{"id":5219,"date":"2026-03-10T17:49:38","date_gmt":"2026-03-10T08:49:38","guid":{"rendered":"https:\/\/japan-ai.geniee.co.jp\/media\/?p=5219"},"modified":"2026-03-10T17:49:38","modified_gmt":"2026-03-10T08:49:38","slug":"%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%a8%e3%81%af%ef%bc%9f%e4%bb%95%e7%b5%84%e3%81%bf%e3%83%bbrag%e3%81%a8%e3%81%ae%e9%81%95%e3%81%84","status":"publish","type":"post","link":"https:\/\/dev-japan-ai.geniee.co.jp\/media\/basic\/5219\/","title":{"rendered":"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u30fbRAG\u3068\u306e\u9055\u3044\u30fb\u6d3b\u7528\u4e8b\u4f8b\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac"},"content":{"rendered":"<p>ChatGPT\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u751f\u6210AI\uff08\u4eba\u5de5\u77e5\u80fd\uff09\u306e\u666e\u53ca\u306b\u3088\u308a\u3001\u300c\u6c4e\u7528\u30e2\u30c7\u30eb\u3092\u305d\u306e\u307e\u307e\u4f7f\u3046\u3060\u3051\u3067\u306f\u81ea\u793e\u696d\u52d9\u306b\u5408\u308f\u306a\u3044\u300d\u3068\u3044\u3046\u8ab2\u984c\u3092\u611f\u3058\u308b\u4f01\u696d\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3001<mark>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/mark>\u3067\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u3001\u5927\u898f\u6a21\u306a\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306b\u81ea\u793e\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u30c9\u30e1\u30a4\u30f3\u306b\u6700\u9069\u5316\u3059\u308b\u624b\u6cd5\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n<p>\u300cRAG\u3068\u3069\u3046\u9055\u3046\u306e\u304b\u300d\u300c\u3069\u306e\u304f\u3089\u3044\u306e\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b\u306e\u304b\u300d\u300c\u904e\u5b66\u7fd2\u306e\u30ea\u30b9\u30af\u306f\u3069\u3046\u9632\u3050\u306e\u304b\u300d\u306a\u3069\u3001\u8a00\u8449\u306e\u5b9a\u7fa9\u306f\u77e5\u3063\u3066\u3044\u3066\u3082\u6280\u8853\u7684\u306a\u96e3\u3057\u3055\u3084\u60c5\u5831\u306e\u5c11\u306a\u3055\u304b\u3089\u5c0e\u5165\u306b\u8e0f\u307f\u5207\u308c\u306a\u3044\u65b9\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u672c\u7684\u306a\u5b9a\u7fa9\u30fb\u4ed5\u7d44\u307f\u304b\u3089\u3001\u7a2e\u985e\u306e\u6bd4\u8f03\u30fbRAG\u3084\u8ee2\u79fb\u5b66\u7fd2\u3068\u306e\u9055\u3044\u30fb\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099\u30fb\u5177\u4f53\u7684\u306a\u624b\u9806\u30fb\u6d3b\u7528\u4e8b\u4f8b\u307e\u3067\u3001\u4f53\u7cfb\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002AI\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u90e8\u9580\u306e\u62c5\u5f53\u8005\u3084DX\u63a8\u9032\u62c5\u5f53\u306e\u65b9\u306b\u5411\u3051\u3066\u3001\u5224\u65ad\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n<div class=\"toc\">    <div id=\"toc_container\" class=\"toc_container toc-container sgb-toc--bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <span class=\"toc_toggle js-toc-toggle\" data-open-toggle=\"\u8868\u793a\" data-close-toggle=\"\u975e\u8868\u793a\">\u975e\u8868\u793a<\/span><\/p>\n      <ul class=\"toc_list js-toc-list\">  <li class=\"first\">    <a href=\"#i-0\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f<\/a>    <ul class=\"menu_level_1\">      <li class=\"first last\">        <a href=\"#i-1\">\u306a\u305c\u4eca\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304b<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-2\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f<\/a>  <\/li>  <li>    <a href=\"#i-5\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u7a2e\u985e<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-6\">\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/a>      <\/li>      <li>        <a href=\"#i-7\">PEFT\uff08\u30d1\u30e9\u30e1\u30fc\u30bf\u52b9\u7387\u7684\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u30fbLoRA<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-8\">\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08Instruction Tuning\uff09\u30fbRLHF<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-9\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u4ed6\u624b\u6cd5\u306e\u9055\u3044\u30fb\u4f7f\u3044\u5206\u3051<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-10\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306e\u9055\u3044<\/a>      <\/li>      <li>        <a href=\"#i-11\">\u8ee2\u79fb\u5b66\u7fd2\u3068\u306e\u9055\u3044<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-12\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u306e\u9055\u3044<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-13\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30e1\u30ea\u30c3\u30c8<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-14\">\u7279\u5b9a\u30bf\u30b9\u30af\u30fb\u30c9\u30e1\u30a4\u30f3\u3078\u306e\u9ad8\u7cbe\u5ea6\u306a\u6700\u9069\u5316<\/a>      <\/li>      <li>        <a href=\"#i-15\">\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u52b9\u7387\u5316\u30fb\u958b\u767a\u30b3\u30b9\u30c8\u524a\u6e1b<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-16\">\u63a8\u8ad6\u901f\u5ea6\u306e\u5411\u4e0a\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u306e\u6700\u9069\u5316<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-17\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u30fb\u6ce8\u610f\u70b9<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-18\">\u904e\u5b66\u7fd2\uff08\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09\u306e\u30ea\u30b9\u30af<\/a>      <\/li>      <li>        <a href=\"#i-19\">\u9ad8\u3044\u8a08\u7b97\u30b3\u30b9\u30c8\u3068\u5c02\u9580\u77e5\u8b58\u306e\u5fc5\u8981\u6027<\/a>      <\/li>      <li>        <a href=\"#i-20\">\u30c7\u30fc\u30bf\u54c1\u8cea\u30fb\u91cf\u306e\u78ba\u4fdd\u304c\u96e3\u3057\u3044<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-21\">LLM\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u6642\u306e\u518d\u5b66\u7fd2\u30b3\u30b9\u30c8<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-22\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-23\">\u6307\u793a\u5fdc\u7b54\uff08\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\uff09\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-24\">\u793e\u5185\u30c7\u30fc\u30bf\u30fb\u5c02\u9580\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u3068\u6ce8\u610f\u70b9<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-25\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5177\u4f53\u7684\u306a\u624b\u9806<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-26\">\u30b9\u30c6\u30c3\u30d71\uff1a\u76ee\u7684\u5b9a\u7fa9\u3068\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u9078\u5b9a<\/a>      <\/li>      <li>        <a href=\"#i-27\">\u30b9\u30c6\u30c3\u30d72\uff1a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099\u30fb\u524d\u51e6\u7406<\/a>      <\/li>      <li>        <a href=\"#i-28\">\u30b9\u30c6\u30c3\u30d73\uff1a\u5b66\u7fd2\u74b0\u5883\u306e\u69cb\u7bc9\u3068\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8a2d\u5b9a<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-29\">\u30b9\u30c6\u30c3\u30d74\uff1a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u884c\u3068\u30e2\u30c7\u30eb\u8a55\u4fa1<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-30\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6d3b\u7528\u4e8b\u4f8b<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-31\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u30fb\u793e\u5185FAQ\u81ea\u52d5\u5316<\/a>      <\/li>      <li>        <a href=\"#i-32\">\u533b\u7642\u30fb\u6cd5\u5f8b\u30fb\u91d1\u878d\u306a\u3069\u5c02\u9580\u9818\u57df\u3067\u306e\u6d3b\u7528<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-33\">\u6587\u66f8\u751f\u6210\u30fb\u8981\u7d04\u30fb\u5206\u985e\u30bf\u30b9\u30af\u3078\u306e\u9069\u7528<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-37\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u3057\u3066\u3088\u304f\u3042\u308b\u8cea\u554f<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-38\">Q. \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u3001\u3069\u3061\u3089\u3092\u9078\u3079\u3070\u3088\u3044\u3067\u3059\u304b\uff1f<\/a>      <\/li>      <li>        <a href=\"#i-39\">Q. \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u91cf\u306f\u3069\u306e\u304f\u3089\u3044\u3067\u3059\u304b\uff1f<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-40\">Q. \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30b3\u30b9\u30c8\u306f\u3069\u306e\u304f\u3089\u3044\u304b\u304b\u308a\u307e\u3059\u304b\uff1f<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-41\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3092\u624b\u8efd\u306b\u5b9f\u65bd\u3059\u308b\u306a\u3089\u3001\u300cJAPAN AI\u300d<\/a>  <\/li><\/ul>\n      \n    <\/div><\/div><h2 id=\"i-0\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f<\/h2>\n<p><mark>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u3001\u5927\u898f\u6a21\u306a\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u30c9\u30e1\u30a4\u30f3\u306b\u5408\u308f\u305b\u3066\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u3001\u5185\u90e8\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5fae\u8abf\u6574\u3059\u308b\u624b\u6cd5<\/mark>\u3067\u3059\u3002\u6c4e\u7528\u7684\u306a\u8a00\u8a9e\u80fd\u529b\u3092\u6301\u3064\u30e2\u30c7\u30eb\u3092\u30d9\u30fc\u30b9\u306b\u3001\u7279\u5b9a\u306e\u76ee\u7684\u306b\u6cbf\u3063\u305f\u696d\u52d9\u56fa\u6709\u306e\u8ffd\u52a0\u30c7\u30fc\u30bf\u3067\u518d\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u5c02\u9580\u9818\u57df\u306b\u7279\u5316\u3057\u305f\u9ad8\u7cbe\u5ea6\u306aAI\u3092\u52b9\u7387\u3088\u304f\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u30bc\u30ed\u304b\u3089\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u3068\u6bd4\u8f03\u3057\u3066\u3001\u5b66\u7fd2\u30b3\u30b9\u30c8\u3068\u6642\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b\u70b9\u304c\u6700\u5927\u306e\u7279\u5fb4\u3067\u3059\u3002\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306f\u3059\u3067\u306b\u8a00\u8a9e\u306e\u6587\u6cd5\u30fb\u6587\u8108\u30fb\u4e00\u822c\u77e5\u8b58\u3092\u7fd2\u5f97\u3057\u3066\u3044\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u3053\u306e\u30e2\u30c7\u30eb\u304c\u6301\u3064\u6c4e\u7528\u7684\u306a\u80fd\u529b\u3092\u571f\u53f0\u3068\u3057\u3066\u6d3b\u304b\u3057\u306a\u304c\u3089\u3001\u300c\u533b\u7642\u7528\u8a9e\u306e\u6b63\u78ba\u306a\u89e3\u91c8\u300d\u300c\u81ea\u793e\u88fd\u54c1\u306b\u95a2\u3059\u308b\u554f\u3044\u5408\u308f\u305b\u3078\u306e\u56de\u7b54\u300d\u300c\u7279\u5b9a\u306e\u6587\u4f53\u30fb\u30c8\u30fc\u30f3\u3067\u306e\u6587\u7ae0\u751f\u6210\u300d\u3068\u3044\u3063\u305f\u696d\u52d9\u56fa\u6709\u306e\u8981\u4ef6\u3092\u5b66\u7fd2\u3055\u305b\u307e\u3059\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u6c4e\u7528\u30e2\u30c7\u30eb\u3067\u306f\u5bfe\u5fdc\u304c\u96e3\u3057\u304b\u3063\u305f\u5c02\u9580\u7684\u306a\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u3001\u9ad8\u3044\u7cbe\u5ea6\u3067\u5fdc\u7b54\u3067\u304d\u308b\u30e2\u30c7\u30eb\u304c\u5b8c\u6210\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"i-1\">\u306a\u305c\u4eca\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304b<\/h3>\n<p><mark>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u6ce8\u76ee\u3055\u308c\u308b\u80cc\u666f\u306b\u306f\u3001\u751f\u6210AI\uff08\u4eba\u5de5\u77e5\u80fd\uff09\u306e\u6025\u901f\u306a\u666e\u53ca\u3068\u3001\u4f01\u696d\u304c\u6c4e\u7528\u30e2\u30c7\u30eb\u3092\u81ea\u793e\u696d\u52d9\u306b\u7279\u5316\u3055\u305b\u305f\u3044\u3068\u3044\u3046\u30cb\u30fc\u30ba\u306e\u9ad8\u307e\u308a<\/mark>\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u7dcf\u52d9\u7701\u300c\u60c5\u5831\u901a\u4fe1\u767d\u66f8\u4ee4\u548c7\u5e74\u7248\u300d\u306b\u3088\u308b\u3068\u3001\u751f\u6210AI\u306e\u6d3b\u7528\u65b9\u91dd\u3092\u5b9a\u3081\u3066\u3044\u308b\u65e5\u672c\u4f01\u696d\u306e\u5272\u5408\u306f2024\u5e74\u5ea6\u8abf\u67fb\u306749.7%\u306b\u9054\u3057\u3001\u524d\u5e74\u5ea6\u306e42.7%\u304b\u3089\u5897\u52a0\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u4f55\u3089\u304b\u306e\u696d\u52d9\u3067\u751f\u6210AI\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u4f01\u696d\u306f55.2%\u306b\u306e\u307c\u308a\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u300c\u52b9\u679c\u7684\u306a\u6d3b\u7528\u65b9\u6cd5\u304c\u308f\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u61f8\u5ff5\u304c\u6700\u3082\u591a\u304f\u6319\u3052\u3089\u308c\u3066\u304a\u308a\u3001\u6c4e\u7528\u30e2\u30c7\u30eb\u3092\u305d\u306e\u307e\u307e\u4f7f\u3046\u3060\u3051\u3067\u306f\u696d\u52d9\u7cbe\u5ea6\u306b\u9650\u754c\u304c\u3042\u308b\u3053\u3068\u304c\u6d6e\u304d\u5f6b\u308a\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u624b\u6bb5\u3068\u3057\u3066\u3001\u81ea\u793e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3078\u306e\u95a2\u5fc3\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u51fa\u5178\uff1a<a href=\"https:\/\/www.soumu.go.jp\/johotsusintokei\/whitepaper\/ja\/r07\/html\/nd112220.html\" rel=\"nofollow\">\u7dcf\u52d9\u7701\u300c\u4ee4\u548c7\u5e74\u7248 \u60c5\u5831\u901a\u4fe1\u767d\u66f8\uff5c\u4f01\u696d\u306b\u304a\u3051\u308bAI\u5229\u7528\u306e\u73fe\u72b6\u300d<\/a><\/p>\n<h2 id=\"i-2\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/uploads\/2026\/03\/a5219-1.png\" alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b66\u7fd2\u306e\u4ed5\u7d44\u307f\u306e\u30d5\u30ed\u30fc\" width=\"4400\" height=\"2456\" class=\"alignnone size-full wp-image-5229\"><\/p>\n<p><mark>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u91cd\u307f\uff08\u30d1\u30e9\u30e1\u30fc\u30bf\uff09\u3092\u3001\u7279\u5b9a\u30bf\u30b9\u30af\u5411\u3051\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u518d\u8abf\u6574\u3059\u308b\u30d7\u30ed\u30bb\u30b9<\/mark>\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u5165\u529b\u3068\u3057\u3066\u53d7\u3051\u53d6\u308a\u3001\u51fa\u529b\u3068\u6b63\u89e3\u306e\u5dee\uff08\u640d\u5931\uff09\u3092\u8a08\u7b97\u3057\u3001\u305d\u306e\u5dee\u3092\u5c0f\u3055\u304f\u3059\u308b\u3088\u3046\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002\u3053\u306e\u66f4\u65b0\u51e6\u7406\u3092\u300c\u8aa4\u5dee\u9006\u4f1d\u64ad\u6cd5\uff08\u30d0\u30c3\u30af\u30d7\u30ed\u30d1\u30b2\u30fc\u30b7\u30e7\u30f3\uff09\u300d\u3068\u547c\u3073\u307e\u3059\u3002<\/p>\n<p>\u4e8b\u524d\u5b66\u7fd2\u306e\u6bb5\u968e\u3067\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u81a8\u5927\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u4f7f\u3063\u3066\u8a00\u8a9e\u306e\u69cb\u9020\u30fb\u6587\u8108\u30fb\u4e00\u822c\u77e5\u8b58\u3092\u7fd2\u5f97\u3057\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u3053\u306e\u5b66\u7fd2\u6e08\u307f\u306e\u91cd\u307f\u3092\u521d\u671f\u5024\u3068\u3057\u3066\u5f15\u304d\u7d99\u304e\u3001\u696d\u52d9\u7279\u5316\u30c7\u30fc\u30bf\u3067\u8ffd\u52a0\u5b66\u7fd2\u3092\u884c\u3044\u307e\u3059\u3002\u30bc\u30ed\u304b\u3089\u5b66\u7fd2\u3059\u308b\u5834\u5408\u3068\u7570\u306a\u308a\u3001\u3059\u3067\u306b\u8a00\u8a9e\u80fd\u529b\u304c\u5099\u308f\u3063\u305f\u72b6\u614b\u304b\u3089\u51fa\u767a\u3059\u308b\u305f\u3081\u3001\u5c11\u91cf\u306e\u30c7\u30fc\u30bf\u3068\u77ed\u3044\u5b66\u7fd2\u6642\u9593\u3067\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u5b66\u7fd2\u306e\u904e\u7a0b\u3067\u306f\u3001\u300c\u5b66\u7fd2\u7387\uff08Learning Rate\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u66f4\u65b0\u5e45\u3092\u9069\u5207\u306b\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u5b66\u7fd2\u7387\u304c\u9ad8\u3059\u304e\u308b\u3068\u4e8b\u524d\u5b66\u7fd2\u3067\u7372\u5f97\u3057\u305f\u77e5\u8b58\u304c\u5931\u308f\u308c\uff08\u58ca\u6ec5\u7684\u5fd8\u5374\uff09\u3001\u4f4e\u3059\u304e\u308b\u3068\u5b66\u7fd2\u304c\u9032\u307e\u306a\u3044\u305f\u3081\u3001\u30bf\u30b9\u30af\u306e\u6027\u8cea\u306b\u5fdc\u3058\u305f\u614e\u91cd\u306a\u8abf\u6574\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/japan-ai.co.jp\/agent\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\">\u69d8\u3005\u306a\u696d\u52d9\u3092\u81ea\u5f8b\u7684\u306b\u9042\u884c\u3059\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300cJAPAN AI AGENT\u300d<\/a><\/p>\n<div class=\"cta_ai_agent_b cta_wh_type_b\">\n<div class=\"cta_logo\"><img decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/logo_cta.png\"><\/div>\n<div class=\"cta_inner\">\n<div class=\"cta_txt\">\n<h4 id=\"i-3\">\n                3\u5206\u3067\u308f\u304b\u308b\uff01<br \/>\nAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u57fa\u790e\u77e5\u8b58            <\/h4>\n<p>\n                AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u8a2d\u5b9a\u3057\u305f\u76ee\u6a19\u3084\u30b4\u30fc\u30eb\u306b\u5bfe\u3057\u3066\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u3001\u81ea\u5f8b\u7684\u306b\u6700\u9069\u306a\u884c\u52d5\u3092\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002<br \/>\nAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3067\u304d\u308b\u3053\u3068\u304b\u3089\u5dee\u304c\u51fa\u308b\u30dd\u30a4\u30f3\u30c8\u307e\u3067\u3092\u5fb9\u5e95\u89e3\u8aac\u3057\u307e\u3059\u3002            <\/p>\n<p><a href=\"https:\/\/japan-ai.co.jp\/document\/learn-the-basics\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" target=\"_blank\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"29\" height=\"21\" viewBox=\"0 0 29 21\" fill=\"none\"><g clip-path=\"url(#clip0_259_235)\"><path d=\"M19.6786 3.60498L27.9643 11.609L19.6786 19.611M1.03577 11.611H27.9643\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_259_235\"><rect width=\"29\" height=\"20\" fill=\"white\" transform=\"translate(0 0.61084)\" \/><\/clipPath><\/defs><\/svg><\/a><\/div>\n<div class=\"cta_imgbox\"><img decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/cta_general_ai_agent.png\"><\/div>\n<p><a href=\"https:\/\/japan-ai.co.jp\/document\/learn-the-basics\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" class=\"sp_btnbox\" target=\"_blank\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"29\" height=\"21\" viewBox=\"0 0 29 21\" fill=\"none\"><g clip-path=\"url(#clip0_259_235)\"><path d=\"M19.6786 3.60498L27.9643 11.609L19.6786 19.611M1.03577 11.611H27.9643\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_259_235\"><rect width=\"29\" height=\"20\" fill=\"white\" transform=\"translate(0 0.61084)\" \/><\/clipPath><\/defs><\/svg><\/a><\/div>\n<\/div>\n<section><a class=\"cta_ai_agent cta_wh_type\" href=\"https:\/\/japan-ai.co.jp\/agent\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" target=\"_blank\"><\/p>\n<div class=\"cta_logo\"><img decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/logo_cta.png\"><\/div>\n<div class=\"cta_inner\">\n<div class=\"cta_inner_top\">\n<p class=\"sub_top_p\">\n                    \u65e5\u672c\u4f01\u696d\u306e\u305f\u3081\u306e<br \/>\u6700\u3082\u5b9f\u7528\u7684\u306aAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\uff01\n                <\/p>\n<p class=\"sub_bot_p\">\n                    AI\u304c\u4f01\u696d\u306e\u69d8\u3005\u306a\u8077\u7a2e\u306e<br class=\"sp_br\">\u65b9\u3005\u304c<br class=\"pc_br\">\n                    \u666e\u6bb5\u884c\u3063\u3066\u3044\u308b<br class=\"sp_br\"><span>\u30bf\u30b9\u30af\u3092\u81ea\u5f8b\u7684<\/span>\u306b<span>\u5b9f\u884c<\/span><\/p>\n<\/div>\n<div class=\"cta_inner_bot\">\n<div class=\"cta_txtbox\">\n<h4 id=\"i-4\">\n                        JAPAN AI AGENT<br \/>\n                    <\/h4>\n<div class=\"txt_cols\">\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_286)\"><path d=\"M9.00082 18.644C10.1732 18.6455 11.3343 18.4153 12.4174 17.9667C13.5005 17.518 14.4842 16.8598 15.3121 16.0297C16.1422 15.2018 16.8005 14.218 17.2491 13.1349C17.6978 12.0518 17.928 10.8907 17.9264 9.71838C17.9279 8.54604 17.6977 7.38495 17.2491 6.30185C16.8004 5.21874 16.1422 4.23498 15.3121 3.40708C14.4842 2.57701 13.5005 1.91873 12.4174 1.47008C11.3343 1.02142 10.1732 0.791244 9.00082 0.792763C7.82848 0.791268 6.66739 1.02146 5.58429 1.47011C4.50118 1.91876 3.51742 2.57703 2.68952 3.40708C1.85947 4.23498 1.2012 5.21874 0.752551 6.30185C0.3039 7.38495 0.0737082 8.54604 0.0752028 9.71838C0.0736838 10.8907 0.303865 12.0518 0.752517 13.1349C1.20117 14.218 1.85945 15.2018 2.68952 16.0297C3.51742 16.8597 4.50118 17.518 5.58429 17.9667C6.66739 18.4153 7.82848 18.6455 9.00082 18.644Z\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_286\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.718384)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u5b9f\u7528\u6027\u306e\u9ad8\u3044AI\u30a8\u30fc\u30b8\u30a7\u30f3\u3092\u63d0\u4f9b\n                            <\/p>\n<\/div>\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_286)\"><path d=\"M9.00082 18.644C10.1732 18.6455 11.3343 18.4153 12.4174 17.9667C13.5005 17.518 14.4842 16.8598 15.3121 16.0297C16.1422 15.2018 16.8005 14.218 17.2491 13.1349C17.6978 12.0518 17.928 10.8907 17.9264 9.71838C17.9279 8.54604 17.6977 7.38495 17.2491 6.30185C16.8004 5.21874 16.1422 4.23498 15.3121 3.40708C14.4842 2.57701 13.5005 1.91873 12.4174 1.47008C11.3343 1.02142 10.1732 0.791244 9.00082 0.792763C7.82848 0.791268 6.66739 1.02146 5.58429 1.47011C4.50118 1.91876 3.51742 2.57703 2.68952 3.40708C1.85947 4.23498 1.2012 5.21874 0.752551 6.30185C0.3039 7.38495 0.0737082 8.54604 0.0752028 9.71838C0.0736838 10.8907 0.303865 12.0518 0.752517 13.1349C1.20117 14.218 1.85945 15.2018 2.68952 16.0297C3.51742 16.8597 4.50118 17.518 5.58429 17.9667C6.66739 18.4153 7.82848 18.6455 9.00082 18.644Z\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_286\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.718384)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u7121\u6599\u306e\u4f34\u8d70\u30b5\u30dd\u30fc\u30c8\n                            <\/p>\n<\/div>\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_286)\"><path d=\"M9.00082 18.644C10.1732 18.6455 11.3343 18.4153 12.4174 17.9667C13.5005 17.518 14.4842 16.8598 15.3121 16.0297C16.1422 15.2018 16.8005 14.218 17.2491 13.1349C17.6978 12.0518 17.928 10.8907 17.9264 9.71838C17.9279 8.54604 17.6977 7.38495 17.2491 6.30185C16.8004 5.21874 16.1422 4.23498 15.3121 3.40708C14.4842 2.57701 13.5005 1.91873 12.4174 1.47008C11.3343 1.02142 10.1732 0.791244 9.00082 0.792763C7.82848 0.791268 6.66739 1.02146 5.58429 1.47011C4.50118 1.91876 3.51742 2.57703 2.68952 3.40708C1.85947 4.23498 1.2012 5.21874 0.752551 6.30185C0.3039 7.38495 0.0737082 8.54604 0.0752028 9.71838C0.0736838 10.8907 0.303865 12.0518 0.752517 13.1349C1.20117 14.218 1.85945 15.2018 2.68952 16.0297C3.51742 16.8597 4.50118 17.518 5.58429 17.9667C6.66739 18.4153 7.82848 18.6455 9.00082 18.644Z\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_286\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.718384)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u9ad8\u3044\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\n                            <\/p>\n<\/div>\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_286)\"><path d=\"M9.00082 18.644C10.1732 18.6455 11.3343 18.4153 12.4174 17.9667C13.5005 17.518 14.4842 16.8598 15.3121 16.0297C16.1422 15.2018 16.8005 14.218 17.2491 13.1349C17.6978 12.0518 17.928 10.8907 17.9264 9.71838C17.9279 8.54604 17.6977 7.38495 17.2491 6.30185C16.8004 5.21874 16.1422 4.23498 15.3121 3.40708C14.4842 2.57701 13.5005 1.91873 12.4174 1.47008C11.3343 1.02142 10.1732 0.791244 9.00082 0.792763C7.82848 0.791268 6.66739 1.02146 5.58429 1.47011C4.50118 1.91876 3.51742 2.57703 2.68952 3.40708C1.85947 4.23498 1.2012 5.21874 0.752551 6.30185C0.3039 7.38495 0.0737082 8.54604 0.0752028 9.71838C0.0736838 10.8907 0.303865 12.0518 0.752517 13.1349C1.20117 14.218 1.85945 15.2018 2.68952 16.0297C3.51742 16.8597 4.50118 17.518 5.58429 17.9667C6.66739 18.4153 7.82848 18.6455 9.00082 18.644Z\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" fill=\"#15803D\" \/><path d=\"M5.43066 9.7184L8.10835 12.3961L13.4637 7.04071\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_286\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.718384)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u76ee\u6a19\u8a2d\u5b9a\u3092\u3060\u3051\u3067\u81ea\u5f8b\u7684\u306bAI\u304c\u5404\u30bf\u30b9\u30af\u3092\u5b9f\u884c\n                            <\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"ming\">\n<div class=\"monitor_div\"><img decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/cta_monitor.png\"><\/div>\n<div class=\"video_div\"><iframe loading=\"lazy\" width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/s150PLLnReU?si=hF7JSkRTonZq-Wcl&amp;controls=0&amp;autoplay=1&amp;mute=1\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"bottom_box gr_color\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"22\" height=\"17\" viewBox=\"0 0 22 17\" fill=\"none\"><g clip-path=\"url(#clip0_32_86)\"><path d=\"M14.9286 2.7157L21.2143 9.1189L14.9286 15.5205M0.785767 9.1205H21.2143\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_86\"><rect width=\"22\" height=\"16\" fill=\"white\" transform=\"translate(0 0.320557)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p><\/a><\/section>\n<h2 id=\"i-5\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u7a2e\u985e<\/h2>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u8907\u6570\u306e\u624b\u6cd5\u304c\u3042\u308a\u3001\u76ee\u7684\u30fb\u30c7\u30fc\u30bf\u91cf\u30fb\u8a08\u7b97\u30b3\u30b9\u30c8\u306b\u5fdc\u3058\u3066\u4f7f\u3044\u5206\u3051\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4ee3\u8868\u7684\u306a\u7a2e\u985e\u3068\u3057\u3066\u3001\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30fbPEFT\uff08LoRA\u7b49\uff09\u30fb\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30fbRLHF\u306e4\u3064\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff1a\u30e2\u30c7\u30eb\u5168\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u518d\u5b66\u7fd2\u3059\u308b\u624b\u6cd5\u3002\u9ad8\u7cbe\u5ea6\u3060\u304c\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u9ad8\u3044<\/li>\n<li>PEFT\u30fbLoRA\uff1a\u4e00\u90e8\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u307f\u66f4\u65b0\u3059\u308b\u52b9\u7387\u7684\u624b\u6cd5\u3002\u30b3\u30b9\u30c8\u3092\u6291\u3048\u306a\u304c\u3089\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe<\/li>\n<li>\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08Instruction Tuning\uff09\uff1a\u6307\u793a\u5fdc\u7b54\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u3092\u8abf\u6574\u3059\u308b\u624b\u6cd5<\/li>\n<li>RLHF\uff1a\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u6d3b\u7528\u3057\u305f\u5f37\u5316\u5b66\u7fd2\u306b\u3088\u308b\u8abf\u6574\u624b\u6cd5<\/li>\n<\/ul>\n<p>\u5404\u624b\u6cd5\u306e\u7279\u5fb4\u3092\u4ee5\u4e0b\u306e\u8868\u3067\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n<table>\n<tr>\n<th>\u624b\u6cd5<\/th>\n<th>\u66f4\u65b0\u5bfe\u8c61<\/th>\n<th>\u8a08\u7b97\u30b3\u30b9\u30c8<\/th>\n<th>\u5fc5\u8981\u30c7\u30fc\u30bf\u91cf<\/th>\n<th>\u4e3b\u306a\u7528\u9014<\/th>\n<\/tr>\n<tr>\n<td>\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/td>\n<td>\u5168\u30d1\u30e9\u30e1\u30fc\u30bf<\/td>\n<td>\u9ad8<\/td>\n<td>\u5927\u91cf<\/td>\n<td>\u9ad8\u7cbe\u5ea6\u306a\u5c02\u9580\u7279\u5316<\/td>\n<\/tr>\n<tr>\n<td>PEFT\u30fbLoRA<\/td>\n<td>\u4e00\u90e8\u30d1\u30e9\u30e1\u30fc\u30bf<\/td>\n<td>\u4f4e\u301c\u4e2d<\/td>\n<td>\u5c11\u301c\u4e2d\u91cf<\/td>\n<td>\u30b3\u30b9\u30c8\u52b9\u7387\u91cd\u8996\u306e\u7279\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/td>\n<td>\u5168\u307e\u305f\u306f\u4e00\u90e8<\/td>\n<td>\u4e2d<\/td>\n<td>\u4e2d\u91cf<\/td>\n<td>\u6307\u793a\u7406\u89e3\u30fb\u5bfe\u8a71\u80fd\u529b\u5411\u4e0a<\/td>\n<\/tr>\n<tr>\n<td>RLHF<\/td>\n<td>\u5168\u307e\u305f\u306f\u4e00\u90e8<\/td>\n<td>\u9ad8<\/td>\n<td>\u4eba\u9593\u8a55\u4fa1\u30c7\u30fc\u30bf<\/td>\n<td>\u5b89\u5168\u6027\u30fb\u5fdc\u7b54\u54c1\u8cea\u306e\u5411\u4e0a<\/td>\n<\/tr>\n<\/table>\n<h3 id=\"i-6\">\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/h3>\n<p>\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u3001<mark>\u30e2\u30c7\u30eb\u306e\u3059\u3079\u3066\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5bfe\u8c61\u30c7\u30fc\u30bf\u3067\u518d\u5b66\u7fd2\u3059\u308b\u624b\u6cd5<\/mark>\u3067\u3059\u3002\u30e2\u30c7\u30eb\u5168\u4f53\u3092\u7279\u5b9a\u30bf\u30b9\u30af\u306b\u6700\u9069\u5316\u3067\u304d\u308b\u305f\u3081\u3001\u9ad8\u3044\u7cbe\u5ea6\u304c\u671f\u5f85\u3067\u304d\u308b\u53cd\u9762\u3001\u6570\u5341\u5104\u301c\u6570\u5343\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b\u305f\u3081\u306b\u5927\u91cf\u306eGPU\u30ea\u30bd\u30fc\u30b9\u3068\u8a08\u7b97\u6642\u9593\u304c\u5fc5\u8981\u3067\u3059\u3002\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4fdd\u6709\u3057\u3001\u6700\u9ad8\u7cbe\u5ea6\u3092\u8ffd\u6c42\u3059\u308b\u5834\u9762\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u3044\u30fb\u504f\u308a\u304c\u3042\u308b\u30fb\u30a8\u30dd\u30c3\u30af\u6570\uff08\u5b66\u7fd2\u306e\u7e70\u308a\u8fd4\u3057\u56de\u6570\uff09\u304c\u591a\u3059\u304e\u308b\u3068\u3044\u3063\u305f\u5834\u5408\u3001\u4e8b\u524d\u5b66\u7fd2\u3067\u7372\u5f97\u3057\u305f\u6c4e\u7528\u7684\u306a\u8a00\u8a9e\u80fd\u529b\u304c\u5931\u308f\u308c\u308b\u300c\u58ca\u6ec5\u7684\u5fd8\u5374\u300d\u304c\u767a\u751f\u3059\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u5341\u5206\u306a\u30c7\u30fc\u30bf\u3068\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u78ba\u4fdd\u3067\u304d\u308b\u7d44\u7e54\u3067\u306e\u6d3b\u7528\u304c\u524d\u63d0\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"i-7\">PEFT\uff08\u30d1\u30e9\u30e1\u30fc\u30bf\u52b9\u7387\u7684\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u30fbLoRA<\/h3>\n<p><mark>PEFT\uff08Parameter-Efficient Fine-Tuning\uff1a\u30d1\u30e9\u30e1\u30fc\u30bf\u52b9\u7387\u7684\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u306f\u3001\u30e2\u30c7\u30eb\u306e\u4e00\u90e8\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u307f\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u3067\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u306a\u304c\u3089\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3059\u308b\u624b\u6cd5<\/mark>\u3067\u3059\u3002\u305d\u306e\u4ee3\u8868\u4f8b\u304cLoRA\uff08Low-Rank Adaptation\uff1a\u4f4e\u30e9\u30f3\u30af\u9069\u5fdc\uff09\u3067\u3059\u3002<\/p>\n<p>LoRA\u306f\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u884c\u5217\u306b\u5bfe\u3057\u3066\u4f4e\u30e9\u30f3\u30af\u306e\u5c0f\u3055\u306a\u884c\u5217\uff08A\u3068B\u306e2\u3064\uff09\u3092\u8ffd\u52a0\u3057\u3001\u3053\u306e\u8ffd\u52a0\u884c\u5217\u306e\u307f\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002\u5143\u306e\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u306f\u51cd\u7d50\u3057\u305f\u307e\u307e\u5909\u66f4\u3057\u306a\u3044\u305f\u3081\u3001\u5b66\u7fd2\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u6570\u5341\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u30e2\u30c7\u30eb\u3067\u3082\u3001LoRA\u3092\u4f7f\u3048\u3070\u5b66\u7fd2\u5bfe\u8c61\u3092\u5168\u4f53\u306e1%\u4ee5\u4e0b\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u4e00\u822c\u7684\u306a\u30af\u30e9\u30a6\u30c9GPU\u74b0\u5883\u3067\u3082\u73fe\u5b9f\u7684\u306a\u30b3\u30b9\u30c8\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"i-8\">\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08Instruction Tuning\uff09\u30fbRLHF<\/h3>\n<p>\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08Instruction Tuning\uff09\u306f\u3001<mark>\u300c\u6307\u793a\u6587\u2192\u671f\u5f85\u3055\u308c\u308b\u51fa\u529b\u300d\u3068\u3044\u3046\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u308b\u624b\u6cd5<\/mark>\u3067\u3059\u3002\u30e2\u30c7\u30eb\u304c\u4eba\u9593\u306e\u6307\u793a\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3057\u3001\u610f\u56f3\u306b\u6cbf\u3063\u305f\u5fdc\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u8abf\u6574\u3057\u307e\u3059\u3002\u5185\u95a3\u5e9c\u306e\u751f\u6210AI\u54c1\u8cea\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3067\u306f\u3001\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u300c\u6307\u793a\u6587\u3084\u5bfe\u8a71\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u306b\u30bf\u30b9\u30af\u306e\u6307\u793a\u3092\u7406\u89e3\u30fb\u5c0a\u91cd\u3055\u305b\u308b\u300d\u624b\u6cd5\u3068\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>RLHF\uff08Reinforcement Learning from Human Feedback\uff1a\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u3088\u308b\u5f37\u5316\u5b66\u7fd2\uff09\u306f\u3001\u4eba\u9593\u306e\u8a55\u4fa1\u8005\u304c\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u3092\u8a55\u4fa1\u3057\u3001\u305d\u306e\u8a55\u4fa1\u3092\u5831\u916c\u3068\u3057\u3066\u5f37\u5316\u5b66\u7fd2\u3092\u884c\u3046\u624b\u6cd5\u3067\u3059\u3002\u540c\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3067\u306f\u300c\u4eba\u624b\u306b\u3088\u308b\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u5831\u916c\u95a2\u6570\u306b\u5b66\u7fd2\u3055\u305b\u3001\u4eba\u9593\u306b\u3068\u3063\u3066\u597d\u307e\u3057\u3044\u51fa\u529b\u3092\u5f97\u3089\u308c\u308b\u3088\u3046\u306b\u3059\u308b\u300d\u624b\u6cd5\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002ChatGPT\u3068\u540c\u7cfb\u7d71\u306eInstructGPT\u306b\u3082\u63a1\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u30e2\u30c7\u30eb\u306e\u5b89\u5168\u6027\u30fb\u6709\u7528\u6027\u30fb\u8aa0\u5b9f\u3055\u3092\u9ad8\u3081\u308b\u76ee\u7684\u3067\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u51fa\u5178\uff1a<a href=\"https:\/\/www.kantei.go.jp\/jp\/singi\/titeki2\/ai_kentoukai\/gijisidai\/dai8\/sanko9.pdf\" rel=\"nofollow\">\u5185\u95a3\u5e9c\u300c\u751f\u6210AI\u54c1\u8cea\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u300d<\/a><\/p>\n<h2 id=\"i-9\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u4ed6\u624b\u6cd5\u306e\u9055\u3044\u30fb\u4f7f\u3044\u5206\u3051<\/h2>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u6df7\u540c\u3055\u308c\u3084\u3059\u3044\u624b\u6cd5\u3068\u3057\u3066\u3001RAG\u30fb\u8ee2\u79fb\u5b66\u7fd2\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e3\u3064\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u9055\u3044\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3001\u81ea\u793e\u306b\u6700\u9069\u306a\u624b\u6cd5\u3092\u9078\u3076\u3046\u3048\u3067\u91cd\u8981\u3067\u3059\u3002\u5404\u624b\u6cd5\u306e\u7279\u5fb4\u3068\u4f7f\u3044\u5206\u3051\u306e\u57fa\u6e96\u3092\u4ee5\u4e0b\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>RAG\uff1a\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u53c2\u7167\u3057\u3066\u30e2\u30c7\u30eb\u3092\u62e1\u5f35\u3059\u308b\u624b\u6cd5\u3002\u6700\u65b0\u60c5\u5831\u3078\u306e\u5bfe\u5fdc\u306b\u5f37\u3044<\/li>\n<li>\u8ee2\u79fb\u5b66\u7fd2\uff1a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u542b\u3080\u5e83\u3044\u6982\u5ff5\u3002\u7279\u5fb4\u62bd\u51fa\u3082\u542b\u3080<\/li>\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\uff1a\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u5909\u66f4\u305b\u305a\u3001\u5165\u529b\u306e\u5de5\u592b\u3067\u51fa\u529b\u3092\u5236\u5fa1\u3059\u308b\u624b\u6cd5<\/li>\n<\/ul>\n<h3 id=\"i-10\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306e\u9055\u3044<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/uploads\/2026\/03\/a5219-2.png\" alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u306e\u9055\u3044\" width=\"4418\" height=\"2465\" class=\"alignnone size-full wp-image-5228\"><\/p>\n<p><mark>RAG\uff08Retrieval-Augmented Generation\uff1a\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6839\u672c\u7684\u306a\u9055\u3044\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5185\u90e8\u3092\u5909\u66f4\u3059\u308b\u304b\u3069\u3046\u304b<\/mark>\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>RAG\u306f\u3001\u5916\u90e8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u4ed8\u52a0\u3057\u3066\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u624b\u6cd5\u3067\u3059\u3002\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u5909\u66f4\u3057\u306a\u3044\u305f\u3081\u3001\u6700\u65b0\u60c5\u5831\u3078\u306e\u5bfe\u5fdc\u3084\u60c5\u5831\u306e\u66f4\u65b0\u304c\u5bb9\u6613\u3067\u3059\u3002\u4e00\u65b9\u3067\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u305d\u306e\u3082\u306e\u3092\u66f4\u65b0\u3059\u308b\u305f\u3081\u3001\u5c02\u9580\u77e5\u8b58\u3092\u30e2\u30c7\u30eb\u5185\u90e8\u306b\u300c\u5185\u5728\u5316\u300d\u3055\u305b\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u4f7f\u3044\u5206\u3051\u306e\u57fa\u6e96\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<table>\n<tr>\n<th>\u89b3\u70b9<\/th>\n<th>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/th>\n<th>RAG<\/th>\n<\/tr>\n<tr>\n<td>\u60c5\u5831\u306e\u66f4\u65b0\u983b\u5ea6<\/td>\n<td>\u4f4e\u3044\uff08\u9759\u7684\u306a\u5c02\u9580\u77e5\u8b58\uff09<\/td>\n<td>\u9ad8\u3044\uff08\u6700\u65b0\u60c5\u5831\u306b\u5bfe\u5fdc\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u306e\u7d71\u4e00<\/td>\n<td>\u5f97\u610f<\/td>\n<td>\u82e6\u624b<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u8ad6\u901f\u5ea6<\/td>\n<td>\u901f\u3044\uff08\u5916\u90e8\u691c\u7d22\u4e0d\u8981\uff09<\/td>\n<td>\u3084\u3084\u9045\u3044\uff08\u691c\u7d22\u51e6\u7406\u304c\u767a\u751f\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u5c0e\u5165\u30b3\u30b9\u30c8<\/td>\n<td>\u9ad8\u3044\uff08\u5b66\u7fd2\u30b3\u30b9\u30c8\u304c\u5fc5\u8981\uff09<\/td>\n<td>\u4f4e\u3044\uff08\u30c7\u30fc\u30bf\u6574\u5099\u304c\u4e3b\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u60c5\u5831\u6f0f\u6d29\u30ea\u30b9\u30af<\/td>\n<td>\u4f4e\u3044\uff08\u5b66\u7fd2\u5f8c\u306f\u72ec\u7acb\uff09<\/td>\n<td>\u4e2d\uff08\u5916\u90e8DB\u7ba1\u7406\u304c\u5fc5\u8981\uff09<\/td>\n<\/tr>\n<\/table>\n<p>\u300c\u6700\u65b0\u60c5\u5831\u3078\u306e\u5bfe\u5fdc\u30fb\u4f4e\u30b3\u30b9\u30c8\u5c0e\u5165\u300d\u3092\u512a\u5148\u3059\u308b\u306a\u3089RAG\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u5c02\u9580\u77e5\u8b58\u306e\u5185\u5728\u5316\u30fb\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u306e\u7d71\u4e00\u30fb\u63a8\u8ad6\u901f\u5ea6\u306e\u5411\u4e0a\u300d\u3092\u91cd\u8996\u3059\u308b\u306a\u3089\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u6709\u52b9\u3067\u3059\u3002\u4e21\u8005\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u69cb\u6210\u3082\u5b9f\u52d9\u3067\u306f\u591a\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u751f\u6210AI\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/basic\/255\/\">\u751f\u6210AI\u3068\u306f\uff1f\u5f93\u6765\u306eAI\u3068\u306e\u9055\u3044\u3084\u3067\u304d\u308b\u3053\u3068\u306a\u3069\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac<\/a>\u3082\u3042\u308f\u305b\u3066\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3 id=\"i-11\">\u8ee2\u79fb\u5b66\u7fd2\u3068\u306e\u9055\u3044<\/h3>\n<p>\u8ee2\u79fb\u5b66\u7fd2\u3068\u306f\u3001\u3042\u308b\u30bf\u30b9\u30af\u3067\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u306e\u77e5\u8b58\u3092\u5225\u306e\u30bf\u30b9\u30af\u306b\u8ee2\u7528\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u624b\u6cd5\u5168\u822c\u3092\u6307\u3057\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u8ee2\u79fb\u5b66\u7fd2\u306e\u5b9f\u88c5\u624b\u6cd5\u306e\u4e00\u3064\u3067\u3042\u308a\u3001\u300c\u8ee2\u79fb\u5b66\u7fd2\u2283\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u3068\u3044\u3046\u5305\u542b\u95a2\u4fc2\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u8ee2\u79fb\u5b66\u7fd2\u306b\u306f\u5927\u304d\u304f2\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u3064\u306f\u300c\u7279\u5fb4\u62bd\u51fa\uff08Feature Extraction\uff09\u300d\u3067\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u5b8c\u5168\u306b\u56fa\u5b9a\u3057\u3001\u6700\u7d42\u5c64\u306e\u307f\u3092\u65b0\u305f\u306b\u5b66\u7fd2\u3055\u305b\u308b\u65b9\u6cd5\u3067\u3059\u3002\u3082\u3046\u4e00\u3064\u304c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u3001\u30e2\u30c7\u30eb\u306e\u4e00\u90e8\u307e\u305f\u306f\u5168\u4f53\u306e\u91cd\u307f\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002\u7279\u5fb4\u62bd\u51fa\u306f\u30c7\u30fc\u30bf\u304c\u6975\u3081\u3066\u5c11\u306a\u3044\u5834\u5408\u306b\u6709\u52b9\u3067\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3042\u308b\u7a0b\u5ea6\u306e\u30c7\u30fc\u30bf\u91cf\u304c\u78ba\u4fdd\u3067\u304d\u308b\u5834\u5408\u306b\u9ad8\u3044\u7cbe\u5ea6\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"i-12\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u306e\u9055\u3044<\/h3>\n<p><mark>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306f\u3001\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u5909\u66f4\u305b\u305a\u3001\u5165\u529b\u3059\u308b\u6307\u793a\u6587\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u306e\u8a2d\u8a08\u3092\u5de5\u592b\u3059\u308b\u3053\u3068\u3067\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u3092\u5236\u5fa1\u3059\u308b\u624b\u6cd5<\/mark>\u3067\u3059\u3002\u8ffd\u52a0\u5b66\u7fd2\u304c\u4e0d\u8981\u306a\u305f\u3081\u3001\u5c0e\u5165\u30b3\u30b9\u30c8\u304c\u6700\u3082\u4f4e\u304f\u3001\u5373\u5ea7\u306b\u8a66\u305b\u308b\u70b9\u304c\u5f37\u307f\u3067\u3059\u3002\u4e00\u65b9\u3067\u3001\u30e2\u30c7\u30eb\u306e\u6839\u672c\u7684\u306a\u80fd\u529b\u3084\u77e5\u8b58\u306f\u5909\u308f\u3089\u306a\u3044\u305f\u3081\u3001\u5c02\u9580\u7528\u8a9e\u306e\u6b63\u78ba\u306a\u89e3\u91c8\u3084\u7279\u5b9a\u306e\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u306e\u5fb9\u5e95\u306b\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<table>\n<tr>\n<th>\u89b3\u70b9<\/th>\n<th>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/th>\n<th>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/th>\n<th>RAG<\/th>\n<\/tr>\n<tr>\n<td>\u5c0e\u5165\u30b3\u30b9\u30c8<\/td>\n<td>\u4f4e<\/td>\n<td>\u9ad8<\/td>\n<td>\u4e2d<\/td>\n<\/tr>\n<tr>\n<td>\u5c02\u9580\u77e5\u8b58\u306e\u7cbe\u5ea6<\/td>\n<td>\u4f4e\u301c\u4e2d<\/td>\n<td>\u9ad8<\/td>\n<td>\u4e2d\u301c\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u306e\u7d71\u4e00<\/td>\n<td>\u4e2d<\/td>\n<td>\u9ad8<\/td>\n<td>\u4f4e\u301c\u4e2d<\/td>\n<\/tr>\n<tr>\n<td>\u6700\u65b0\u60c5\u5831\u3078\u306e\u5bfe\u5fdc<\/td>\n<td>\u4e2d\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u542b\u3081\u308b\uff09<\/td>\n<td>\u4f4e\uff08\u518d\u5b66\u7fd2\u304c\u5fc5\u8981\uff09<\/td>\n<td>\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u6280\u8853\u7684\u96e3\u6613\u5ea6<\/td>\n<td>\u4f4e<\/td>\n<td>\u9ad8<\/td>\n<td>\u4e2d<\/td>\n<\/tr>\n<\/table>\n<h2 id=\"i-13\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30e1\u30ea\u30c3\u30c8<\/h2>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u6c4e\u7528\u30e2\u30c7\u30eb\u3067\u306f\u5b9f\u73fe\u304c\u96e3\u3057\u3044\u696d\u52d9\u7279\u5316\u306e\u7cbe\u5ea6\u30fb\u52b9\u7387\u30fb\u30b3\u30b9\u30c8\u6700\u9069\u5316\u3092\u540c\u6642\u306b\u9054\u6210\u3067\u304d\u307e\u3059\u3002\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u3068\u3057\u3066\u3001\u7279\u5b9a\u30bf\u30b9\u30af\u3078\u306e\u9ad8\u7cbe\u5ea6\u306a\u6700\u9069\u5316\u30fb\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u52b9\u7387\u5316\u30fb\u63a8\u8ad6\u901f\u5ea6\u306e\u5411\u4e0a\u306e3\u70b9\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u7279\u5b9a\u30bf\u30b9\u30af\u30fb\u30c9\u30e1\u30a4\u30f3\u3078\u306e\u9ad8\u7cbe\u5ea6\u306a\u6700\u9069\u5316<\/li>\n<li>\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u52b9\u7387\u5316\u30fb\u958b\u767a\u30b3\u30b9\u30c8\u524a\u6e1b<\/li>\n<li>\u63a8\u8ad6\u901f\u5ea6\u306e\u5411\u4e0a\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u306e\u6700\u9069\u5316<\/li>\n<\/ul>\n<h3 id=\"i-14\">\u7279\u5b9a\u30bf\u30b9\u30af\u30fb\u30c9\u30e1\u30a4\u30f3\u3078\u306e\u9ad8\u7cbe\u5ea6\u306a\u6700\u9069\u5316<\/h3>\n<p><mark>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u6c4e\u7528\u30e2\u30c7\u30eb\u3067\u306f\u5bfe\u5fdc\u304c\u96e3\u3057\u3044\u5c02\u9580\u9818\u57df\u306e\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u3001\u9ad8\u3044\u7cbe\u5ea6\u3067\u5fdc\u7b54\u3067\u304d\u308b\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u308b\u70b9<\/mark>\u3067\u3059\u3002<\/p>\n<p>\u533b\u7642\u30fb\u6cd5\u5f8b\u30fb\u91d1\u878d\u3068\u3044\u3063\u305f\u5c02\u9580\u9818\u57df\u3067\u306f\u3001\u696d\u754c\u56fa\u6709\u306e\u7528\u8a9e\u30fb\u8868\u73fe\u30fb\u6587\u8108\u306e\u7406\u89e3\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u6c4e\u7528\u30e2\u30c7\u30eb\u306f\u3053\u308c\u3089\u306e\u5c02\u9580\u77e5\u8b58\u3092\u90e8\u5206\u7684\u306b\u3057\u304b\u6301\u3063\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u8aa4\u3063\u305f\u89e3\u91c8\u3084\u4e0d\u6b63\u78ba\u306a\u56de\u7b54\u304c\u751f\u3058\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u5c02\u9580\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u30e2\u30c7\u30eb\u304c\u696d\u754c\u7279\u6709\u306e\u77e5\u8b58\u3092\u5185\u5728\u5316\u3057\u3001\u5c02\u9580\u5bb6\u304c\u6c42\u3081\u308b\u6c34\u6e96\u306e\u56de\u7b54\u3092\u5b89\u5b9a\u3057\u3066\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u81ea\u793e\u7279\u6709\u306e\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u30fb\u30c8\u30fc\u30f3\u30fb\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u7d71\u4e00\u3067\u304d\u308b\u305f\u3081\u3001\u30d6\u30e9\u30f3\u30c9\u306e\u4e00\u8cab\u6027\u3092\u4fdd\u3061\u306a\u304c\u3089AI\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"i-15\">\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u52b9\u7387\u5316\u30fb\u958b\u767a\u30b3\u30b9\u30c8\u524a\u6e1b<\/h3>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u3057\u3066\u898b\u843d\u3068\u3055\u308c\u304c\u3061\u306a\u306e\u304c\u3001<mark>\u30bc\u30ed\u304b\u3089\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u3068\u6bd4\u8f03\u3057\u305f\u958b\u767a\u30b3\u30b9\u30c8\u306e\u5927\u5e45\u306a\u524a\u6e1b<\/mark>\u3067\u3059\u3002\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u4e00\u304b\u3089\u5b66\u7fd2\u3055\u305b\u308b\u306b\u306f\u3001\u6570\u5343\u301c\u6570\u4e07GPU\u6642\u9593\u3068\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u3092\u5f15\u304d\u7d99\u3050\u305f\u3081\u3001\u306f\u308b\u304b\u306b\u5c11\u306a\u3044\u30ea\u30bd\u30fc\u30b9\u3067\u76ee\u7684\u306e\u30e2\u30c7\u30eb\u3092\u5b8c\u6210\u3055\u305b\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u7279\u306bLoRA\u30fbPEFT\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001\u5b66\u7fd2\u5bfe\u8c61\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3092\u5168\u4f53\u306e1%\u4ee5\u4e0b\u306b\u6291\u3048\u3089\u308c\u3001\u4e00\u822c\u7684\u306a\u30af\u30e9\u30a6\u30c9GPU\u74b0\u5883\u3067\u3082\u73fe\u5b9f\u7684\u306a\u30b3\u30b9\u30c8\u3067\u306e\u5b9f\u65bd\u304c\u53ef\u80fd\u3067\u3059\u3002OpenAI API\u3092\u4f7f\u3063\u305f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u3042\u308c\u3070\u3001GPT-4.1 nano\u3067\u5b66\u7fd2\u30b3\u30b9\u30c8$1.50\/100\u4e07\u30c8\u30fc\u30af\u30f3\u3001GPT-4.1 mini\u3067$5.00\/100\u4e07\u30c8\u30fc\u30af\u30f3\u3001GPT-4.1\u3067$25.00\/100\u4e07\u30c8\u30fc\u30af\u30f3\u304b\u3089\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u51fa\u5178\uff1a<a href=\"https:\/\/openai.com\/ja-JP\/api\/pricing\/\" rel=\"nofollow\">OpenAI\u300cAPI \u6599\u91d1\u300d<\/a><\/p>\n<h3 id=\"i-16\">\u63a8\u8ad6\u901f\u5ea6\u306e\u5411\u4e0a\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u306e\u6700\u9069\u5316<\/h3>\n<p><mark>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u306f\u3001RAG\u306e\u3088\u3046\u306a\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u691c\u7d22\u51e6\u7406\u304c\u4e0d\u8981\u306a\u305f\u3081\u3001\u63a8\u8ad6\uff08\u5fdc\u7b54\u751f\u6210\uff09\u304c\u9ad8\u901f<\/mark>\u3067\u3059\u3002RAG\u3067\u306f\u6bce\u56de\u306e\u63a8\u8ad6\u6642\u306b\u5916\u90e8DB\u3078\u306e\u691c\u7d22\u30fb\u53d6\u5f97\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u3078\u306e\u4ed8\u52a0\u3068\u3044\u3046\u51e6\u7406\u304c\u767a\u751f\u3057\u307e\u3059\u304c\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u5c02\u9580\u77e5\u8b58\u304c\u30e2\u30c7\u30eb\u5185\u90e8\u306b\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u3053\u306e\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u304c\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u5fdc\u7b54\u901f\u5ea6\u304c\u91cd\u8981\u306a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3084\u3001\u5927\u91cf\u306e\u6587\u66f8\u51e6\u7406\u304c\u5fc5\u8981\u306a\u30d0\u30c3\u30c1\u51e6\u7406\u306e\u5834\u9762\u3067\u306f\u3001\u3053\u306e\u63a8\u8ad6\u901f\u5ea6\u306e\u512a\u4f4d\u6027\u304c\u904b\u7528\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u5916\u90e8DB\u306e\u7dad\u6301\u30fb\u7ba1\u7406\u30b3\u30b9\u30c8\u304c\u4e0d\u8981\u306b\u306a\u308b\u70b9\u3082\u3001\u9577\u671f\u7684\u306a\u904b\u7528\u30b3\u30b9\u30c8\u6700\u9069\u5316\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<h2 id=\"i-17\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u30fb\u6ce8\u610f\u70b9<\/h2>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u591a\u304f\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308b\u4e00\u65b9\u3001\u5c0e\u5165\u524d\u306b\u628a\u63e1\u3059\u3079\u304d\u30c7\u30e1\u30ea\u30c3\u30c8\u3068\u6ce8\u610f\u70b9\u3082\u5b58\u5728\u3057\u307e\u3059\u3002\u904e\u5b66\u7fd2\u306e\u30ea\u30b9\u30af\u30fb\u9ad8\u3044\u8a08\u7b97\u30b3\u30b9\u30c8\u30fb\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u78ba\u4fdd\u30fbLLM\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u6642\u306e\u518d\u5b66\u7fd2\u30b3\u30b9\u30c8\u306e4\u70b9\u304c\u4e3b\u306a\u8ab2\u984c\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u904e\u5b66\u7fd2\uff08\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09\u306e\u30ea\u30b9\u30af<\/li>\n<li>\u9ad8\u3044\u8a08\u7b97\u30b3\u30b9\u30c8\u3068\u5c02\u9580\u77e5\u8b58\u306e\u5fc5\u8981\u6027<\/li>\n<li>\u30c7\u30fc\u30bf\u54c1\u8cea\u30fb\u91cf\u306e\u78ba\u4fdd\u304c\u96e3\u3057\u3044<\/li>\n<li>LLM\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u6642\u306e\u518d\u5b66\u7fd2\u30b3\u30b9\u30c8<\/li>\n<\/ul>\n<h3 id=\"i-18\">\u904e\u5b66\u7fd2\uff08\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09\u306e\u30ea\u30b9\u30af<\/h3>\n<p><mark>\u904e\u5b66\u7fd2\uff08\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\uff09\u3068\u306f\u3001\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u904e\u5270\u306b\u9069\u5408\u3057\u3066\u3057\u307e\u3044\u3001\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u6c4e\u5316\u6027\u80fd\u304c\u4f4e\u4e0b\u3059\u308b\u73fe\u8c61<\/mark>\u3067\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3044\u3066\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u3044\u30fb\u504f\u308a\u304c\u3042\u308b\u30fb\u30a8\u30dd\u30c3\u30af\u6570\uff08\u5b66\u7fd2\u306e\u7e70\u308a\u8fd4\u3057\u56de\u6570\uff09\u304c\u591a\u3059\u304e\u308b\u3068\u3044\u3063\u305f\u5834\u5408\u306b\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u904e\u5b66\u7fd2\u304c\u8d77\u304d\u308b\u3068\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u308b\u8cea\u554f\u306b\u306f\u6b63\u78ba\u306b\u7b54\u3048\u3089\u308c\u308b\u4e00\u65b9\u3001\u5c11\u3057\u8868\u73fe\u304c\u5909\u308f\u3063\u305f\u8cea\u554f\u3084\u60f3\u5b9a\u5916\u306e\u30b1\u30fc\u30b9\u306b\u306f\u5bfe\u5fdc\u3067\u304d\u306a\u304f\u306a\u308a\u307e\u3059\u3002\u9632\u6b62\u7b56\u3068\u3057\u3066\u306f\u3001\u30c7\u30fc\u30bf\u306e\u591a\u69d8\u6027\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u30fb\u6b63\u5247\u5316\uff08L2\u6b63\u5247\u5316\u306a\u3069\uff09\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u30fb\u691c\u8a3c\u30c7\u30fc\u30bf\u3067\u306e\u6027\u80fd\u3092\u5b9a\u671f\u7684\u306b\u78ba\u8a8d\u3057\u306a\u304c\u3089\u65e9\u671f\u505c\u6b62\uff08Early Stopping\uff09\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n<h3 id=\"i-19\">\u9ad8\u3044\u8a08\u7b97\u30b3\u30b9\u30c8\u3068\u5c02\u9580\u77e5\u8b58\u306e\u5fc5\u8981\u6027<\/h3>\n<p>\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3059\u308b\u5834\u5408\u3001\u5927\u898f\u6a21\u306aGPU\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3059\u3002\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u30e2\u30c7\u30eb\u306e\u898f\u6a21\u3084\u5b66\u7fd2\u30c7\u30fc\u30bf\u91cf\u306b\u3088\u3063\u3066\u306f\u76f8\u5f53\u306e\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u9069\u5207\u306b\u5b9f\u65bd\u3059\u308b\u306b\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u790e\u77e5\u8b58\u30fb\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u30b9\u30ad\u30eb\u30fb\u30e2\u30c7\u30eb\u8a55\u4fa1\u306e\u624b\u6cd5\u306a\u3069\u3001\u4e00\u5b9a\u306e\u5c02\u9580\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>LoRA\u30fbPEFT\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u8a08\u7b97\u30b3\u30b9\u30c8\u306f\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u308c\u3067\u3082\u9069\u5207\u306a\u8a2d\u5b9a\u3068\u8a55\u4fa1\u306b\u306f\u6280\u8853\u7684\u306a\u77e5\u898b\u304c\u5fc5\u8981\u3067\u3059\u3002\u793e\u5185\u306bAI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u306e\u5c02\u9580\u4eba\u6750\u304c\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u5916\u90e8\u30d9\u30f3\u30c0\u30fc\u3078\u306e\u59d4\u8a17\u3084\u5c02\u9580\u5bb6\u306e\u652f\u63f4\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n<h3 id=\"i-20\">\u30c7\u30fc\u30bf\u54c1\u8cea\u30fb\u91cf\u306e\u78ba\u4fdd\u304c\u96e3\u3057\u3044<\/h3>\n<p><mark>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6210\u5426\u3092\u5de6\u53f3\u3059\u308b\u6700\u5927\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u91cf\u306e\u78ba\u4fdd<\/mark>\u3067\u3059\u3002\u300c\u5b66\u7fd2\u3055\u305b\u308b\u30c7\u30fc\u30bf\u306e\u91cf\u3068\u8cea\u304c\u6027\u80fd\u306b\u5927\u304d\u304f\u5f71\u97ff\u3059\u308b\u305f\u3081\u3001\u30ce\u30a4\u30ba\u3084\u91cd\u8907\u306e\u524a\u9664\u306a\u3069\u3092\u884c\u3063\u305f\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306b\u7528\u610f\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u300d\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u7ba1\u7406\u304c\u7cbe\u5ea6\u3092\u5de6\u53f3\u3057\u307e\u3059\u3002<\/p>\n<p>\u9ad8\u54c1\u8cea\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3059\u308b\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u30fb\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u30fb\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\uff08\u6b63\u89e3\u30e9\u30d9\u30eb\u306e\u4ed8\u4e0e\uff09\u3068\u3044\u3046\u5de5\u7a0b\u304c\u5fc5\u8981\u3067\u3059\u3002\u7279\u306b\u5c02\u9580\u9818\u57df\u306e\u30c7\u30fc\u30bf\u306f\u5916\u90e8\u304b\u3089\u8abf\u9054\u304c\u96e3\u3057\u304f\u3001\u793e\u5185\u30c7\u30fc\u30bf\u3092\u6574\u5099\u3059\u308b\u5834\u5408\u3082\u76f8\u5f53\u306e\u5de5\u6570\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u500b\u4eba\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\u304c\u542b\u307e\u308c\u308b\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u306b\u4f7f\u7528\u3059\u308b\u969b\u306f\u3001\u9069\u5207\u306a\u533f\u540d\u5316\u30fb\u30de\u30b9\u30ad\u30f3\u30b0\u51e6\u7406\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<h3 id=\"i-21\">LLM\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u6642\u306e\u518d\u5b66\u7fd2\u30b3\u30b9\u30c8<\/h3>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u7279\u5b9a\u306e\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u5b9f\u65bd\u3059\u308b\u305f\u3081\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u304c\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3055\u308c\u305f\u5834\u5408\u3001\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u5bfe\u3057\u3066\u518d\u5ea6\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u5927\u304d\u306a\u30e2\u30c7\u30eb\u66f4\u65b0\u304c\u3042\u308b\u305f\u3073\u306b\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u518d\u6574\u5099\u30fb\u518d\u5b66\u7fd2\u30fb\u518d\u8a55\u4fa1\u3068\u3044\u3046\u30b5\u30a4\u30af\u30eb\u304c\u767a\u751f\u3057\u3001\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30b3\u30b9\u30c8\u304c\u751f\u3058\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30ea\u30b9\u30af\u3092\u8efd\u6e1b\u3059\u308b\u306b\u306f\u3001LoRA\u30fbPEFT\u306e\u3088\u3046\u306a\u52b9\u7387\u7684\u306a\u624b\u6cd5\u3092\u63a1\u7528\u3057\u3066\u518d\u5b66\u7fd2\u30b3\u30b9\u30c8\u3092\u6291\u3048\u308b\u3053\u3068\u3001\u307e\u305f\u306f\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u983b\u5ea6\u304c\u4f4e\u3044\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u30d9\u30fc\u30b9\u3068\u3057\u3066\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n<h2 id=\"i-22\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099<\/h2>\n<p><mark>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u54c1\u8cea\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8cea\u3068\u91cf\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u307e\u3059<\/mark>\u3002\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u304b\u3001\u3069\u306e\u3088\u3046\u306b\u6e96\u5099\u3059\u308b\u304b\u3092\u4e8b\u524d\u306b\u628a\u63e1\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u6210\u529f\u306e\u9375\u3067\u3059\u3002\u4e3b\u306a\u30c7\u30fc\u30bf\u5f62\u5f0f\u3068\u3057\u3066\u6307\u793a\u5fdc\u7b54\uff08\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\uff09\u5f62\u5f0f\u304c\u5e83\u304f\u4f7f\u308f\u308c\u3066\u304a\u308a\u3001\u793e\u5185\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u306b\u306f\u9069\u5207\u306a\u6ce8\u610f\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u6307\u793a\u5fdc\u7b54\uff08\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\uff09\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf<\/li>\n<li>\u793e\u5185\u30c7\u30fc\u30bf\u30fb\u5c02\u9580\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u3068\u6ce8\u610f\u70b9<\/li>\n<\/ul>\n<h3 id=\"i-23\">\u6307\u793a\u5fdc\u7b54\uff08\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\uff09\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf<\/h3>\n<p>LLM\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u6700\u3082\u5e83\u304f\u4f7f\u308f\u308c\u308b\u30c7\u30fc\u30bf\u5f62\u5f0f\u304c\u3001\u300c\u6307\u793a\uff08instruction\uff09\u2192\u5165\u529b\uff08input\uff09\u2192\u51fa\u529b\uff08output\uff09\u300d\u306e3\u8981\u7d20\u3067\u69cb\u6210\u3055\u308c\u308b\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u5f62\u5f0f\u3067\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u69cb\u9020\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>instruction\uff08\u6307\u793a\uff09\uff1a\u30e2\u30c7\u30eb\u306b\u5b9f\u884c\u3055\u305b\u305f\u3044\u30bf\u30b9\u30af\u306e\u8aac\u660e\uff08\u4f8b\uff1a\u300c\u4ee5\u4e0b\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3057\u3066\u3001\u4e01\u5be7\u306a\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u300d\uff09<\/li>\n<li>input\uff08\u5165\u529b\uff09\uff1a\u30bf\u30b9\u30af\u306e\u5177\u4f53\u7684\u306a\u5185\u5bb9\uff08\u4f8b\uff1a\u300c\u8fd4\u54c1\u30dd\u30ea\u30b7\u30fc\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u300d\uff09<\/li>\n<li>output\uff08\u51fa\u529b\uff09\uff1a\u671f\u5f85\u3055\u308c\u308b\u6b63\u89e3\u306e\u56de\u7b54\uff08\u4f8b\uff1a\u300c\u3054\u8cfc\u5165\u304b\u308930\u65e5\u4ee5\u5185\u3067\u3042\u308c\u3070\u3001\u672a\u4f7f\u7528\u54c1\u306b\u9650\u308a\u8fd4\u54c1\u3092\u627f\u308a\u307e\u3059\u2026\u300d\uff09<\/li>\n<\/ul>\n<p>\u3053\u306e\u30c7\u30fc\u30bf\u306fJSONL\uff08JSON Lines\uff09\u5f62\u5f0f\u3067\u4fdd\u5b58\u3059\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u30011\u884c\u306b1\u4ef6\u306e\u30c7\u30fc\u30bf\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002OpenAI API\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001system\u30fbuser\u30fbassistant\u306e\u30ed\u30fc\u30eb\u5f62\u5f0f\u304c\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30bf\u30b9\u30af\u306e\u8907\u96d1\u3055\u306b\u3082\u3088\u308a\u307e\u3059\u304c\u3001\u6307\u793a\u5fdc\u7b54\u5f62\u5f0f\u3067\u3042\u308c\u3070\u6570\u767e\u301c\u6570\u5343\u4ef6\u306e\u9ad8\u54c1\u8cea\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3092\u958b\u59cb\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"i-24\">\u793e\u5185\u30c7\u30fc\u30bf\u30fb\u5c02\u9580\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u3068\u6ce8\u610f\u70b9<\/h3>\n<p><mark>\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u30fbFAQ\u30fb\u696d\u52d9\u30ed\u30b0\u30fb\u904e\u53bb\u306e\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u5c65\u6b74\u306a\u3069\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u6d3b\u7528\u3067\u304d\u308b\u8cb4\u91cd\u306a\u8cc7\u7523<\/mark>\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u306b\u306f\u81ea\u793e\u56fa\u6709\u306e\u696d\u52d9\u77e5\u8b58\u30fb\u7528\u8a9e\u30fb\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u304c\u51dd\u7e2e\u3055\u308c\u3066\u304a\u308a\u3001\u6c4e\u7528\u30e2\u30c7\u30eb\u3067\u306f\u518d\u73fe\u3067\u304d\u306a\u3044\u5c02\u9580\u6027\u3092\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u793e\u5185\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u306b\u4f7f\u7528\u3059\u308b\u969b\u306b\u306f\u4ee5\u4e0b\u306e\u70b9\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u500b\u4eba\u60c5\u5831\u306e\u533f\u540d\u5316\uff1a\u9867\u5ba2\u540d\u30fb\u9023\u7d61\u5148\u30fb\u500b\u4eba\u3092\u7279\u5b9a\u3067\u304d\u308b\u60c5\u5831\u306f\u5fc5\u305a\u524a\u9664\u307e\u305f\u306f\u30de\u30b9\u30ad\u30f3\u30b0\u3059\u308b<\/li>\n<li>\u6a5f\u5bc6\u60c5\u5831\u306e\u9664\u5916\uff1a\u55b6\u696d\u79d8\u5bc6\u30fb\u672a\u516c\u958b\u60c5\u5831\u30fb\u7af6\u5408\u4ed6\u793e\u306b\u77e5\u3089\u308c\u305f\u304f\u306a\u3044\u60c5\u5831\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u304b\u3089\u9664\u5916\u3059\u308b<\/li>\n<li>\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u78ba\u8a8d\uff1a\u8aa4\u3063\u305f\u60c5\u5831\u30fb\u53e4\u3044\u60c5\u5831\u30fb\u8868\u8a18\u63fa\u308c\u304c\u542b\u307e\u308c\u308b\u30c7\u30fc\u30bf\u306f\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3057\u3066\u304b\u3089\u4f7f\u7528\u3059\u308b<\/li>\n<li>\u8457\u4f5c\u6a29\u306e\u78ba\u8a8d\uff1a\u5916\u90e8\u304b\u3089\u53d6\u5f97\u3057\u305f\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u5229\u7528\u898f\u7d04\u30fb\u8457\u4f5c\u6a29\u3092\u4e8b\u524d\u306b\u78ba\u8a8d\u3059\u308b<\/li>\n<\/ul>\n<p>\u793e\u5185\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u305f\u751f\u6210AI\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/basic\/4360\/\">\u751f\u6210AI\u3092\u793e\u5185\u5411\u3051\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3066\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u3068\u306f\uff1f\u6210\u529f\u4e8b\u4f8b\u3092\u3054\u7d39\u4ecb<\/a>\u3082\u3042\u308f\u305b\u3066\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2 id=\"i-25\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5177\u4f53\u7684\u306a\u624b\u9806<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/uploads\/2026\/03\/a5219-3.png\" alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30d5\u30ed\u30fc\" width=\"4400\" height=\"2456\" class=\"alignnone size-full wp-image-5227\"><\/p>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u65bd\u306f\u3001\u76ee\u7684\u5b9a\u7fa9\u30fb\u30c7\u30fc\u30bf\u6e96\u5099\u30fb\u74b0\u5883\u69cb\u7bc9\u30fb\u5b66\u7fd2\u30fb\u8a55\u4fa1\u3068\u3044\u30464\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u9032\u3081\u307e\u3059\u3002\u5404\u30b9\u30c6\u30c3\u30d7\u3092\u4e01\u5be7\u306b\u5b9f\u65bd\u3059\u308b\u3053\u3068\u304c\u3001\u9ad8\u54c1\u8cea\u306a\u30e2\u30c7\u30eb\u3092\u5b8c\u6210\u3055\u305b\u308b\u3046\u3048\u3067\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u30b9\u30c6\u30c3\u30d71\uff1a\u76ee\u7684\u5b9a\u7fa9\u3068\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u9078\u5b9a<\/li>\n<li>\u30b9\u30c6\u30c3\u30d72\uff1a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099\u30fb\u524d\u51e6\u7406<\/li>\n<li>\u30b9\u30c6\u30c3\u30d73\uff1a\u5b66\u7fd2\u74b0\u5883\u306e\u69cb\u7bc9\u3068\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8a2d\u5b9a<\/li>\n<li>\u30b9\u30c6\u30c3\u30d74\uff1a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u884c\u3068\u30e2\u30c7\u30eb\u8a55\u4fa1<\/li>\n<\/ul>\n<h3 id=\"i-26\">\u30b9\u30c6\u30c3\u30d71\uff1a\u76ee\u7684\u5b9a\u7fa9\u3068\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u9078\u5b9a<\/h3>\n<p><mark>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u7b2c\u4e00\u6b69\u306f\u3001\u89e3\u6c7a\u3057\u305f\u3044\u30bf\u30b9\u30af\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3057\u3001\u305d\u308c\u306b\u9069\u3057\u305f\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u9078\u5b9a\u3059\u308b\u3053\u3068<\/mark>\u3067\u3059\u3002\u300c\u4f55\u306e\u305f\u3081\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u306e\u304b\u300d\u304c\u66d6\u6627\u306a\u307e\u307e\u9032\u3081\u308b\u3068\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u65b9\u91dd\u304c\u5b9a\u307e\u3089\u305a\u3001\u5b8c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u57fa\u6e96\u3082\u4e0d\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u9078\u5b9a\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u89b3\u70b9\u3092\u8003\u616e\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30bf\u30b9\u30af\u306e\u6027\u8cea\uff1a\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u30fb\u5206\u985e\u30fb\u8981\u7d04\u30fb\u5bfe\u8a71\u306a\u3069\u3001\u30bf\u30b9\u30af\u306b\u9069\u3057\u305f\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u9078\u3076<\/li>\n<li>\u8a00\u8a9e\u5bfe\u5fdc\uff1a\u65e5\u672c\u8a9e\u30bf\u30b9\u30af\u3067\u3042\u308c\u3070\u3001\u65e5\u672c\u8a9e\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u8c4a\u5bcc\u306a\u30e2\u30c7\u30eb\uff08\u4f8b\uff1aGPT-4.1\u3001Llama 3\u3001Gemma\u7b49\uff09\u3092\u512a\u5148\u3059\u308b<\/li>\n<li>\u30b3\u30b9\u30c8\u3068\u898f\u6a21\uff1a\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u304c\u5927\u304d\u3044\u307b\u3069\u7cbe\u5ea6\u306f\u9ad8\u3044\u304c\u3001\u5b66\u7fd2\u30fb\u63a8\u8ad6\u30b3\u30b9\u30c8\u3082\u5897\u5927\u3059\u308b<\/li>\n<li>\u30e9\u30a4\u30bb\u30f3\u30b9\uff1a\u5546\u7528\u5229\u7528\u306e\u53ef\u5426\u30fb\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u304b\u5546\u7528API\u304b\u3092\u78ba\u8a8d\u3059\u308b<\/li>\n<\/ul>\n<h3 id=\"i-27\">\u30b9\u30c6\u30c3\u30d72\uff1a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099\u30fb\u524d\u51e6\u7406<\/h3>\n<p>\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u304c\u6c7a\u307e\u3063\u305f\u3089\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u30fb\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u30fb\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u5909\u63db\u30fb\u5206\u5272\u3092\u884c\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u53ce\u96c6\u3067\u306f\u3001\u793e\u5185FAQ\u30fb\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u30fb\u904e\u53bb\u306e\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u5c65\u6b74\u306a\u3069\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002\u53ce\u96c6\u5f8c\u306f\u3001\u91cd\u8907\u30c7\u30fc\u30bf\u306e\u524a\u9664\u30fb\u8aa4\u60c5\u5831\u306e\u4fee\u6b63\u30fb\u500b\u4eba\u60c5\u5831\u306e\u30de\u30b9\u30ad\u30f3\u30b0\u3068\u3044\u3063\u305f\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u51e6\u7406\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u306f\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u5f62\u5f0f\u306b\u5909\u63db\u3057\u305f\u3046\u3048\u3067\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\uff08Training\uff09\u30fb\u691c\u8a3c\u30c7\u30fc\u30bf\uff08Validation\uff09\u30fb\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\uff08Test\uff09\u306e3\u3064\u306b\u5206\u5272\u3057\u307e\u3059\u3002<mark>\u4e00\u822c\u7684\u306a\u5206\u5272\u6bd4\u7387\u306f8:1:1\u307e\u305f\u306f7:1.5:1.5\u304c\u76ee\u5b89<\/mark>\u3067\u3059\u3002\u691c\u8a3c\u30c7\u30fc\u30bf\u306f\u5b66\u7fd2\u4e2d\u306e\u904e\u5b66\u7fd2\u691c\u51fa\u306b\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306f\u6700\u7d42\u7684\u306a\u30e2\u30c7\u30eb\u8a55\u4fa1\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"i-28\">\u30b9\u30c6\u30c3\u30d73\uff1a\u5b66\u7fd2\u74b0\u5883\u306e\u69cb\u7bc9\u3068\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8a2d\u5b9a<\/h3>\n<p>\u5b66\u7fd2\u74b0\u5883\u306f\u3001\u30af\u30e9\u30a6\u30c9GPU\uff08Google Colab\u3001AWS SageMaker\u3001Azure ML\u7b49\uff09\u307e\u305f\u306f\u30aa\u30f3\u30d7\u30ec\u30df\u30b9GPU\u30b5\u30fc\u30d0\u30fc\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002OpenAI API\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u3001API\u30ad\u30fc\u3092\u8a2d\u5b9a\u3057\u3066\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30b8\u30e7\u30d6\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u3001\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u304c\u4e0d\u8981\u3067\u3059\u3002<\/p>\n<p>\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4e3b\u306a\u8a2d\u5b9a\u9805\u76ee\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u5b66\u7fd2\u7387\uff08Learning Rate\uff09\uff1a\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u66f4\u65b0\u5e45\u3002\u4e00\u822c\u7684\u306b1e-5\u301c1e-4\u7a0b\u5ea6\u304c\u76ee\u5b89<\/li>\n<li>\u30a8\u30dd\u30c3\u30af\u6570\uff08Epochs\uff09\uff1a\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u4f55\u5468\u3059\u308b\u304b\u3002\u904e\u5b66\u7fd2\u3092\u9632\u3050\u305f\u30813\u301c5\u7a0b\u5ea6\u304b\u3089\u59cb\u3081\u308b<\/li>\n<li>\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\uff08Batch Size\uff09\uff1a\u4e00\u5ea6\u306b\u51e6\u7406\u3059\u308b\u30c7\u30fc\u30bf\u6570\u3002GPU\u30e1\u30e2\u30ea\u306b\u5fdc\u3058\u3066\u8a2d\u5b9a<\/li>\n<li>LoRA\u306e\u30e9\u30f3\u30af\uff08r\uff09\uff1aLoRA\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306e\u4f4e\u30e9\u30f3\u30af\u884c\u5217\u306e\u30b5\u30a4\u30ba\u30024\u301c64\u7a0b\u5ea6\u304c\u4e00\u822c\u7684<\/li>\n<\/ul>\n<h3 id=\"i-29\">\u30b9\u30c6\u30c3\u30d74\uff1a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u884c\u3068\u30e2\u30c7\u30eb\u8a55\u4fa1<\/h3>\n<p><mark>\u5b66\u7fd2\u3092\u5b9f\u884c\u3057\u305f\u3089\u3001\u8a55\u4fa1\u6307\u6a19\u3092\u7528\u3044\u3066\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u5ba2\u89b3\u7684\u306b\u691c\u8a3c\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20<\/mark>\u3067\u3059\u3002\u8a55\u4fa1\u6307\u6a19\u306f\u30bf\u30b9\u30af\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u30bf\u30b9\u30af\u3067\u306fBLEU\uff08\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306e\u7cbe\u5ea6\u8a55\u4fa1\u6307\u6a19\uff09\u30fbROUGE\uff08\u8981\u7d04\u306e\u7cbe\u5ea6\u6307\u6a19\uff09\u30fbPerplexity\uff08\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u4e0d\u78ba\u5b9f\u6027\u6307\u6a19\uff09\u306a\u3069\u304c\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n<p>\u5b66\u7fd2\u4e2d\u306f\u691c\u8a3c\u30c7\u30fc\u30bf\u3067\u306e\u640d\u5931\uff08Validation Loss\uff09\u3092\u76e3\u8996\u3057\u3001\u640d\u5931\u304c\u4e0b\u304c\u3089\u306a\u304f\u306a\u3063\u305f\u6642\u70b9\u3067\u5b66\u7fd2\u3092\u505c\u6b62\u3059\u308b\u300c\u65e9\u671f\u505c\u6b62\uff08Early Stopping\uff09\u300d\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u904e\u5b66\u7fd2\u3092\u9632\u304e\u307e\u3059\u3002\u8a55\u4fa1\u7d50\u679c\u304c\u76ee\u6a19\u6c34\u6e96\u306b\u9054\u3057\u306a\u3044\u5834\u5408\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u8ffd\u52a0\u30fb\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u30fb\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u5909\u66f4\u3068\u3044\u3063\u305f\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u7e70\u308a\u8fd4\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"i-30\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h2>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u30fb\u5c02\u9580\u9818\u57df\u30fb\u6587\u66f8\u51e6\u7406\u306a\u3069\u3001\u5e45\u5e83\u3044\u696d\u52d9\u9818\u57df\u3067\u5b9f\u969b\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u696d\u52d9\u8ab2\u984c\u2192\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u9069\u7528\u2192\u52b9\u679c\u3068\u3044\u3046\u6d41\u308c\u3067\u3001\u5177\u4f53\u7684\u306a\u6d3b\u7528\u30a4\u30e1\u30fc\u30b8\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u30fb\u793e\u5185FAQ\u81ea\u52d5\u5316<\/li>\n<li>\u533b\u7642\u30fb\u6cd5\u5f8b\u30fb\u91d1\u878d\u306a\u3069\u5c02\u9580\u9818\u57df\u3067\u306e\u6d3b\u7528<\/li>\n<li>\u6587\u66f8\u751f\u6210\u30fb\u8981\u7d04\u30fb\u5206\u985e\u30bf\u30b9\u30af\u3078\u306e\u9069\u7528<\/li>\n<\/ul>\n<h3 id=\"i-31\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u30fb\u793e\u5185FAQ\u81ea\u52d5\u5316<\/h3>\n<p><mark>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6d3b\u7528\u4e8b\u4f8b\u3068\u3057\u3066\u6700\u3082\u666e\u53ca\u3057\u3066\u3044\u308b\u306e\u304c\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3068\u793e\u5185FAQ\u5bfe\u5fdc\u306e\u81ea\u52d5\u5316<\/mark>\u3067\u3059\u3002\u81ea\u793e\u88fd\u54c1\u30fb\u30b5\u30fc\u30d3\u30b9\u306b\u95a2\u3059\u308b\u554f\u3044\u5408\u308f\u305b\u30c7\u30fc\u30bf\u3084\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u6c4e\u7528\u30e2\u30c7\u30eb\u3067\u306f\u5bfe\u5fdc\u3067\u304d\u306a\u304b\u3063\u305f\u4f01\u696d\u56fa\u6709\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u9ad8\u7cbe\u5ea6\u306a\u81ea\u52d5\u56de\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3001\u4f01\u696d\u72ec\u81ea\u306eQ&amp;A\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u81ea\u52d5\u5fdc\u7b54\u30fb\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u306e\u81ea\u52d5\u5316\u3092\u5b9f\u73fe\u53ef\u80fd\u3067\u3059\u3002\u4e00\u822c\u7684\u306aQ&amp;A\u3060\u3051\u3067\u306a\u304f\u4f01\u696d\u56fa\u6709\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5bfe\u5fdc\u52b9\u7387\u3068\u9867\u5ba2\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n<p>AI\u3092\u6d3b\u7528\u3057\u305f\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/tool\/4260\/\">\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3092AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u81ea\u52d5\u5316\u3059\u308b\u65b9\u6cd5\u3068\u306f\uff1f\u5c0e\u5165\u30dd\u30a4\u30f3\u30c8\u3092\u5fb9\u5e95\u89e3\u8aac<\/a>\u3082\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3 id=\"i-32\">\u533b\u7642\u30fb\u6cd5\u5f8b\u30fb\u91d1\u878d\u306a\u3069\u5c02\u9580\u9818\u57df\u3067\u306e\u6d3b\u7528<\/h3>\n<p>\u533b\u7642\u30fb\u6cd5\u5f8b\u30fb\u91d1\u878d\u3068\u3044\u3063\u305f\u5c02\u9580\u6027\u306e\u9ad8\u3044\u9818\u57df\u3067\u306f\u3001\u696d\u754c\u56fa\u6709\u306e\u7528\u8a9e\u30fb\u898f\u5236\u30fb\u6587\u8108\u306e\u6b63\u78ba\u306a\u7406\u89e3\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u6c4e\u7528\u30e2\u30c7\u30eb\u3067\u306f\u5c02\u9580\u7528\u8a9e\u306e\u8aa4\u89e3\u91c8\u3084\u4e0d\u6b63\u78ba\u306a\u60c5\u5831\u63d0\u4f9b\u304c\u751f\u3058\u308b\u30ea\u30b9\u30af\u304c\u3042\u308b\u305f\u3081\u3001\u5c02\u9580\u30c7\u30fc\u30bf\u306b\u3088\u308b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u7279\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p>\u7d4c\u6e08\u7523\u696d\u7701\u306eGENIAC\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u30ea\u30b3\u30fc\u304c\u640d\u4fdd\u30b8\u30e3\u30d1\u30f3\u306e\u63d0\u4f9b\u3057\u305f\u4fdd\u967a\u95a2\u9023\u306e\u5b9f\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066LLM\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u53d6\u308a\u7d44\u307f\u3001\u300c\u9ad8\u89e3\u50cf\u5ea6\u3067\u306e\u8aad\u89e3\uff0b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u4e00\u5b9a\u306e\u8aad\u89e3\u53ef\u80fd\u6027\u304c\u898b\u3048\u3066\u304d\u305f\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u4fdd\u967a\u30fb\u6cd5\u5f8b\u30fb\u533b\u7642\u3068\u3044\u3063\u305f\u898f\u5236\u7523\u696d\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308a\u8907\u96d1\u3067\u975e\u69cb\u9020\u7684\u306a\u5c02\u9580\u6587\u66f8\u3092\u5b9f\u7528\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u3078\u3068\u5909\u63db\u3059\u308b\u53d6\u308a\u7d44\u307f\u304c\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u51fa\u5178\uff1a<a href=\"https:\/\/www.meti.go.jp\/policy\/mono_info_service\/geniac\/geniac_magazine\/usecase_02.html\" rel=\"nofollow\">\u7d4c\u6e08\u7523\u696d\u7701 GENIAC\u300c\u6d3b\u7528\u4e8b\u4f8b\u300d<\/a><\/p>\n<h3 id=\"i-33\">\u6587\u66f8\u751f\u6210\u30fb\u8981\u7d04\u30fb\u5206\u985e\u30bf\u30b9\u30af\u3078\u306e\u9069\u7528<\/h3>\n<p><mark>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u793e\u5185\u30ec\u30dd\u30fc\u30c8\u306e\u81ea\u52d5\u751f\u6210\u30fb\u8b70\u4e8b\u9332\u306e\u8981\u7d04\u30fb\u30e1\u30fc\u30eb\u306e\u81ea\u52d5\u5206\u985e\u3068\u3044\u3063\u305f\u3001\u4f01\u696d\u306e\u65e5\u5e38\u696d\u52d9\u306b\u76f4\u7d50\u3059\u308b\u30bf\u30b9\u30af\u306b\u3082\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059<\/mark>\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u904e\u53bb\u306e\u8b70\u4e8b\u9332\u30c7\u30fc\u30bf\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u81ea\u793e\u306e\u4f1a\u8b70\u30b9\u30bf\u30a4\u30eb\u3084\u8a18\u8ff0\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u5408\u308f\u305b\u305f\u8b70\u4e8b\u9332\u3092\u81ea\u52d5\u751f\u6210\u3059\u308b\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u5927\u91cf\u306e\u554f\u3044\u5408\u308f\u305b\u30e1\u30fc\u30eb\u3092\u30ab\u30c6\u30b4\u30ea\u5225\u306b\u81ea\u52d5\u5206\u985e\u3059\u308b\u30e2\u30c7\u30eb\u3084\u3001\u9577\u6587\u306e\u793e\u5185\u5831\u544a\u66f8\u3092\u8981\u70b9\u306b\u7d5e\u3063\u3066\u8981\u7d04\u3059\u308b\u30e2\u30c7\u30eb\u3082\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u3063\u3066\u5b9f\u73fe\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u696d\u52d9\u81ea\u52d5\u5316\u306b\u3088\u308a\u3001\u62c5\u5f53\u8005\u306e\u4f5c\u696d\u8ca0\u8377\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u3001\u3088\u308a\u4ed8\u52a0\u4fa1\u5024\u306e\u9ad8\u3044\u696d\u52d9\u306b\u96c6\u4e2d\u3067\u304d\u308b\u74b0\u5883\u3092\u6574\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u3010\u95a2\u9023\u8a18\u4e8b\u3011<br \/>\n<a href=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/tool\/1179\/\">AI\u8b70\u4e8b\u9332\u81ea\u52d5\u4f5c\u6210\u30c4\u30fc\u30eb\u304a\u3059\u3059\u3081\u6bd4\u8f0320\u9078<\/a><br \/>\n<a href=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/basic\/2380\/\">\u8981\u7d04\u304c\u3067\u304d\u308b\u304a\u3059\u3059\u3081\u306eAI\u8b70\u4e8b\u9332\u30c4\u30fc\u30eb\u6bd4\u8f0312\u9078<\/a><\/p>\n<h4 id=\"i-34\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u5bfe\u5fdc\u3067\u304d\u308bJAPAN AI SPEECH<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/uploads\/2025\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-08-12-100616.png\" alt=\"\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u307e\u3067\u5bfe\u5fdc\u3067\u304d\u308bJAPAN AI SPEECH\" width=\"1570\" height=\"797\" class=\"alignnone wp-image-3513 size-full\"><\/p>\n<p><mark>JAPAN AI SPEECH\u306f\u3001\u9ad8\u7cbe\u5ea6\u306a\u6587\u5b57\u8d77\u3053\u3057\u304b\u3089\u8b70\u4e8b\u9332\u306e\u4f5c\u6210\u3001\u8981\u7d04\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u30b5\u30dd\u30fc\u30c8\u3059\u308bAI\u8b70\u4e8b\u9332\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/mark>\u305d\u306e\u4e2d\u3067\u3082\u7279\u306b\u6ce8\u76ee\u3059\u3079\u304d\u306f\u3001\u8a71\u8005\u5206\u96e2\u6a5f\u80fd\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u6a5f\u80fd\u306e\u9ad8\u5ea6\u306a\u5bfe\u5fdc\u529b\u3067\u3059\u3002<\/p>\n<p>\u8a71\u8005\u5206\u96e2\u3067\u306f\u3001\u58f0\u7d0b\u3092\u57fa\u306b\u767a\u8a00\u8005\u3092\u6b63\u78ba\u306b\u7279\u5b9a\u3057\u3001\u4f1a\u8b70\u306e\u9032\u884c\u3092\u30b9\u30e0\u30fc\u30ba\u306b\u8a18\u9332\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8907\u6570\u4eba\u304c\u53c2\u52a0\u3059\u308b\u4f1a\u8b70\u3084\u5bfe\u8ac7\u3067\u3082\u6b63\u78ba\u306a\u8b70\u4e8b\u9332\u304c\u751f\u6210\u3055\u308c\u3001\u91cd\u8981\u306a\u767a\u8a00\u3092\u898b\u9003\u3059\u30ea\u30b9\u30af\u304c\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u696d\u754c\u3054\u3068\u306e\u5c02\u9580\u7528\u8a9e\u3084\u7279\u6709\u306e\u8a00\u3044\u56de\u3057\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u306a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u6a5f\u80fd\u304c\u5099\u308f\u3063\u3066\u304a\u308a\u3001\u4f8b\u3048\u3070\u91d1\u878d\u3084\u4e0d\u52d5\u7523\u696d\u754c\u3067\u306e\u4f7f\u7528\u6642\u306b\u306f\u3001\u8aa4\u308a\u7387\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><mark>\u3055\u3089\u306b\u3001\u53d6\u5f97\u3057\u305f\u30c7\u30fc\u30bf\u3092\u81ea\u793e\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3084\u7528\u9014\u306b\u5408\u308f\u305b\u3066\u7c21\u5358\u306b\u52a0\u5de5\u3067\u304d\u308b\u70b9\u3082\u3001JAPAN AI SPEECH\u306e\u5f37\u307f\u3067\u3059\u3002<\/mark>\u3053\u308c\u306b\u3088\u308a\u3001\u8b70\u4e8b\u9332\u4f5c\u6210\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u5f8c\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u306b\u3082\u5927\u304d\u304f\u8ca2\u732e\u3057\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/japan-ai.co.jp\/speech\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" target=\"_blank\" rel=\"noopener\">\u6cd5\u4eba\u5411\u3051AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8b70\u4e8b\u9332\u300cJAPAN AI SPEECH\u300d<\/a><\/p>\n<div class=\"cta_ai_speech_b cta_wh_type_b\">\n<div class=\"cta_logo\"><img decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/logo_cta.png\"><\/div>\n<div class=\"cta_inner\">\n<div class=\"cta_txt\">\n<h4 id=\"i-35\">\n                3\u5206\u3067\u308f\u304b\u308b\uff01<br \/>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u57fa\u790e\u77e5\u8b58            <\/h4>\n<p>\n                AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u8a2d\u5b9a\u3057\u305f\u76ee\u6a19\u3084\u30b4\u30fc\u30eb\u306b\u5bfe\u3057\u3066\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u3001\u81ea\u5f8b\u7684\u306b\u6700\u9069\u306a\u884c\u52d5\u3092\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002<br \/>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3067\u304d\u308b\u3053\u3068\u304b\u3089\u5dee\u304c\u51fa\u308b\u30dd\u30a4\u30f3\u30c8\u307e\u3067\u3092\u5fb9\u5e95\u89e3\u8aac\u3057\u307e\u3059\u3002            <\/p>\n<p><a href=\"https:\/\/japan-ai.co.jp\/document\/learn-the-basics\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" target=\"_blank\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"29\" height=\"21\" viewBox=\"0 0 29 21\" fill=\"none\"><g clip-path=\"url(#clip0_259_235)\"><path d=\"M19.6786 3.60498L27.9643 11.609L19.6786 19.611M1.03577 11.611H27.9643\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_259_235\"><rect width=\"29\" height=\"20\" fill=\"white\" transform=\"translate(0 0.61084)\" \/><\/clipPath><\/defs><\/svg><\/a><\/div>\n<div class=\"cta_imgbox\"><img decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/cta_general_ai_speech.png\"><\/div>\n<p><a href=\"https:\/\/japan-ai.co.jp\/document\/learn-the-basics\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" class=\"sp_btnbox\" target=\"_blank\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"29\" height=\"21\" viewBox=\"0 0 29 21\" fill=\"none\"><g clip-path=\"url(#clip0_259_235)\"><path d=\"M19.6786 3.60498L27.9643 11.609L19.6786 19.611M1.03577 11.611H27.9643\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_259_235\"><rect width=\"29\" height=\"20\" fill=\"white\" transform=\"translate(0 0.61084)\" \/><\/clipPath><\/defs><\/svg><\/a><\/div>\n<\/div>\n<section><a class=\"cta_ai_speech cta_wh_type\" href=\"https:\/\/japan-ai.co.jp\/speech\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" target=\"_blank\"><\/p>\n<div class=\"cta_logo\"><img decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/logo_cta.png\"><\/div>\n<div class=\"cta_inner\">\n<div class=\"cta_inner_top\">\n<p class=\"sub_top_p\">\n                    \u8b70\u4e8b\u9332\u3092\u53d6\u308b\u3060\u3051\u3067\u7d42\u308f\u3089\u306a\u3044\uff01\n                <\/p>\n<p class=\"sub_bot_p\">\n                    \u6cd5\u4eba\u5411\u3051AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<br class=\"sp_br\">\u8b70\u4e8b\u9332\u3067<br class=\"pc_br\">\n                    \u666e\u6bb5\u884c\u3063\u3066\u3044\u308b<span>\u8b70\u4e8b\u9332\u306e\u5468\u8fba\u696d\u52d9<\/span>\u3082<span>\u81ea\u52d5\u5316<\/span><\/p>\n<\/div>\n<div class=\"cta_inner_bot\">\n<div class=\"cta_txtbox\">\n<h4 id=\"i-36\"><span>AI\u8b70\u4e8b\u9332\u30c4\u30fc\u30eb\u306a\u3089<\/span><br \/>\n                        JAPAN AI SPEECH<br \/>\n                    <\/h4>\n<div class=\"txt_cols\">\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_514)\"><path d=\"M9.00082 18.4257C10.1732 18.4272 11.3343 18.197 12.4174 17.7484C13.5005 17.2997 14.4842 16.6415 15.3121 15.8114C16.1422 14.9835 16.8005 13.9997 17.2491 12.9166C17.6978 11.8335 17.928 10.6724 17.9264 9.50009C17.9279 8.32774 17.6977 7.16666 17.2491 6.08355C16.8004 5.00045 16.1422 4.01668 15.3121 3.18878C14.4842 2.35871 13.5005 1.70044 12.4174 1.25178C11.3343 0.803132 10.1732 0.572951 9.00082 0.57447C7.82848 0.572976 6.66739 0.803168 5.58429 1.25182C4.50118 1.70047 3.51742 2.35873 2.68952 3.18878C1.85947 4.01668 1.2012 5.00045 0.752551 6.08355C0.3039 7.16666 0.0737082 8.32774 0.0752028 9.50009C0.0736838 10.6724 0.303865 11.8335 0.752517 12.9166C1.20117 13.9997 1.85945 14.9835 2.68952 15.8114C3.51742 16.6414 4.50118 17.2997 5.58429 17.7484C6.66739 18.197 7.82848 18.4272 9.00082 18.4257Z\" fill=\"#4338CA\" \/><path d=\"M5.43066 9.5002L8.10835 12.1779L13.4637 6.82251\" fill=\"#4338CA\" \/><path d=\"M5.43066 9.5002L8.10835 12.1779L13.4637 6.82251\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_514\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.5)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u65e5\u672c\u8a9e\u306e\u9ad8\u7cbe\u5ea6\u6587\u5b57\u8d77\u3053\u3057\/\u5c02\u9580\u7528\u8a9e\u306b\u3082\u5bfe\u5fdc\n                            <\/p>\n<\/div>\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_514)\"><path d=\"M9.00082 18.4257C10.1732 18.4272 11.3343 18.197 12.4174 17.7484C13.5005 17.2997 14.4842 16.6415 15.3121 15.8114C16.1422 14.9835 16.8005 13.9997 17.2491 12.9166C17.6978 11.8335 17.928 10.6724 17.9264 9.50009C17.9279 8.32774 17.6977 7.16666 17.2491 6.08355C16.8004 5.00045 16.1422 4.01668 15.3121 3.18878C14.4842 2.35871 13.5005 1.70044 12.4174 1.25178C11.3343 0.803132 10.1732 0.572951 9.00082 0.57447C7.82848 0.572976 6.66739 0.803168 5.58429 1.25182C4.50118 1.70047 3.51742 2.35873 2.68952 3.18878C1.85947 4.01668 1.2012 5.00045 0.752551 6.08355C0.3039 7.16666 0.0737082 8.32774 0.0752028 9.50009C0.0736838 10.6724 0.303865 11.8335 0.752517 12.9166C1.20117 13.9997 1.85945 14.9835 2.68952 15.8114C3.51742 16.6414 4.50118 17.2997 5.58429 17.7484C6.66739 18.197 7.82848 18.4272 9.00082 18.4257Z\" fill=\"#4338CA\" \/><path d=\"M5.43066 9.5002L8.10835 12.1779L13.4637 6.82251\" fill=\"#4338CA\" \/><path d=\"M5.43066 9.5002L8.10835 12.1779L13.4637 6.82251\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_514\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.5)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u53d6\u5f97\u3057\u305f\u97f3\u58f0\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3001\u30e1\u30fc\u30eb\u9001\u4ed8\u3084\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u7ba1\u7406\u306a\u3069\u306e\u8b70\u4e8b\u9332\u5468\u8fba\u696d\u52d9\u306e\u52b9\u7387\u5316\u3082\u53ef\u80fd\n                            <\/p>\n<\/div>\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_514)\"><path d=\"M9.00082 18.4257C10.1732 18.4272 11.3343 18.197 12.4174 17.7484C13.5005 17.2997 14.4842 16.6415 15.3121 15.8114C16.1422 14.9835 16.8005 13.9997 17.2491 12.9166C17.6978 11.8335 17.928 10.6724 17.9264 9.50009C17.9279 8.32774 17.6977 7.16666 17.2491 6.08355C16.8004 5.00045 16.1422 4.01668 15.3121 3.18878C14.4842 2.35871 13.5005 1.70044 12.4174 1.25178C11.3343 0.803132 10.1732 0.572951 9.00082 0.57447C7.82848 0.572976 6.66739 0.803168 5.58429 1.25182C4.50118 1.70047 3.51742 2.35873 2.68952 3.18878C1.85947 4.01668 1.2012 5.00045 0.752551 6.08355C0.3039 7.16666 0.0737082 8.32774 0.0752028 9.50009C0.0736838 10.6724 0.303865 11.8335 0.752517 12.9166C1.20117 13.9997 1.85945 14.9835 2.68952 15.8114C3.51742 16.6414 4.50118 17.2997 5.58429 17.7484C6.66739 18.197 7.82848 18.4272 9.00082 18.4257Z\" fill=\"#4338CA\" \/><path d=\"M5.43066 9.5002L8.10835 12.1779L13.4637 6.82251\" fill=\"#4338CA\" \/><path d=\"M5.43066 9.5002L8.10835 12.1779L13.4637 6.82251\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_514\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.5)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u6b63\u7b54\u738794\uff05\u30fb\u8a71\u8005\u5206\u96e2\u30fb\u96d1\u97f3\u9664\u5916\u30fbAI\u8981\u7d04\n                            <\/p>\n<\/div>\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_514)\"><path d=\"M9.00082 18.4257C10.1732 18.4272 11.3343 18.197 12.4174 17.7484C13.5005 17.2997 14.4842 16.6415 15.3121 15.8114C16.1422 14.9835 16.8005 13.9997 17.2491 12.9166C17.6978 11.8335 17.928 10.6724 17.9264 9.50009C17.9279 8.32774 17.6977 7.16666 17.2491 6.08355C16.8004 5.00045 16.1422 4.01668 15.3121 3.18878C14.4842 2.35871 13.5005 1.70044 12.4174 1.25178C11.3343 0.803132 10.1732 0.572951 9.00082 0.57447C7.82848 0.572976 6.66739 0.803168 5.58429 1.25182C4.50118 1.70047 3.51742 2.35873 2.68952 3.18878C1.85947 4.01668 1.2012 5.00045 0.752551 6.08355C0.3039 7.16666 0.0737082 8.32774 0.0752028 9.50009C0.0736838 10.6724 0.303865 11.8335 0.752517 12.9166C1.20117 13.9997 1.85945 14.9835 2.68952 15.8114C3.51742 16.6414 4.50118 17.2997 5.58429 17.7484C6.66739 18.197 7.82848 18.4272 9.00082 18.4257Z\" fill=\"#4338CA\" \/><path d=\"M5.43066 9.5002L8.10835 12.1779L13.4637 6.82251\" fill=\"#4338CA\" \/><path d=\"M5.43066 9.5002L8.10835 12.1779L13.4637 6.82251\" stroke=\"white\" stroke-width=\"1.78512\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_514\"><rect width=\"18\" height=\"18\" fill=\"white\" transform=\"translate(0 0.5)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p>\n                                \u5404\u7a2eWEB\u4f1a\u8b70\u30c4\u30fc\u30eb\u3068\u9023\u643a\u53ef\u80fd\n                            <\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"ming\">\n<div class=\"monitor_div\"><img decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/cta_monitor.png\"><\/div>\n<div class=\"video_div\"><iframe loading=\"lazy\" width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/W9dmter_szc?si=DpIj_FVLkQjJ1T2T&amp;controls=0&amp;autoplay=1&amp;mute=1\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"bottom_box gr_color\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"22\" height=\"17\" viewBox=\"0 0 22 17\" fill=\"none\"><g clip-path=\"url(#clip0_32_86)\"><path d=\"M14.9286 2.7157L21.2143 9.1189L14.9286 15.5205M0.785767 9.1205H21.2143\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_32_86\"><rect width=\"22\" height=\"16\" fill=\"white\" transform=\"translate(0 0.320557)\" \/><\/clipPath><\/defs><\/svg><\/div>\n<p><\/a><\/section>\n<h2 id=\"i-37\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u3057\u3066\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n<h3 id=\"i-38\">Q. \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068RAG\u3001\u3069\u3061\u3089\u3092\u9078\u3079\u3070\u3088\u3044\u3067\u3059\u304b\uff1f<\/h3>\n<p>\u300c\u6700\u65b0\u60c5\u5831\u3078\u306e\u5bfe\u5fdc\u30fb\u4f4e\u30b3\u30b9\u30c8\u5c0e\u5165\u300d\u3092\u512a\u5148\u3059\u308b\u306a\u3089RAG\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u300c\u5c02\u9580\u77e5\u8b58\u306e\u5185\u5728\u5316\u30fb\u5fdc\u7b54\u30b9\u30bf\u30a4\u30eb\u306e\u7d71\u4e00\u30fb\u63a8\u8ad6\u901f\u5ea6\u306e\u5411\u4e0a\u300d\u3092\u91cd\u8996\u3059\u308b\u306a\u3089\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u6709\u52b9\u3067\u3059\u3002\u4e21\u8005\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u69cb\u6210\u3082\u5b9f\u52d9\u3067\u306f\u591a\u304f\u63a1\u7528\u3055\u308c\u3066\u304a\u308a\u3001RAG\u3067\u6700\u65b0\u60c5\u5831\u3092\u88dc\u3044\u306a\u304c\u3089\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u5fdc\u7b54\u54c1\u8cea\u3092\u9ad8\u3081\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n<h3 id=\"i-39\">Q. \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u91cf\u306f\u3069\u306e\u304f\u3089\u3044\u3067\u3059\u304b\uff1f<\/h3>\n<p>\u30bf\u30b9\u30af\u306e\u8907\u96d1\u3055\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u6307\u793a\u5fdc\u7b54\u5f62\u5f0f\u3067\u3042\u308c\u3070\u6570\u767e\u301c\u6570\u5343\u4ef6\u306e\u9ad8\u54c1\u8cea\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3092\u958b\u59cb\u3067\u304d\u307e\u3059\u3002LoRA\u30fbPEFT\u3092\u6d3b\u7528\u3059\u308c\u3070\u5c11\u91cf\u30c7\u30fc\u30bf\u3067\u3082\u52b9\u679c\u7684\u306a\u5b66\u7fd2\u304c\u53ef\u80fd\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u30c7\u30fc\u30bf\u306e\u91cf\u3088\u308a\u3082\u8cea\u304c\u91cd\u8981\u3067\u3042\u308a\u3001\u30ce\u30a4\u30ba\u3084\u8aa4\u60c5\u5831\u304c\u542b\u307e\u308c\u308b\u30c7\u30fc\u30bf\u306f\u7cbe\u5ea6\u3092\u4f4e\u4e0b\u3055\u305b\u308b\u539f\u56e0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"i-40\">Q. \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30b3\u30b9\u30c8\u306f\u3069\u306e\u304f\u3089\u3044\u304b\u304b\u308a\u307e\u3059\u304b\uff1f<\/h3>\n<p>\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u898f\u6a21\u30fb\u5b66\u7fd2\u30c7\u30fc\u30bf\u91cf\u30fb\u30af\u30e9\u30a6\u30c9GPU\u306e\u5229\u7528\u6642\u9593\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002OpenAI API\u3092\u4f7f\u3063\u305f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u3042\u308c\u3070\u3001GPT-4.1 nano\u3067\u5b66\u7fd2\u30b3\u30b9\u30c8$1.50\/100\u4e07\u30c8\u30fc\u30af\u30f3\u3001GPT-4.1 mini\u3067$5.00\/100\u4e07\u30c8\u30fc\u30af\u30f3\u3001GPT-4.1\u3067$25.00\/100\u4e07\u30c8\u30fc\u30af\u30f3\u304b\u3089\u9078\u629e\u3067\u304d\u307e\u3059\u3002LoRA\u3092\u6d3b\u7528\u3059\u308c\u3070\u8a08\u7b97\u30b3\u30b9\u30c8\u3092\u3055\u3089\u306b\u6291\u3048\u3089\u308c\u307e\u3059\u3002\u306a\u304a\u3001\u5b66\u7fd2\u30b3\u30b9\u30c8\u306b\u52a0\u3048\u3066\u63a8\u8ad6\uff08\u5229\u7528\u6642\uff09\u306e\u30b3\u30b9\u30c8\u3082\u767a\u751f\u3059\u308b\u305f\u3081\u3001\u904b\u7528\u30d5\u30a7\u30fc\u30ba\u306e\u30b3\u30b9\u30c8\u8a66\u7b97\u3082\u4e8b\u524d\u306b\u884c\u3046\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n<p>\u51fa\u5178\uff1a<a href=\"https:\/\/openai.com\/ja-JP\/api\/pricing\/\" rel=\"nofollow\">OpenAI\u300cAPI \u6599\u91d1\u300d<\/a><\/p>\n<h2 id=\"i-41\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3092\u624b\u8efd\u306b\u5b9f\u65bd\u3059\u308b\u306a\u3089\u3001\u300cJAPAN AI\u300d<\/h2>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u672c\u304b\u3089\u5b9f\u8df5\u307e\u3067\u3001\u4ee5\u4e0b\u306e\u5185\u5bb9\u3092\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u7279\u5b9a\u30bf\u30b9\u30af\u30fb\u30c9\u30e1\u30a4\u30f3\u5411\u3051\u306b\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5fae\u8abf\u6574\u3059\u308b\u624b\u6cd5<\/li>\n<li>\u4ed5\u7d44\u307f\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u91cd\u307f\u3092\u66f4\u65b0\u3057\u3001\u640d\u5931\u3092\u6700\u5c0f\u5316\u3059\u308b\u30d7\u30ed\u30bb\u30b9<\/li>\n<li>\u7a2e\u985e\u306f\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30fbPEFT\uff08LoRA\uff09\u30fb\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30fbRLHF\u306e4\u3064\u304c\u4ee3\u8868\u7684<\/li>\n<li>RAG\u3068\u306e\u9055\u3044\u306f\u300c\u30e2\u30c7\u30eb\u5185\u90e8\u3092\u5909\u66f4\u3059\u308b\u304b\u5426\u304b\u300d\u3002\u5c02\u9580\u77e5\u8b58\u306e\u5185\u5728\u5316\u30fb\u63a8\u8ad6\u901f\u5ea6\u91cd\u8996\u306a\u3089\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u6700\u65b0\u60c5\u5831\u5bfe\u5fdc\u30fb\u4f4e\u30b3\u30b9\u30c8\u306a\u3089RAG\u304c\u9069\u3059\u308b<\/li>\n<li>\u30e1\u30ea\u30c3\u30c8\u306f\u7279\u5b9a\u30bf\u30b9\u30af\u3078\u306e\u9ad8\u7cbe\u5ea6\u306a\u6700\u9069\u5316\u30fb\u958b\u767a\u30b3\u30b9\u30c8\u524a\u6e1b\u30fb\u63a8\u8ad6\u901f\u5ea6\u306e\u5411\u4e0a<\/li>\n<li>\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u904e\u5b66\u7fd2\u30ea\u30b9\u30af\u30fb\u8a08\u7b97\u30b3\u30b9\u30c8\u30fb\u30c7\u30fc\u30bf\u54c1\u8cea\u78ba\u4fdd\u306e\u96e3\u3057\u3055\u30fb\u518d\u5b66\u7fd2\u30b3\u30b9\u30c8<\/li>\n<li>\u5b9f\u65bd\u624b\u9806\u306f\u76ee\u7684\u5b9a\u7fa9\u2192\u30c7\u30fc\u30bf\u6e96\u5099\u2192\u74b0\u5883\u69cb\u7bc9\u2192\u5b66\u7fd2\u30fb\u8a55\u4fa1\u306e4\u30b9\u30c6\u30c3\u30d7<\/li>\n<\/ul>\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u6c4e\u7528AI\u3092\u81ea\u793e\u696d\u52d9\u306b\u7279\u5316\u3055\u305b\u308b\u5f37\u529b\u306a\u624b\u6bb5\u3067\u3059\u304c\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u30fb\u6280\u8853\u7684\u77e5\u8b58\u30fb\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u5fc5\u8981\u3067\u3059\u3002\u307e\u305a\u306fLoRA\u30fbPEFT\u3092\u6d3b\u7528\u3057\u305f\u5c0f\u898f\u6a21\u306a\u8a66\u9a13\u5c0e\u5165\u304b\u3089\u59cb\u3081\u3001\u52b9\u679c\u3092\u691c\u8a3c\u3057\u306a\u304c\u3089\u6bb5\u968e\u7684\u306b\u62e1\u5f35\u3057\u3066\u3044\u304f\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n<p><a href=\"https:\/\/japan-ai.co.jp\/agent\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\">\u69d8\u3005\u306a\u696d\u52d9\u3092\u81ea\u5f8b\u7684\u306b\u9042\u884c\u3059\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300cJAPAN AI AGENT\u300d<\/a><\/p>\n<div class=\"cta_ai_agent_b cta_wh_type_b\">\n<div class=\"cta_logo\"><img decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/logo_cta.png\"><\/div>\n<div class=\"cta_inner\">\n<div class=\"cta_txt\">\n<h4 id=\"i-42\">\n                3\u5206\u3067\u308f\u304b\u308b\uff01<br \/>\nAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u57fa\u790e\u77e5\u8b58            <\/h4>\n<p>\n                AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u8a2d\u5b9a\u3057\u305f\u76ee\u6a19\u3084\u30b4\u30fc\u30eb\u306b\u5bfe\u3057\u3066\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u3001\u81ea\u5f8b\u7684\u306b\u6700\u9069\u306a\u884c\u52d5\u3092\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002<br \/>\nAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3067\u304d\u308b\u3053\u3068\u304b\u3089\u5dee\u304c\u51fa\u308b\u30dd\u30a4\u30f3\u30c8\u307e\u3067\u3092\u5fb9\u5e95\u89e3\u8aac\u3057\u307e\u3059\u3002            <\/p>\n<p><a href=\"https:\/\/japan-ai.co.jp\/document\/learn-the-basics\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" target=\"_blank\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"29\" height=\"21\" viewBox=\"0 0 29 21\" fill=\"none\"><g clip-path=\"url(#clip0_259_235)\"><path d=\"M19.6786 3.60498L27.9643 11.609L19.6786 19.611M1.03577 11.611H27.9643\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_259_235\"><rect width=\"29\" height=\"20\" fill=\"white\" transform=\"translate(0 0.61084)\" \/><\/clipPath><\/defs><\/svg><\/a><\/div>\n<div class=\"cta_imgbox\"><img decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/cta_general_ai_agent.png\"><\/div>\n<p><a href=\"https:\/\/japan-ai.co.jp\/document\/learn-the-basics\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" class=\"sp_btnbox\" target=\"_blank\"><span>\u8cc7\u6599\u8acb\u6c42\u306f\u3053\u3061\u3089<\/span><svg width=\"29\" height=\"21\" viewBox=\"0 0 29 21\" fill=\"none\"><g clip-path=\"url(#clip0_259_235)\"><path d=\"M19.6786 3.60498L27.9643 11.609L19.6786 19.611M1.03577 11.611H27.9643\" stroke=\"white\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/><\/g><defs><clipPath id=\"clip0_259_235\"><rect width=\"29\" height=\"20\" fill=\"white\" transform=\"translate(0 0.61084)\" \/><\/clipPath><\/defs><\/svg><\/a><\/div>\n<\/div>\n<section><a class=\"cta_ai_agent cta_wh_type\" href=\"https:\/\/japan-ai.co.jp\/agent\/?uqid=p2056i86409db80a&amp;bid=6683I86d2e24f378\" target=\"_blank\"><\/p>\n<div class=\"cta_logo\"><img decoding=\"async\" src=\"https:\/\/dev-japan-ai.geniee.co.jp\/media\/wp-content\/themes\/sango-theme-child\/images\/logo_cta.png\"><\/div>\n<div class=\"cta_inner\">\n<div class=\"cta_inner_top\">\n<p class=\"sub_top_p\">\n                    \u65e5\u672c\u4f01\u696d\u306e\u305f\u3081\u306e<br \/>\u6700\u3082\u5b9f\u7528\u7684\u306aAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\uff01\n                <\/p>\n<p class=\"sub_bot_p\">\n                    AI\u304c\u4f01\u696d\u306e\u69d8\u3005\u306a\u8077\u7a2e\u306e<br class=\"sp_br\">\u65b9\u3005\u304c<br class=\"pc_br\">\n                    \u666e\u6bb5\u884c\u3063\u3066\u3044\u308b<br class=\"sp_br\"><span>\u30bf\u30b9\u30af\u3092\u81ea\u5f8b\u7684<\/span>\u306b<span>\u5b9f\u884c<\/span><\/p>\n<\/div>\n<div class=\"cta_inner_bot\">\n<div class=\"cta_txtbox\">\n<h4 id=\"i-43\">\n                        JAPAN AI AGENT<br \/>\n                    <\/h4>\n<div class=\"txt_cols\">\n<div class=\"txt_itm\">\n<div><svg width=\"18\" height=\"19\" viewBox=\"0 0 18 19\" fill=\"none\"><g clip-path=\"url(#clip0_32_286)\"><path d=\"M9.00082 18.644C10.1732 18.6455 11.3343 18.4153 12.4174 17.9667C13.5005 17.518 14.4842 16.8598 15.3121 16.0297C16.1422 15.2018 16.8005 14.218 17.2491 13.1349C17.6978 12.0518 17.928 10.8907 17.9264 9.71838C17.9279 8.54604 17.6977 7.38495 17.2491 6.30185C16.8004 5.21874 16.1422 4.23498 15.3121 3.40708C14.4842 2.57701 13.5005 1.91873 12.4174 1.47008C11.3343 1.02142 10.1732 0.791244 9.00082 0.792763C7.82848 0.791268 6.66739 1.02146 5.58429 1.47011C4.50118 1.91876 3.51742 2.57703 2.68952 3.40708C1.85947 4.23498 1.2012 5.21874 0.752551 6.30185C0.3039 7.38495 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