{"id":7151,"date":"2025-09-10T17:05:48","date_gmt":"2025-09-10T08:05:48","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=7151"},"modified":"2025-09-10T17:07:52","modified_gmt":"2025-09-10T08:07:52","slug":"how-to-build-chatbot-with-dataiku-answers","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/how-to-build-chatbot-with-dataiku-answers\/","title":{"rendered":"Dataiku Answers\u3092\u4f7f\u3063\u305fChatbot\u69cb\u7bc9\u624b\u9806"},"content":{"rendered":"\n<p>\u751f\u6210AI\u3092\u696d\u52d9\u306b\u6d3b\u7528\u3059\u308b\u969b\u3001\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3057\u305fChatbot\u306e\u30cb\u30fc\u30ba\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002  \r\nDataiku DSS\u306b\u306f\u3001\u3053\u3046\u3057\u305f\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3059\u308b\u300cAnswers\u300d\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001GUI\u64cd\u4f5c\u4e2d\u5fc3\u3067\u8ab0\u3067\u3082\u7c21\u5358\u306bChatbot\u3092\u69cb\u7bc9\u53ef\u80fd\u3067\u3059\u3002  \r\n\u672c\u8a18\u4e8b\u3067\u306f\u3001API\u30ad\u30fc\u8a2d\u5b9a\u304b\u3089\u30d7\u30e9\u30b0\u30a4\u30f3\u5c0e\u5165\u3001Webapp\u4f5c\u6210\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u53c2\u7167\u8a2d\u5b9a\u307e\u3067\u306e\u624b\u9806\u3092\u3001\u5b9f\u969b\u306e\u753b\u9762\u30ad\u30e3\u30d7\u30c1\u30e3\u3092\u4ea4\u3048\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002  <\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u751f\u6210AI\u3092\u696d\u52d9\u306b\u6d3b\u7528\u3059\u308b\u3046\u3048\u3067\u3001<strong>\u793e\u5185\u306e\u30ca\u30ec\u30c3\u30b8\u3084\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong>\u3092\u69cb\u7bc9\u3059\u308b\u30cb\u30fc\u30ba\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>Dataiku DSS\u306b\u306f\u305d\u306e\u305f\u3081\u306e\u5f37\u529b\u306a\u30d7\u30e9\u30b0\u30a4\u30f3\u300cAnswers\u300d\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001GUI\u64cd\u4f5c\u3060\u3051\u3067\u30b7\u30f3\u30d7\u30eb\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Dataiku\u3067\u306eChatbot\u69cb\u7bc9\u624b\u9806\u3092\u3001\u5b9f\u969b\u306e\u753b\u9762\u30ad\u30e3\u30d7\u30c1\u30e3\u3068\u3068\u3082\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u524d\u63d0\u3068\u3057\u3066\u3001\u5229\u7528\u3059\u308bLLM\uff08OpenAI\u3084Azure OpenAI\u7b49\uff09\u306e<strong>API\u30ad\u30fc\u8a8d\u8a3c\u60c5\u5831<\/strong>\u3092\u6e96\u5099\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p>API\u30ad\u30fc\u8a8d\u8a3c\u60c5\u5831\u53c2\u7167\uff1a<a href=\"https:\/\/www.keywalker.co.jp\/blog\/dataiku-llm-mesh-textanalysis.html\">https:\/\/www.keywalker.co.jp\/blog\/dataiku-llm-mesh-textanalysis.html<\/a><\/p>\r\n<p><!-- notionvc: 927a4b02-2864-497d-974f-dfce0ee9fb33 --><\/p>\n\n<h2>\u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u5c0e\u5165<\/h2>\n<p><strong>\u8a8d\u8a3c\u8cc7\u683c\u60c5\u5831\u306e\u767b\u9332<\/strong><!-- notionvc: 88679e4e-8056-49d9-82fc-cc6cadb0b23d --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.39.40.png\" alt=\"\" width=\"2384\" height=\"600\" class=\"alignnone size-full wp-image-7152\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.39.40.png 2384w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.39.40-300x76.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.39.40-1024x258.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.39.40-768x193.png 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.39.40-1536x387.png 1536w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.39.40-2048x515.png 2048w\" sizes=\"(max-width: 2384px) 100vw, 2384px\" \/><\/p>\r\n<p>\u307e\u305a\u306fDataiku\u7ba1\u7406\u753b\u9762\u304b\u3089 <strong>[\u7ba1\u7406 \u2192 \u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u8a8d\u8a3c\u8cc7\u683c\u60c5\u5831]<\/strong> \u3092\u958b\u304d\u3001\u5229\u7528\u3059\u308bLLM\u306eAPI\u30ad\u30fc\u3092\u767b\u9332\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u3053\u308c\u306b\u3088\u308a\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u5916\u90e8\u306eLLM API\u3068\u9023\u643a\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: 298d3525-5464-4591-8875-ed928947e58e --><\/p>\r\n<p><strong>\u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong><!-- notionvc: e76987d4-0d9e-4d43-85e0-102ae72670df --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.40.53.jpg\" alt=\"\" width=\"2000\" height=\"928\" class=\"alignnone size-full wp-image-7153\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.40.53.jpg 2000w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.40.53-300x139.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.40.53-1024x475.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.40.53-768x356.jpg 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.40.53-1536x713.jpg 1536w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/><\/p>\r\n<ol>\r\n\t<li><strong>[\u30d7\u30e9\u30b0\u30a4\u30f3 \u2192 \u30b9\u30c8\u30a2]<\/strong> \u3092\u958b\u304d\u307e\u3059\u3002<\/li>\r\n\t<li>\u300cAnswers\u300d\u3067\u691c\u7d22\u3059\u308b\u3068\u3001Dataiku\u516c\u5f0f\u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\r\n\t<li><strong>[INSTALL]<\/strong> \u3092\u30af\u30ea\u30c3\u30af\u3002<\/li>\r\n<\/ol>\r\n<p>&nbsp;<\/p>\r\n<p><strong>Code Environment\u306e\u69cb\u7bc9<\/strong><!-- notionvc: c2218708-803d-4493-b8ba-bcdb2df91c83 --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.41.09.png\" alt=\"\" width=\"1636\" height=\"912\" class=\"alignnone size-full wp-image-7154\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.41.09.png 1636w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.41.09-300x167.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.41.09-1024x571.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.41.09-768x428.png 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.41.09-1536x856.png 1536w\" sizes=\"(max-width: 1636px) 100vw, 1636px\" \/><\/p>\r\n<p>\u30d7\u30e9\u30b0\u30a4\u30f3\u5c0e\u5165\u5f8c\u3001\u5c02\u7528\u306ePython\u74b0\u5883\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\r\n<ul>\r\n\t<li>Python 3.9 \u3092\u9078\u629e<\/li>\r\n\t<li><strong>[BUILD NEW ENVIRONMENT]<\/strong> \u3092\u30af\u30ea\u30c3\u30af<\/li>\r\n<\/ul>\r\n<p>3\u5206\u7a0b\u5ea6\u3067\u74b0\u5883\u69cb\u7bc9\u304c\u5b8c\u4e86\u3057\u307e\u3059\u3002<\/p>\r\n<b>\u74b0\u5883\u69cb\u7bc9\u306e\u5b8c\u4e86<\/b>\r\n<p>\u4f9d\u5b58\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u308b\u3068\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306b\u300cImport succeeded\u300d\u3068\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\r\n<p>\u6700\u5f8c\u306b<strong>DSS\u3092\u518d\u8d77\u52d5<\/strong>\u3057\u3066\u6e96\u5099\u5b8c\u4e86\u3067\u3059\u3002<\/p>\r\n<p><!-- notionvc: e1349463-61a8-4d5a-ab84-387863cd8298 --><\/p>\r\n<p><!-- notionvc: bf69e0d3-816a-402a-82ba-45e210b039ce --><\/p>\r\n<p><!-- notionvc: 7b304798-01aa-4c71-b6da-5555d94c2b50 --><\/p>\n\n<h2>Chatbot\u306e\u4f5c\u6210<\/h2>\n<b>\u65b0\u3057\u3044Webapp\u306e\u4f5c\u6210<\/b>\r\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u79fb\u52d5\u3057\u3001<strong>[+NEW WEBAPP] \u2192 [Visual Webapp]<\/strong> \u3092\u9078\u629e\u3002<\/p>\r\n<p>\u5229\u7528\u53ef\u80fd\u306a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304b\u3089 <strong>Answers<\/strong> \u3092\u9078\u3073\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.48.19.png\" alt=\"\" width=\"1774\" height=\"1144\" class=\"alignnone size-full wp-image-7155\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.48.19.png 1774w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.48.19-300x193.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.48.19-1024x660.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.48.19-768x495.png 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.48.19-1536x991.png 1536w\" sizes=\"(max-width: 1774px) 100vw, 1774px\" \/><\/p>\r\n<b>LLM\u3068\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8a2d\u5b9a<\/b>\r\n<p>Answers Webapp\u306b\u306f\u6700\u4f4e\u9650\u4ee5\u4e0b\u306e\u8a2d\u5b9a\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\r\n<ul>\r\n\t<li><strong>Main LLM<\/strong>\uff1a\u5229\u7528\u3059\u308bLLM\uff08\u4f8b\uff1aOpenAI GPT-4\u3001Azure OpenAI\u306a\u3069\uff09<\/li>\r\n\t<li><strong>Conversation History Dataset<\/strong>\uff1a\u30e6\u30fc\u30b6\u30fc\u3068\u30dc\u30c3\u30c8\u306e\u5bfe\u8a71\u5c65\u6b74\u3092\u4fdd\u5b58\u3059\u308bSQL\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/li>\r\n\t<li><strong>Conversation User Profile Dataset<\/strong>\uff1a\u30e6\u30fc\u30b6\u30fc\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u5b58\u3059\u308bSQL\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/li>\r\n<\/ul>\r\n<p>\u65b0\u898f\u306bPostgres\u306a\u3069\u3078\u4f5c\u6210\u3059\u308b\u5834\u5408\u306f\u300cNew dataset\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: 3fa3a444-3e19-4a7c-aa05-2ab3e1dce834 --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.51.53.jpg\" alt=\"\" width=\"1670\" height=\"1360\" class=\"alignnone size-full wp-image-7156\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.51.53.jpg 1670w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.51.53-300x244.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.51.53-1024x834.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.51.53-768x625.jpg 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-15.51.53-1536x1251.jpg 1536w\" sizes=\"(max-width: 1670px) 100vw, 1670px\" \/><\/p>\r\n<b>\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/b>\r\n<p>Webapp\u306e\u30bf\u30a4\u30c8\u30eb\u3084\u8aac\u660e\u6587\u3092\u81ea\u7531\u306b\u7de8\u96c6\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u307e\u305f\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u63d0\u793a\u3059\u308b\u300c\u8cea\u554f\u4f8b\u300d\u3092\u8a2d\u5b9a\u3057\u3066\u304a\u304f\u3068\u5229\u7528\u304c\u30b9\u30e0\u30fc\u30ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: dd6bc633-8a46-4f05-b8ea-515f71ee4298 --><\/p>\r\n<p><!-- notionvc: 5c2bba89-52bc-4668-abe1-51c0a82861d1 --><\/p>\n\n<h2>Retrieval Method\u306e\u8a2d\u5b9a<\/h2>\n<p>Chatbot\u306b<strong>\u793e\u5185\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u751f\u6210\u6e08\u307f\u30c7\u30fc\u30bf<\/strong>\u3092\u53c2\u7167\u3055\u305b\u308b\u306b\u306f\u3001Retrieval\u8a2d\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\r\n<b>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u53c2\u7167\u306e\u6709\u52b9\u5316<\/b>\r\n<ol>\r\n\t<li><strong>Retrieval method<\/strong> \u3068\u3057\u3066 <em>\u300cUse dataset retrieval\u300d<\/em> \u3092\u9078\u629e<\/li>\r\n\t<li>\u63a5\u7d9a\uff08\u4f8b\uff1aPostgres\uff09\u3092\u6307\u5b9a\r\n\r\n<ul>\r\n\t<li>\u3053\u3053\u3067\u6307\u5b9a\u3059\u308b\u306e\u306f\u3001Flow\u4e0a\u306e\u30d5\u30a1\u30a4\u30eb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff08CSV, Excel \u306a\u3069\uff09\u3067\u306f\u306a\u304f\u3001S**QL\u3067\u554f\u3044\u5408\u308f\u305b\u53ef\u80fd\u306aRDBMS\uff08Postgres, MySQL, Snowflake, BigQuery\u306a\u3069\uff09**\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\r\n\t<li>Flow\u4e0a\u306e\u4e2d\u9593\u30c7\u30fc\u30bf\u3092\u4f7f\u3044\u305f\u3044\u5834\u5408\u306f\u3001\u4e00\u5ea6RDBMS\u306b\u66f8\u304d\u51fa\u3057\u3066\u304b\u3089\u6307\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n\t<li>\u53c2\u7167\u3057\u305f\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff08\u4f8b\uff1a<code>generated_shifts_DB<\/code>\uff09\u3092\u9078\u629e<\/li>\r\n<\/ol>\r\n<p><!-- notionvc: 25c9682a-9d24-4697-b0da-a728655b30b7 --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.51.11.png\" alt=\"\" width=\"1260\" height=\"1254\" class=\"alignnone size-full wp-image-7157\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.51.11.png 1260w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.51.11-300x300.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.51.11-1024x1019.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.51.11-150x150.png 150w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.51.11-768x764.png 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.51.11-120x120.png 120w\" sizes=\"(max-width: 1260px) 100vw, 1260px\" \/><\/p>\n\n<h2>\u5b8c\u6210\u3057\u305fChatbot<\/h2>\n<p>\u3053\u3053\u307e\u3067\u306e\u8a2d\u5b9a\u3092\u4fdd\u5b58\u3059\u308b\u3068\u3001Dataiku\u4e0a\u3067\u52d5\u4f5c\u3059\u308bChatbot\u304c\u5b8c\u6210\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001\u691c\u7d22\u30fb\u56de\u7b54\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3068\u3057\u3066\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.49.48.jpg\" alt=\"\" width=\"2000\" height=\"1025\" class=\"alignnone size-full wp-image-7158\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.49.48.jpg 2000w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.49.48-300x154.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.49.48-1024x525.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.49.48-768x394.jpg 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-09-08-16.49.48-1536x787.jpg 1536w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/><\/p>\r\n<p><!-- notionvc: b72bd745-97cd-49f4-ae7f-95cd39230ba6 --><\/p>\n\n<h2>\u8003\u5bdf<\/h2>\n<p style=\"text-align: center\"><strong>\u60c5\u5831\u691c\u7d22\u3068\u8981\u7d04\u304c\u76ee\u7684\u3063\u307d\u3044<\/strong><\/p>\r\n<p>\u4e00\u8a00\u3067\u8a00\u3046\u3068\u3001\u300c\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u30c7\u30fc\u30bf\u306a\u3069\u306e\u300e\u30ca\u30ec\u30c3\u30b8\u30d0\u30f3\u30af\u300f\u3092\u57fa\u306b\u3001\u9ad8\u6027\u80fd\u306aRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306a\u3057\u3067\u8fc5\u901f\u306b\u4f5c\u6210\u30fb\u5c55\u958b\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u300d\u3067\u3059\u3002<\/p>\r\n<p>\u91cd\u8981\u306a\u70b9\u3068\u3057\u3066\u3001\u3053\u306e\u4ed5\u7d44\u307f\u3067\u306f <strong>\u30c7\u30fc\u30bf\u81ea\u4f53\u306e\u5909\u66f4\u3084\u66f4\u65b0\u3092\u76f4\u63a5\u884c\u3046\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093<\/strong>\u3002<\/p>\r\n<p>\u3064\u307e\u308a\u3001\u3042\u304f\u307e\u3067\u300c\u65e2\u5b58\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u3067\u8981\u7d04\u30fb\u56de\u7b54\u3059\u308b\u300d\u3053\u3068\u304c\u4e3b\u76ee\u7684\u3067\u3059\u3002<\/p>\r\n<p>\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u76f4\u63a5\u66f8\u304d\u8fbc\u307f\u3092\u3057\u305f\u308a\u3001\u30c7\u30fc\u30bf\u3092\u7de8\u96c6\u3059\u308b\u3088\u3046\u306a\u6a5f\u80fd\u306f\u60f3\u5b9a\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\r\n<p>&nbsp;<\/p>\r\n<b>\u3055\u3089\u306b\u8e0f\u307f\u8fbc\u3093\u3060\u8003\u5bdf<\/b>\r\n<ol>\r\n\t<li><strong>\u6a29\u9650\u7ba1\u7406\u306e\u91cd\u8981\u6027<\/strong>\r\n<ul>\r\n\t<li>\u691c\u7d22\u5bfe\u8c61\u304c\u5e83\u7bc4\u56f2\u306b\u306a\u308b\u305f\u3081\u3001\u95b2\u89a7\u6a29\u9650\u3092\u3069\u3046\u5236\u5fa1\u3059\u308b\u304b\u304c\u5fc5\u9808\u3002<\/li>\r\n\t<li>\u4e0d\u8981\u306a\u60c5\u5831\u6d41\u51fa\u3092\u9632\u3050\u305f\u3081\u306b\u3001Dataiku\u306e\u6a29\u9650\u3084Row-level Security\u3068\u306e\u9023\u643a\u304c\u91cd\u8981\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n\t<li><strong>\u5c06\u6765\u7684\u306a\u5fdc\u7528\u53ef\u80fd\u6027<\/strong>\r\n<ul>\r\n\t<li>\u691c\u7d22\uff0b\u8981\u7d04\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u56de\u7b54\u3092\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u6e21\u3057\u3066\u5225\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u52d5\u304b\u3059\u3053\u3068\u3067\u300c\u691c\u7d22\u30c4\u30fc\u30eb\u300d\u304b\u3089\u300c\u696d\u52d9\u30aa\u30fc\u30c8\u30e1\u30fc\u30b7\u30e7\u30f3\u300d\u3078\u306e\u767a\u5c55\u3082\u8003\u3048\u3089\u308c\u308b\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n<\/ol>\r\n<p><!-- notionvc: b0cc4bba-3e7b-4fff-ad4b-df3b8e863cb6 --><\/p>\r\n<p><!-- notionvc: 077bd64b-92bc-45c3-b2da-12b6db5a0d9f --><\/p>\n\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001<strong>Dataiku Answers\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u5229\u7528\u3057\u305fChatbot\u4f5c\u6210\u624b\u9806<\/strong>\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\r\n<ul>\r\n\t<li>\u30d7\u30e9\u30b0\u30a4\u30f3\u8a8d\u8a3c\u8cc7\u683c\u60c5\u5831\u306bLLM API\u30ad\u30fc\u3092\u767b\u9332<\/li>\r\n\t<li>\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u5c02\u7528\u74b0\u5883\u3092\u69cb\u7bc9<\/li>\r\n\t<li>Webapp\u304b\u3089Answers\u3092\u9078\u3093\u3067LLM\u3068\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8a2d\u5b9a<\/li>\r\n\t<li>UI\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3066\u5b8c\u6210<\/li>\r\n<\/ul>\r\n<p>Dataiku\u4e0a\u3067\u30ce\u30fc\u30b3\u30fc\u30c9\u306b\u8fd1\u3044\u5f62\u3067Chatbot\u3092\u69cb\u7bc9\u3067\u304d\u308b\u306e\u306f\u975e\u5e38\u306b\u5f37\u529b\u3067\u3059\u3002<\/p>\r\n<p>\u4eca\u5f8c\u306f\u793e\u5185\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22\u3084FAQ\u5bfe\u5fdc\u306a\u3069\u3001\u5e45\u5e83\u3044\u30b7\u30fc\u30f3\u3067\u6d3b\u7528\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\r\n<p><!-- notionvc: a1464c6a-1970-4882-af42-60926366e44e --><\/p>\n\n<h2>\u53c2\u8003<\/h2>\n<ul>\r\n\t<li><a href=\"https:\/\/www.keywalker.co.jp\/blog\/dataiku-llm-mesh-textanalysis.html\">Dataiku LLM Mesh\u3068\u30c6\u30ad\u30b9\u30c8\u5206\u6790<\/a><\/li>\r\n\t<li><a href=\"https:\/\/qiita.com\/goya1021\/items\/7dff35db767155cc6c6d\">Qiita: Dataiku \u30d7\u30e9\u30b0\u30a4\u30f3\u5c0e\u5165<\/a><\/li>\r\n\t<li><a href=\"https:\/\/qiita.com\/yukinaka_data\/items\/8270e1a559e8fc3c047d\">Qiita: Dataiku Chatbot\u69cb\u7bc9<\/a><\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 8c1eb4ad-65d7-4490-9ec7-fe7b6145212f --><\/p>","protected":false},"excerpt":{"rendered":"<p>\u751f\u6210AI\u3092\u696d\u52d9\u306b\u6d3b\u7528\u3059\u308b\u969b\u3001\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3057\u305fChatbot\u306e\u30cb\u30fc\u30ba\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002 Dataiku DSS\u306b\u306f\u3001\u3053\u3046\u3057\u305f\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3059\u308b\u300cAnswers\u300d\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001GUI\u64cd\u4f5c\u4e2d\u5fc3\u3067\u8ab0 [&hellip;]<\/p>\n","protected":false},"author":56,"featured_media":7118,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1249],"tags":[199,564,722],"class_list":["post-7151","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge","tag-dataiku","tag-llm","tag-722"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/7151","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=7151"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/7151\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/7118"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=7151"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=7151"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=7151"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}