transformers\u3068\u3044\u3063\u305fNLP\u30d1\u30c3\u30b1\u30fc\u30b8\u3001\u304a\u3088\u3073numpy\u3084pandas\u306a\u3069\u306e\u30c7\u30fc\u30bf\u7ba1\u7406\/\u5206\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u30c6\u30ad\u30b9\u30c8\u30b5\u30dd\u30fc\u30c8\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb<\/h3>\n<p>\u5165\u529b\u30c7\u30fc\u30bf\u306f\u3001\u5404\u884c\u304c\u30c7\u30fc\u30bf\u9805\u76ee\u3001\u5404\u5217\u304c\u7279\u5fb4\u3092\u8868\u3059DataFrame\u3068\u3057\u3066\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u64cd\u4f5c\u306b\u5fdc\u3058\u3066\u3001\u30c7\u30fc\u30bf\u306f\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u53ef\u8996\u5316\u306e\u305f\u3081\u306b\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u304a\u3088\u3073\u96c6\u7d04\u3055\u308c\u307e\u3059\u3002\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3084\u96c6\u7d04\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u306f\u3001Weedle\u304c\u63a2\u7d22\u5c65\u6b74\u3092\u4fdd\u6301\u3057\u3001\u30d7\u30ed\u30f4\u30ca\u30f3\u30b9\u7ba1\u7406\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p>Weedle\u306f\u3001\u7c21\u5358\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u30c8\u30ea\u30ac\u30fc\u3067\u304d\u308b\u7d44\u307f\u8fbc\u307f\u306e\u30c6\u30ad\u30b9\u30c8\u5909\u63db\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\uff08\u56f31a\u53c2\u7167\uff09\u3002\u6587\u66f8\u9577\u3001\u5358\u8a9e\u6570\u3001\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\u3001\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u3001tf-idf\u3001\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u611f\u60c5\u5206\u6790\u3001\u54c1\u8a5e\uff08POS\uff09\u30bf\u30b0\u4ed8\u3051\u306a\u3069\u3001\u4e00\u822c\u7684\u306a\u6a5f\u80fd\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30ab\u30b9\u30bf\u30e0\u306e\u30b9\u30c8\u30c3\u30d7\u30ef\u30fc\u30c9\u30ea\u30b9\u30c8\u3092\u6e21\u3057\u3066\u30d0\u30c3\u30b0\u30aa\u30d6\u30ef\u30fc\u30ba\u3092\u4f5c\u6210\u3059\u308b\u306a\u3069\u3001\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6e21\u3059\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002\u4efb\u610f\u306e\u30ab\u30b9\u30bf\u30e0\u5909\u63db\u306fPython\u95a2\u6570\u3068\u3057\u3066\u30d7\u30e9\u30b0\u30a4\u30f3\u3067\u304d\u307e\u3059\u3002<br \/>\n\u5404\u5909\u63db\u64cd\u4f5c\u306f\u65b0\u3057\u3044\u7279\u5fb4\u5217\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002\u8ffd\u52a0\u3055\u308c\u305f\u7279\u5fb4\u306f\u3001\u8a18\u8ff0\u7d71\u8a08\u3084\u53ef\u8996\u5316\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u8907\u6570\u306e\u9023\u643a\u30c1\u30e3\u30fc\u30c8\u3092\u5099\u3048\u305f\u30b3\u30f3\u30dd\u30fc\u30b6\u30d6\u30eb\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/h3>\n<p>Weedle\u306e\u30b3\u30f3\u30dd\u30fc\u30b6\u30d6\u30eb\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u306f\u3001\u30b3\u30fc\u30c9\u5b9f\u884cNotebook\u5185\u3067\u306e\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u5206\u6790\uff08EDA\uff09\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u5404\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u306f\u3001\u30c1\u30e3\u30fc\u30c8\u30d3\u30e5\u30fc\u3001\u30d5\u30a3\u30eb\u30bf\u30fc\u30d3\u30e5\u30fc\u3001\u30c6\u30fc\u30d6\u30eb\u30d3\u30e5\u30fc\u3001\u30e1\u30cb\u30e5\u30fc\u30d0\u30fc\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\uff08\u56f31b\uff09\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u5185\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u7684\u307e\u305f\u306f\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u8a2d\u5b9a\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u5185\u306e\u3059\u3079\u3066\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u30ea\u30f3\u30af\u3055\u308c\u3066\u304a\u308a\u30011\u3064\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u306e\u9078\u629e\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u304c\u4ed6\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u81ea\u52d5\u7684\u306b\u53cd\u6620\u3055\u308c\u307e\u3059\uff08\u56f32\uff09\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u3084\u305d\u306e\u30d3\u30e5\u30fc\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u30b5\u30a4\u30ba\u3092\u8abf\u6574\u3057\u3066\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3088\u308a\u591a\u304f\u306e\u30b9\u30da\u30fc\u30b9\u3092\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/04\/weedlef2_bordered_orig.jpg\" sizes=\"(max-width: 800px) 100vw, 800px\" srcset=\"https:\/\/megagon.ai\/wp-content\/uploads\/2025\/04\/weedlef2_bordered_orig.jpg 907w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/04\/weedlef2_bordered_orig-300x134.jpg 300w, https:\/\/megagon.ai\/wp-content\/uploads\/2025\/04\/weedlef2_bordered_orig-768x344.jpg 768w\" alt=\"\" width=\"800\" height=\"358\" \/><\/p>\n<p><em>\u56f32: \u30b5\u30d6\u30bb\u30c3\u30c8\u5206\u6790\u306e\u305f\u3081\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3002\u3059\u3079\u3066\u306e\u30c1\u30e3\u30fc\u30c8\u306f\u5171\u6709\u30d5\u30a3\u30eb\u30bf\u30fc\u306b\u3088\u3063\u3066\u76f8\u4e92\u63a5\u7d9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002(b) \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30af\u30ea\u30c3\u30af\uff08\u4e0a\uff09\u3084\u30d6\u30e9\u30c3\u30b7\u30f3\u30b0\uff08\u4e0b\uff09\u3092\u901a\u3058\u3066\u30d0\u30fc\u3084\u30c9\u30c3\u30c8\u306a\u3069\u306e\u30d3\u30b8\u30e5\u30a2\u30eb\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u9078\u629e\u3057\u3001\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u9069\u7528\u3067\u304d\u307e\u3059\u3002(a) \u304a\u3088\u3073 (c) \u306f\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u64cd\u4f5c\u306e\u524d\u5f8c\u306e\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8\u306e\u72b6\u614b\u3092\u305d\u308c\u305e\u308c\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/em><\/p>\n<p>Weedle\u306b\u3064\u3044\u3066\u3082\u3063\u3068\u77e5\u308a\u305f\u3044\u3067\u3059\u304b\uff1f \u30c7\u30e2\u30d3\u30c7\u30aa\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002\u307e\u305f\u3001<a href=\"https:\/\/megagon.ai\/jp\/projects\/weedle\/\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30da\u30fc\u30b8<\/a>\u3067\u9032\u6357\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<div style=\"width: 640px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-14734-1\" width=\"640\" height=\"360\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"https:\/\/megagon.ai\/jp\/wp-content\/uploads\/2025\/02\/Weedle-video.mp4?_=1\" \/><a href=\"https:\/\/megagon.ai\/jp\/wp-content\/uploads\/2025\/02\/Weedle-video.mp4\">https:\/\/megagon.ai\/jp\/wp-content\/uploads\/2025\/02\/Weedle-video.mp4<\/a><\/video><\/div>\n<p>\u57f7\u7b46\u8005\uff1a<a href=\"https:\/\/megagon.ai\/jp\/team\/hannah-kim\/\">Hannah Kim<\/a>\u3001Megagon Labs<\/p>\n<p>[<a href=\"https:\/\/megagon.ai\/magneton_widgets_for_jupyter\/\">\u539f\u6587\u3078 &#8211; 2023\/4\/20<\/a>]<i><\/i><\/p>\n<p>\uff08\u7ffb\u8a33\uff1a<a href=\"https:\/\/megagon.ai\/jp\/\">Megagon Labs\u6771\u4eac\u30aa\u30d5\u30a3\u30b9<\/a>\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"<p>NLP\u306e\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u8005\u304c\u81ea\u8eab\u306e\u30c7\u30fc\u30bf\u3092\u7406\u89e3\u3057\u6539\u5584\u3067\u304d\u308b\u3088\u3046\u652f\u63f4\u3059\u308b\u305f\u3081\u306b\u3001\u79c1\u305f\u3061\u306f\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306eNLP\u306e\u305f\u3081\u306e\u63a2\u7d22\u7684\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u30c4\u30fc\u30eb\u300cWeedle\u300d\u3001\u305d\u3057\u3066\u306e\u305d\u306e\u5f37\u307f\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":2,"featured_media":14366,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[289],"tags":[],"class_list":["post-14734","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-jp2"],"yoast_head":"<!-- This site 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