{"id":280034,"date":"2024-02-29T20:33:45","date_gmt":"2024-02-29T11:33:45","guid":{"rendered":"https:\/\/www.singapore-startup.com\/?p=280034"},"modified":"2024-02-29T20:34:06","modified_gmt":"2024-02-29T11:34:06","slug":"%e6%9c%80%e6%96%b0%e6%8a%80%e8%a1%93autoprompt%e3%81%a7%e3%83%97%e3%83%ad%e3%83%b3%e3%83%97%e3%83%88%e5%95%8f%e9%a1%8c%e3%82%92%e8%a7%a3%e6%b1%ba","status":"publish","type":"post","link":"https:\/\/www.singapore-startup.com\/?p=280034","title":{"rendered":"\u6700\u65b0\u6280\u8853AutoPrompt\u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u554f\u984c\u3092\u89e3\u6c7a"},"content":{"rendered":"<div class=\"aafe36d7afa19a8010513acdd90193c0\" data-index=\"1\" style=\"float: none; margin:0px 0 0px 0; text-align:center;\">\n<center>Sponsored Link<\/center>\r\n<script async src=\"\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js\"><\/script>\r\n<!-- Article upper_singapore-startup.com -->\r\n<ins class=\"adsbygoogle\"\r\n     style=\"display:block\"\r\n     data-ad-client=\"ca-pub-8303070969424899\"\r\n     data-ad-slot=\"5656608650\"\r\n     data-ad-format=\"rectangle\"><\/ins>\r\n<script>\r\n(adsbygoogle = window.adsbygoogle || []).push({});\r\n<\/script>\n<\/div>\n<h1>AutoPrompt: \u610f\u56f3\u306b\u57fa\u3065\u304f\u30d7\u30ed\u30f3\u30d7\u30c8\u8abf\u6574\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u8a73\u7d30\u89e3\u8aac<\/h1>\n<p>\u3000[<span style=\"text-decoration: underline; color: #0000ff;\"><a href=\"https:\/\/github.com\/Eladlev\/AutoPrompt\" style=\"color: #0000ff; text-decoration: underline;\">AutoPrompt<\/a><\/span>]\u306f\u3001\u30ea\u30a2\u30eb\u30ef\u30fc\u30eb\u30c9\u306e\u4f7f\u7528\u30b1\u30fc\u30b9\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u751f\u6210\u3057\u3001\u5b8c\u74a7\u306b\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u306b\u5408\u308f\u305b\u3066\u9ad8\u54c1\u8cea\u3067\u8a73\u7d30\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u81ea\u52d5\u751f\u6210\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3000\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8abf\u6574\uff08\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\uff09\u30d7\u30ed\u30bb\u30b9\u3092\u901a\u3058\u3066\u3001\u6311\u6226\u7684\u306a\u30a8\u30c3\u30b8\u30b1\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53cd\u5fa9\u7684\u306b\u69cb\u7bc9\u3057\u3001\u305d\u308c\u306b\u5fdc\u3058\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u304a\u3051\u308b\u624b\u52d5\u4f5c\u696d\u3092\u524a\u6e1b\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u611f\u5ea6\u3084\u56fa\u6709\u306e\u3042\u3044\u307e\u3044\u3055\u3068\u3044\u3063\u305f\u4e00\u822c\u7684\u306a\u554f\u984c\u306b\u3082\u52b9\u679c\u7684\u306b\u5bfe\u51e6\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u30df\u30c3\u30b7\u30e7\u30f3<\/h2>\n<p>\u3000AutoPrompt\u306e\u30df\u30c3\u30b7\u30e7\u30f3\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u529b\u3092\u5229\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u9ad8\u54c1\u8cea\u3067\u5805\u7262\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>AutoPrompt\u306e\u7279\u5fb4<\/h2>\n<p>&#8211; <strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u8ab2\u984c<\/strong>: LLM\u306e\u54c1\u8cea\u306f\u4f7f\u7528\u3055\u308c\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002\u308f\u305a\u304b\u306a\u5909\u66f4\u3067\u3082\u305d\u306e\u6027\u80fd\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>&#8211; <strong>\u30d9\u30f3\u30c1\u30de\u30fc\u30ad\u30f3\u30b0\u306e\u8ab2\u984c<\/strong>: \u672c\u756a\u74b0\u5883\u5411\u3051\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306f\u3001\u591a\u5927\u306a\u52b4\u529b\u3068\u6642\u9593\u3092\u8981\u3059\u308b\u4f5c\u696d\u3067\u3059\u3002<\/p>\n<p>&#8211; <strong>\u4fe1\u983c\u6027\u306e\u3042\u308b\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong>: AutoPrompt\u306f\u3001\u6700\u5c0f\u9650\u306e\u30c7\u30fc\u30bf\u3068\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30b9\u30c6\u30c3\u30d7\u3092\u4f7f\u7528\u3057\u3066\u3001\u5805\u7262\u3067\u9ad8\u54c1\u8cea\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u751f\u6210\u3057\u3001\u6e2c\u5b9a\u3055\u308c\u305f\u7cbe\u5ea6\u3068\u6027\u80fd\u306e\u5411\u4e0a\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>&#8211; <strong>\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u3068\u9069\u5fdc\u6027<\/strong>: AutoPrompt\u306f\u3001LangChain\u3001Wandb\u3001Argilla\u306a\u3069\u306e\u4eba\u6c17\u306e\u3042\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3055\u308c\u3001\u30c7\u30fc\u30bf\u5408\u6210\u3084\u30d7\u30ed\u30f3\u30d7\u30c8\u79fb\u884c\u3092\u542b\u3080\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u3067\u304d\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u3092\u6838\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u30b7\u30b9\u30c6\u30e0\u6982\u8981<\/h2>\n<p>\u3000AutoPrompt\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u4e0d\u5747\u8861\u306a\u30c7\u30fc\u30bf\u5206\u5e03\u306b\u3088\u3063\u3066\u3057\u3070\u3057\u3070\u6311\u6226\u3055\u308c\u308b\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3\u30bf\u30b9\u30af\u306a\u3069\u306e\u30ea\u30a2\u30eb\u30ef\u30fc\u30eb\u30c9\u306e\u30b7\u30ca\u30ea\u30aa\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u610f\u56f3\u306b\u57fa\u3065\u304f\u30d7\u30ed\u30f3\u30d7\u30c8\u8abf\u6574\u65b9\u6cd5\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3000\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u63d0\u4f9b\u306e\u521d\u671f\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u30bf\u30b9\u30af\u8aac\u660e\u304b\u3089\u59cb\u307e\u308a\u3001\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u30e6\u30fc\u30b6\u30fc\u4f8b\u3092\u542b\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u8abf\u6574\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u591a\u69d8\u306a\u30b5\u30f3\u30d7\u30eb\u3092\u53cd\u5fa9\u7684\u306b\u751f\u6210\u3057\u3001\u305d\u308c\u3089\u3092\u30e6\u30fc\u30b6\u30fc\/LLM\u3092\u901a\u3058\u3066\u30a2\u30ce\u30c6\u30fc\u30c8\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6027\u80fd\u3092\u8a55\u4fa1\u3057\u305f\u5f8c\u3001LLM\u304c\u6539\u5584\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u63d0\u6848\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>\u3000\u3053\u306e\u6700\u9069\u5316\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u307e\u305a\u30e9\u30f3\u30ab\u30fc\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8003\u6848\u3057\u3001\u305d\u306e\u5f8c\u3001\u3053\u306e\u5b66\u7fd2\u3057\u305f\u30e9\u30f3\u30ab\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6700\u9069\u5316\u3092\u884c\u3046\u3053\u3068\u306b\u3088\u308a\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u30bf\u30b9\u30af\u306b\u62e1\u5f35\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6700\u9069\u5316\u306f\u3001\u4e88\u7b97\u307e\u305f\u306f\u53cd\u5fa9\u56de\u6570\u306e\u5236\u9650\u306b\u9054\u3059\u308b\u307e\u3067\u7d50\u8ad6\u3065\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u3000\u3053\u306e\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316\u306e\u7d44\u307f\u5408\u308f\u305b\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u5f93\u6765\u306e\u65b9\u6cd5\u3092\u4e0a\u56de\u308a\u3001\u6700\u5c0f\u9650\u306e\u30c7\u30fc\u30bf\u3068\u53cd\u5fa9\u3067\u5b9f\u73fe\u3057\u307e\u3059\u3002E. Levi\u3089\u306b\u3088\u308b\u8ad6\u6587\u300cIntent-based Prompt Calibration: Enhancing prompt optimization with synthetic boundary cases\u300d(2024)\u3067\u3001\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3064\u3044\u3066\u3055\u3089\u306b\u5b66\u3076\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u30c7\u30e2\u3068\u4f7f\u7528\u65b9\u6cd5<\/h2>\n<p>\u3000AutoPrompt\u306e\u4f7f\u7528\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306f\u3001[<span style=\"text-decoration: underline; color: #0000ff;\"><a href=\"https:\/\/github.com\/Eladlev\/AutoPrompt\" style=\"color: #0000ff; text-decoration: underline;\">\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a><\/span>]\u306b\u8a73\u7d30\u306a\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u6307\u793a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u6700\u9069\u5316\u306e\u4f8b\u3001\u52d5\u4f5c\u539f\u7406\u306e\u8aac\u660e\u3001\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30ac\u30a4\u30c9\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3000\u3053\u308c\u3089\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u53c2\u7167\u3059\u308b\u3053\u3068\u3067\u3001\u6620\u753b\u30ec\u30d3\u30e5\u30fc\u306e\u5206\u985e\u3001\u751f\u6210\u3001\u30c1\u30e3\u30c3\u30c8\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u306e\u4f7f\u7528\u4f8b\u3092\u542b\u3080\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6700\u9069\u5316\u30d7\u30ed\u30bb\u30b9\u3092\u958b\u59cb\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u8ca2\u732e\u3068\u30b5\u30dd\u30fc\u30c8<\/h2>\n<p>\u3000AutoPrompt\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3078\u306e\u8ca2\u732e\u306f\u5927\u6b53\u8fce\u3067\u3059\u3002\u8ca2\u732e\u3092\u5e0c\u671b\u3059\u308b\u5834\u5408\u306f\u3001[<span style=\"text-decoration: underline; color: #0000ff;\"><a href=\"https:\/\/github.com\/Eladlev\/AutoPrompt\" style=\"color: #0000ff; text-decoration: underline;\">\u8ca2\u732e\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3<\/a><\/span>]\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u307e\u305f\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u306e\u3064\u306a\u304c\u308a\u3092\u6df1\u3081\u305f\u3044\u5834\u5408\u306f\u3001[<span style=\"text-decoration: underline; color: #0000ff;\"><a href=\"https:\/\/discord.gg\/autoprompt\" style=\"color: #0000ff; text-decoration: underline;\">Discord\u30b3\u30df\u30e5\u30cb\u30c6\u30a3<\/a><\/span>]\u306b\u53c2\u52a0\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u514d\u8cac\u4e8b\u9805<\/h2>\n<p>\u3000AutoPrompt\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001\u300c\u73fe\u72b6\u306e\u307e\u307e\u300d\u3067\u63d0\u4f9b\u3055\u308c\u3001\u3044\u304b\u306a\u308b\u4fdd\u8a3c\u3082\u3055\u308c\u307e\u305b\u3093\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6700\u9069\u5316\u3068\u4f7f\u7528\u306b\u95a2\u3059\u308b\u79c1\u305f\u3061\u306e\u898b\u89e3\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6d17\u7df4\u3055\u305b\u3001\u9ad8\u54c1\u8cea\u306a\u7d50\u679c\u3092\u9054\u6210\u3059\u308b\u3053\u3068\u3092\u4e3b\u306a\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3000\u3053\u308c\u306f\u3001\u53cd\u5fa9\u7684\u306a\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u30d7\u30ed\u30bb\u30b9\u3092\u901a\u3058\u3066\u30a8\u30e9\u30fc\u3092\u6e1b\u3089\u3057\u3001LLM\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3067\u9054\u6210\u3055\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u3059\u3079\u3066\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u306e\u7d76\u5bfe\u7684\u306a\u6b63\u78ba\u3055\u3084\u504f\u898b\u306e\u306a\u3044\u7d50\u679c\u3092\u4fdd\u8a3c\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>\u3000AutoPrompt\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3055\u305b\u3001\u611f\u5ea6\u306e\u554f\u984c\u3092\u8efd\u6e1b\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u3088\u3046\u306a\u554f\u984c\u3092\u5b8c\u5168\u306b\u6392\u9664\u3059\u308b\u3068\u306f\u4e3b\u5f35\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>\u3000OpenAI\u306eGPT-4\u306a\u3069\u306eLLM\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u8cbb\u7528\u306b\u3064\u3044\u3066\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c8\u30fc\u30af\u30f3\u306e\u4f7f\u7528\u3068\u8cbb\u7528\u3092\u76e3\u8996\u3057\u3001\u7ba1\u7406\u3059\u308b\u8cac\u4efb\u304c\u3042\u308a\u307e\u3059\u3002\u5b9a\u671f\u7684\u306bLLM\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306eAPI\u4f7f\u7528\u72b6\u6cc1\u3092\u78ba\u8a8d\u3057\u3001\u4e88\u671f\u3057\u306a\u3044\u8acb\u6c42\u3092\u9632\u3050\u305f\u3081\u306b\u5236\u9650\u3084\u30a2\u30e9\u30fc\u30c8\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u6d3b\u7528\u4f8b<\/h2>\n<p>\u3000AutoPrompt\u306e\u6d3b\u7528\u306b\u3088\u308a\u3001\u65e5\u5e38\u751f\u6d3b\u3084\u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067\u76f4\u9762\u3059\u308b\u69d8\u3005\u306a\u554f\u984c\u306b\u5bfe\u3057\u3066\u3001\u6b21\u306e\u3088\u3046\u306a\u89e3\u6c7a\u7b56\u304c\u898b\u8fbc\u3081\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>1. \u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u81ea\u52d5\u5316\u3068\u6700\u9069\u5316<\/h3>\n<p>\u3000AutoPrompt\u3092\u4f7f\u7528\u3057\u3066\u3001\u9867\u5ba2\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3059\u308b\u8fd4\u7b54\u3092\u81ea\u52d5\u751f\u6210\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u52b9\u7387\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002\u7279\u306b\u3001\u610f\u56f3\u306b\u57fa\u3065\u304f\u30d7\u30ed\u30f3\u30d7\u30c8\u8abf\u6574\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u9867\u5ba2\u306e\u610f\u56f3\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3057\u3001\u3088\u308a\u95a2\u9023\u6027\u306e\u9ad8\u3044\u56de\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>2. \u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u306e\u54c1\u8cea\u5411\u4e0a<\/h3>\n<p>\u3000\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u306e\u5206\u91ce\u3067\u306f\u3001AutoPrompt\u3092\u5229\u7528\u3057\u3066\u3001\u8a18\u4e8b\u3084\u5e83\u544a\u30b3\u30d4\u30fc\u306e\u751f\u6210\u306b\u4f7f\u7528\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u54c1\u8cea\u3068\u95a2\u9023\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u306b\u5bfe\u3059\u308b\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u306e\u5411\u4e0a\u3068\u3001\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u306e\u5411\u4e0a\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>3. \u6559\u80b2\u5206\u91ce\u3067\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5b66\u7fd2\u652f\u63f4<\/h3>\n<p>\u3000\u6559\u80b2\u5206\u91ce\u3067\u306f\u3001AutoPrompt\u3092\u4f7f\u7528\u3057\u3066\u3001\u5b66\u7fd2\u8005\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u5b66\u7fd2\u8cc7\u6599\u3084\u30c6\u30b9\u30c8\u554f\u984c\u3092\u751f\u6210\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5b66\u7fd2\u8005\u4e00\u4eba\u3072\u3068\u308a\u306e\u7406\u89e3\u5ea6\u3084\u95a2\u5fc3\u306b\u5408\u308f\u305b\u305f\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5b66\u7fd2\u7d4c\u9a13\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5b66\u7fd2\u52b9\u679c\u306e\u6700\u5927\u5316\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>4. \u30d3\u30b8\u30cd\u30b9\u30d7\u30ed\u30bb\u30b9\u306e\u81ea\u52d5\u5316<\/h3>\n<p>\u3000AutoPrompt\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u30d7\u30ed\u30bb\u30b9\u5185\u3067\u306e\u6587\u66f8\u751f\u6210\u3084\u30c7\u30fc\u30bf\u5165\u529b\u306a\u3069\u306e\u4f5c\u696d\u3092\u81ea\u52d5\u5316\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4f5c\u696d\u306e\u52b9\u7387\u5316\u3068\u30df\u30b9\u306e\u524a\u6e1b\u304c\u671f\u5f85\u3067\u304d\u3001\u5168\u4f53\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u306e\u751f\u7523\u6027\u306e\u5411\u4e0a\u306b\u5bc4\u4e0e\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>5. 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style=\"color: #0000ff;\"><a href=\"https:\/\/github.com\/dair-ai\/Prompt-Engineering-Guide\" style=\"color: #0000ff;\">Prompt Engineering Guide<\/a><\/span>] &#8211; Star 41.8k<\/h3>\n<p>\u3000\u3053\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u95a2\u3059\u308b\u30ac\u30a4\u30c9\u3001\u8ad6\u6587\u3001\u8b1b\u7fa9\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3001\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u6df1\u5c64\u5b66\u7fd2\u3001OpenAI\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u3001ChatGPT\u306b\u95a2\u9023\u3059\u308b\u5185\u5bb9\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u57fa\u790e\u304b\u3089\u5fdc\u7528\u307e\u3067\u5e45\u5e83\u304f\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>[<span style=\"text-decoration: underline; color: #0000ff;\"><a href=\"https:\/\/github.com\/microsoft\/generative-ai-for-beginners\" style=\"color: #0000ff; text-decoration: underline;\">Generative AI for Beginners<\/a><\/span>] &#8211; Star 24.8k<\/h3>\n<p>\u3000Microsoft\u304c\u63d0\u4f9b\u3059\u308b\u3053\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306f\u300118\u306e\u30ec\u30c3\u30b9\u30f3\u3092\u901a\u3058\u3066\u751f\u6210AI\u306e\u69cb\u7bc9\u3092\u5b66\u3076\u305f\u3081\u306e\u30ea\u30bd\u30fc\u30b9\u3067\u3059\u3002AI\u3001Azure\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3001OpenAI\u3001GPT\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3001DALL-E\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001LLMs\u3001\u751f\u6210AI\u3001ChatGPT\u306b\u95a2\u3059\u308b\u5185\u5bb9\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>[<span style=\"text-decoration: underline; color: #0000ff;\"><a href=\"https:\/\/github.com\/AI4Finance-Foundation\/FinGPT\" style=\"color: #0000ff; text-decoration: underline;\">FinGPT<\/a><\/span>] &#8211; Star 10.8k<\/h3>\n<p>\u3000FinGPT\u306f\u3001\u91d1\u878d\u5206\u91ce\u306b\u7279\u5316\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3059\u3002NLP\u3001\u91d1\u878d\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u5f37\u5316\u5b66\u7fd2\u3001\u611f\u60c5\u5206\u6790\u3001PyTorch\u3001\u30d5\u30a3\u30f3\u30c6\u30c3\u30af\u3001\u6280\u8853\u5206\u6790\u3001\u30ed\u30dc\u30a2\u30c9\u30d0\u30a4\u30b6\u30fc\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001ChatGPT\u306b\u95a2\u9023\u3059\u308b\u5185\u5bb9\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>[<span style=\"text-decoration: underline; color: #0000ff;\"><a href=\"https:\/\/github.com\/microsoft\/promptflow\" style=\"color: #0000ff; text-decoration: underline;\">PromptFlow<\/a><\/span>] &#8211; Star 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