{"id":6808,"date":"2026-05-19T18:00:00","date_gmt":"2026-05-19T09:00:00","guid":{"rendered":"https:\/\/www.engineer-factory.com\/media\/?p=6808"},"modified":"2026-05-19T17:54:24","modified_gmt":"2026-05-19T08:54:24","slug":"ai%e6%a1%88%e4%bb%b6%e3%81%af%e6%9c%ac%e5%bd%93%e3%81%ab%e5%84%b2%e3%81%8b%e3%82%8b%e3%81%ae%e3%81%8b%ef%bc%9f%e5%8d%98%e4%be%a1%e3%81%a8%e9%9b%a3%e6%98%93%e5%ba%a6%e3%81%8b%e3%82%89%e8%a6%8b%e3%81%9f","status":"publish","type":"post","link":"https:\/\/www.engineer-factory.com\/media\/career\/6808\/","title":{"rendered":"AI\u6848\u4ef6\u306f\u672c\u5f53\u306b\u5132\u304b\u308b\u306e\u304b\uff1f\u5358\u4fa1\u3068\u96e3\u6613\u5ea6\u304b\u3089\u898b\u305f\u30ea\u30a2\u30eb\u30102026\u5e74\u7248\u3011"},"content":{"rendered":"\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">AI\u6848\u4ef6\u5e73\u5747\u5358\u4fa1<br>77.9\u4e07\u5186\/\u6708<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u975eAI\u6848\u4ef6\u3068\u306e\u5dee<br>\u25b2+6.3\u4e07\u5186\/\u6708<\/td><td class=\"has-text-align-center\" data-align=\"center\">AI\u6848\u4ef6\u6700\u9ad8\u5358\u4fa1<br>208\u4e07\u5186\/\u6708<\/td><td class=\"has-text-align-center\" data-align=\"center\">AI\u6848\u4ef6\u69cb\u6210\u6bd4<br>\u5168\u4f53\u306e13.5\uff05<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cAI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u7a3c\u3052\u308b\u300d\u2014\u305d\u3093\u306a\u30a4\u30e1\u30fc\u30b8\u3092\u6301\u3063\u3066\u3044\u308b\u65b9\u306f\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u78ba\u304b\u306b\u3001AI\u95a2\u9023\u6848\u4ef6\u306e\u5358\u4fa1\u306f\u4ed6\u9818\u57df\u3068\u6bd4\u8f03\u3057\u3066\u9ad8\u3044\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u3002<br>\u3057\u304b\u3057\u305d\u306e\u4e00\u65b9\u3067\u3001\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u306e\u96e3\u6613\u5ea6\u306f\u9ad8\u304f\u3001\u8ab0\u3067\u3082\u53c2\u5165\u3067\u304d\u308b\u9818\u57df\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u300cAI\u3092\u3084\u308c\u3070\u5132\u304b\u308b\u300d\u3068\u3044\u3046\u5358\u7d14\u306a\u8a71\u3067\u306f\u306a\u304f\u3001\u300c\u8ab0\u304c\u30fb\u3069\u3046\u53c2\u5165\u3059\u308b\u304b\u300d\u306b\u3088\u3063\u3066\u7d50\u679c\u306f\u5927\u304d\u304f\u5909\u308f\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u304c\u4fdd\u6709\u3059\u308b2025\u5e741\u6708\u301c2026\u5e743\u6708\uff0815\u30f6\u6708\u9593\uff09\u306e6,813\u4ef6\u306e\u6848\u4ef6\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u3001AI\u6848\u4ef6\u306e\u5358\u4fa1\u30ec\u30f3\u30b8\u30fb\u4ed6\u9818\u57df\u3068\u306e\u6bd4\u8f03\u30fb\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u306e\u5b9f\u614b\u30fb\u53c2\u5165\u96e3\u6613\u5ea6\u30fb\u7d50\u5c40\u3069\u306e\u5c64\u304c\u5f97\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u691c\u8a3c\u3057\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u5e02\u5834\u306e\u30ea\u30a2\u30eb\u3092\u660e\u3089\u304b\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-style-bg_stripe\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1090\" height=\"558\" src=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV.webp\" alt=\"\" class=\"wp-image-6584\" srcset=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV.webp 1090w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-300x154.webp 300w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-1024x524.webp 1024w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-768x393.webp 768w\" sizes=\"(max-width: 1090px) 100vw, 1090px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc<\/mark><\/strong>\u3067\u306f\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6848\u4ef6\u30fb\u6c42\u4eba\u3092\u3054\u7d39\u4ecb\u3002<strong><span class=\"swl-marker mark_yellow\">\u63b2\u8f09\u4e2d\u306e\u6848\u4ef6\u306f10,000\u4ef6\u4ee5\u4e0a\u3002\u7d39\u4ecb\u3059\u308b\u6848\u4ef6\u306e\u5e73\u5747\u5e74\u5546\u306f810\u4e07\u5186\uff08\u203b2023\u5e744\u6708 \u9996\u90fd\u570f\u8fd1\u90ca\u306eIT\u30a8\u30f3\u30b8\u30cb\u30a2\u5bfe\u8c61\uff09\u3067\u3001\u3054\u7d4c\u9a13\u30fb\u5fd7\u5411\u306b\u5408\u3063\u305f\u6848\u4ef6\u3068\u51fa\u4f1a\u3048\u307e\u3059\u3002<\/span><\/strong><br><br>\u7c21\u5358\u306a\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u5165\u529b\u3067\u3059\u3050\u306b\u30b5\u30dd\u30fc\u30c8\u3092\u958b\u59cb\u3002\u6848\u4ef6\u306b\u304a\u56f0\u308a\u306eIT\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u65b9\u3084\u3088\u308a\u9ad8\u6761\u4ef6\u306e\u6848\u4ef6\u3068\u5de1\u308a\u5408\u3044\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u308b\u65b9\u306f\u3001\u305c\u3072\u3054\u767b\u9332\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-fe48e5de wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 is-style-fill u-mb-ctrl u-mb-0\"><a class=\"wp-block-button__link has-luminous-vivid-orange-background-color has-background wp-element-button\" href=\"https:\/\/www.engineer-factory.com\/freelance\/jobs?utm_source=EF_media&amp;utm_medium=post_top_cta\" style=\"border-radius:20px\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u3067\u4eca\u3059\u3050\u6848\u4ef6\u3092\u898b\u3066\u307f\u308b<\/strong><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div id=\"rtoc-mokuji-wrapper\" class=\"rtoc-mokuji-content frame2 preset1 animation-fade rtoc_open default\" data-id=\"6808\" data-theme=\"SWELL CHILD\">\n\t\t\t<div id=\"rtoc-mokuji-title\" class=\"rtoc_btn_none rtoc_left\">\n\t\t\t\n\t\t\t<span>\u3053\u306e\u8a18\u4e8b\u306e\u76ee\u6b21<\/span>\n\t\t\t<\/div><ol class=\"rtoc-mokuji decimal_ol level-1\"><li class=\"rtoc-item\"><a href=\"#rtoc-1\">AI\u6848\u4ef6\u306e\u5358\u4fa1\u306f\u672c\u5f53\u306b\u9ad8\u3044\u306e\u304b\uff1f<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-2\">\u4ed6\u9818\u57df\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3069\u308c\u304f\u3089\u3044\u9055\u3046\u306e\u304b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-3\">\u306a\u305cAI\u6848\u4ef6\u306f\u9ad8\u5358\u4fa1\u306a\u306e\u304b\u2014\u69cb\u9020\u7684\u306a\u7406\u7531<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-4\">\u305f\u3060\u3057\u53c2\u5165\u96e3\u6613\u5ea6\u306f\u975e\u5e38\u306b\u9ad8\u3044<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-5\">\u672a\u7d4c\u9a13\u304b\u3089AI\u306b\u884c\u304f\u306e\u306f\u73fe\u5b9f\u7684\u306a\u306e\u304b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-6\">\u7d50\u5c40AI\u6848\u4ef6\u3067\u5f97\u3092\u3057\u3066\u3044\u308b\u306e\u306f\u3069\u306e\u5c64\u304b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-7\">AI\u6848\u4ef6\u3067\u7a3c\u304e\u305f\u3044\u306a\u3089\u3069\u3046\u3059\u3079\u304d\u304b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-8\">\u30d5\u30ea\uff0d\u30e9\u30f3\u30b9\u306e\u6848\u4ef6\u3092\u63a2\u3059\u306a\u3089\u300c\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u300d<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-9\">\u307e\u3068\u3081<\/a><\/li><\/ol><\/div><h2 id=\"rtoc-1\"  class=\"wp-block-heading\">AI\u6848\u4ef6\u306e\u5358\u4fa1\u306f\u672c\u5f53\u306b\u9ad8\u3044\u306e\u304b\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d50\u8ad6\uff1aAI\u6848\u4ef6\u306e\u9ad8\u5358\u4fa1\u306f\u300c\u4e8b\u5b9f\u300d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u3001\u5f53\u793e\u6848\u4ef6\u30c7\u30fc\u30bf\u3092\u8e0f\u307e\u3048\u308b\u3068\u3001AI\u6848\u4ef6\u306e\u5358\u4fa1\u306f\u975eAI\u6848\u4ef6\u3088\u308a\u9ad8\u3044\u306e\u304c\u898b\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u6307\u6a19<\/strong><\/td><td><strong>AI<\/strong><strong>\u6848\u4ef6<\/strong><\/td><td><strong>\u975eAI\u6848\u4ef6\u3068\u306e\u5dee<\/strong><\/td><\/tr><\/thead><tbody><tr><td>\u5e73\u5747\u5358\u4fa1<\/td><td>77.9\u4e07\u5186<\/td><td><strong>\u25b2 +6.3<\/strong><strong>\u4e07\u5186\/\u6708<\/strong><\/td><\/tr><tr><td>\u4e2d\u592e\u5024\u5358\u4fa1<\/td><td>74.0\u4e07\u5186<\/td><td><strong>\u25b2 +8.0<\/strong><strong>\u4e07\u5186\/\u6708<\/strong><\/td><\/tr><tr><td>80\u4e07\u5186\u4ee5\u4e0a\u306e\u5272\u5408<\/td><td>36.1%<\/td><td>\u25b2 +11.4pp<\/td><\/tr><tr><td>100\u4e07\u5186\u4ee5\u4e0a\u306e\u5272\u5408<\/td><td>9.5%<\/td><td>\u25b2 +2.8pp<\/td><\/tr><tr><td>50\u4e07\u5186\u672a\u6e80\u306e\u5272\u5408<\/td><td>4.6%<\/td><td>\u25bc -4.9pp\uff08\u4f4e\u5358\u4fa1\u304c\u5c11\u306a\u3044\uff09<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">\u51fa\u5178\uff1a\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u4fdd\u6709\u6848\u4ef6\u30c7\u30fc\u30bf\uff086,813\u4ef6\uff09<\/figcaption><\/figure>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">\u5e73\u5747\u3067\u6708+6.3\u4e07\u5186\u3001\u4e2d\u592e\u5024\u3067\u6708+8.0\u4e07\u5186\u306e\u5dee\u304c\u3042\u308a\u307e\u3059\u3002<br>\u307e\u305f\u3001AI\u6848\u4ef6\u3067\u306f50\u4e07\u5186\u672a\u6e80\u306e\u4f4e\u5358\u4fa1\u6848\u4ef6\u304c\u307b\u3068\u3093\u3069\u306a\u304f\uff084.6%\uff09\u3001\u975eAI\u6848\u4ef6\uff089.5%\uff09\u306e\u534a\u5206\u4ee5\u4e0b\u306b\u6291\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u300c\u5358\u4fa1\u306e\u5e8a\u300d\u3082\u9ad8\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"is-style-icon_good wp-block-paragraph\"><strong><span class=\"swl-fz u-fz-l\">AI\u6848\u4ef6\u306e\u5358\u4fa1\u306f\u78ba\u304b\u306b\u9ad8\u3044<\/span><\/strong><br>\u5e73\u5747\u3067\u6708+6\uff5e\uff18\u4e07\u5186\u306e\u30d7\u30ec\u30df\u30a2\u30e0\u3002100\u4e07\u5186\u8d85\u306e\u6848\u4ef6\u3082\u8907\u6570\u5b58\u5728\u3059\u308b\u3002<br>\u300c\u9ad8\u5358\u4fa1\u300d\u306f\u4e8b\u5b9f\u3067\u3042\u308a\u8a87\u5f35\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"is-style-big_icon_point wp-block-paragraph\">\u30fbAI\u6848\u4ef6\u306e\u5e73\u5747\u5358\u4fa1\u306f77.9\u4e07\u5186\u2014\u975eAI\u6848\u4ef6\u3088\u308a\u67086.3\u4e07\u5186\u9ad8\u3044<br>\u30fb\u6700\u9ad8\u5358\u4fa1208\u4e07\u5186\uff08AI\u5b9f\u88c5PM\uff09\u306a\u3069\u3001\u4e0a\u9650\u306f\u975e\u5e38\u306b\u9ad8\u3044<br>\u30fb\u300cAI\u6848\u4ef6\u306f\u9ad8\u5358\u4fa1\u300d\u306f\u30c7\u30fc\u30bf\u3067\u88cf\u4ed8\u3051\u3089\u308c\u305f\u4e8b\u5b9f<\/p>\n\n\n\n<h2 id=\"rtoc-2\"  class=\"wp-block-heading\">\u4ed6\u9818\u57df\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3069\u308c\u304f\u3089\u3044\u9055\u3046\u306e\u304b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u9818\u57df\u5225\u306e\u5358\u4fa1\u6bd4\u8f03\uff1aAI\u306f\u300c\u6700\u9ad8\u6c34\u6e96\u300d\u3060\u304c\u5dee\u306f\u601d\u3063\u305f\u3088\u308a\u5c0f\u3055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cAI\u6848\u4ef6\u306f\u65ad\u7136\u9ad8\u3044\u300d\u3068\u601d\u3063\u3066\u3044\u308b\u65b9\u306b\u3001\u5c11\u3057\u610f\u5916\u306a\u30c7\u30fc\u30bf\u3092\u304a\u898b\u305b\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u9818\u57df\u30fb\u30dd\u30b8\u30b7\u30e7\u30f3<\/strong><\/td><td><strong>AI<\/strong><strong>\u6848\u4ef6\u3068\u306e\u5dee<\/strong><\/td><td><strong>\u7279\u5fb4<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>AI<\/strong><strong>\u5c02\u9580\uff08\u751f\u6210AI\/LLM\u30a8\u30f3\u30b8\u30cb\u30a2\uff09<\/strong><\/td><td><strong>\u57fa\u6e96<\/strong><\/td><td>\u5168\u4f53\u6700\u9ad8\u6c34\u6e96\u30fb\u4f9b\u7d66\u4e0d\u8db3<\/td><\/tr><tr><td>\u30a4\u30f3\u30d5\u30e9\u4e0a\u6d41\uff08\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c8\uff09<\/td><td>\u2252\u540c\u7b49\u301c\u3084\u3084\u4e0b<\/td><td>Azure\u00d7AI\u3067\u6025\u4e0a\u6607\u4e2d<\/td><\/tr><tr><td>\u958b\u767a\u4e0a\u6d41\uff08\u8a2d\u8a08\u30fb\u8981\u4ef6\u5b9a\u7fa9\u3042\u308a\uff09<\/td><td>\u25bc \u7d045\u301c10\u4e07\u5186<\/td><td>\u30b9\u30ad\u30eb\u30fb\u30d5\u30a7\u30fc\u30ba\u4f9d\u5b58<\/td><\/tr><tr><td>\u30c6\u30b9\u30c8\u4e0a\u6d41\uff08QA\u8a2d\u8a08\u30fb\u81ea\u52d5\u5316\uff09<\/td><td>\u25bc \u7d043\u301c5\u4e07\u5186<\/td><td>\u9700\u7d66\u30ae\u30e3\u30c3\u30d7\u304c\u5927\u304d\u3044<\/td><\/tr><tr><td>\u958b\u767a\u4e2d\u5fc3\uff08\u30e2\u30c0\u30f3\u6280\u8853\uff09<\/td><td>\u25bc \u7d045\u301c15\u4e07\u5186<\/td><td>\u6280\u8853\u30b9\u30bf\u30c3\u30af\u3067\u5dee\u5927<\/td><\/tr><tr><td>\u624b\u52d5\u30c6\u30b9\u30c8\u5b9f\u884c<\/td><td>\u25bc \u7d0425\u301c35\u4e07\u5186<\/td><td>AI\u4ee3\u66ff\u30ea\u30b9\u30af\u3082\u9ad8\u3044<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\"><em>\u203b\u5358\u4fa1\u306f\u3059\u3079\u3066\u6708\u984d\u306e\u76ee\u5b89\u3002\u7d4c\u9a13\u5e74\u6570\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u898f\u6a21\u306b\u3088\u308a\u5909\u52d5<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u5c02\u9580\u6848\u4ef6\u3068\u30a4\u30f3\u30d5\u30e9\u4e0a\u6d41\u6848\u4ef6\u306e\u5358\u4fa1\u5dee\u306f\u3001\u5b9f\u306f\u300c\u540c\u7b49\u307e\u305f\u306f\u3084\u3084\u9ad8\u3044\u300d\u7a0b\u5ea6\u3067\u3059\u3002Azure\u00d7AI\u306e\u8907\u5408\u30b9\u30ad\u30eb\u3092\u6301\u3064\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2\u306fAI\u6848\u4ef6\u3068\u540c\u6c34\u6e96\u306e\u5358\u4fa1\u3092\u5f97\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3064\u307e\u308a\u3001\u300cAI\u4e00\u5f37\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u9ad8\u30b9\u30ad\u30eb\u00d7\u9ad8\u5c02\u9580\u6027\u00d7\u4e0a\u6d41\u95a2\u4e0e\u300d\u3068\u3044\u3046\u69cb\u9020\u304c\u5171\u901a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3067\u3001\u958b\u767a\u6848\u4ef6\u306e\u4e2d\u3067\u3082\u4e0a\u6d41\u5de5\u7a0b\uff08\u8a2d\u8a08\u30fb\u8981\u4ef6\u5b9a\u7fa9\uff09\u306b\u95a2\u308f\u308c\u308b\u6848\u4ef6\u306f70\u301c90\u4e07\u5186\u3068\u3001AI\u6848\u4ef6\u3068\u305d\u308c\u307b\u3069\u5927\u304d\u306a\u5dee\u304c\u306a\u3044\u306e\u3082\u4e8b\u5b9f\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u300cAI\u304c\u7279\u5225\u9ad8\u3044\u300d\u7406\u7531\u306f\u5358\u7d14\u3067\u306f\u306a\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6848\u4ef6\u306e\u5358\u4fa1\u304c\u9ad8\u3044\u7406\u7531\u3092\u300cAI\u3060\u304b\u3089\u300d\u3068\u8aac\u660e\u3059\u308b\u306e\u306f\u6b63\u78ba\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b63\u78ba\u306b\u306f\u4ee5\u4e0b\u306e3\u3064\u306e\u8981\u7d20\u304c\u91cd\u306a\u3063\u3066\u3044\u308b\u306e\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b9\u30ad\u30eb\u306e\u5e0c\u5c11\u6027\uff1a\u751f\u6210AI\/LLM\u306e\u5b9f\u88c5\u7d4c\u9a13\u3092\u6301\u3064\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u7d76\u5bfe\u6570\u304c\u307e\u3060\u5c11\u306a\u3044\u3002RAG\u69cb\u7bc9\u30fbAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u30fbMLOps\u306f\u7279\u306b\u7d4c\u9a13\u8005\u304c\u5e0c\u5c11\u3060\u3002<\/li>\n\n\n\n<li>\u6280\u8853\u96e3\u6613\u5ea6\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30fb\u30d9\u30af\u30c8\u30ebDB\u8a2d\u8a08\u30fb\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u5fdc\u306a\u3069\u3001\u5e45\u5e83\u3044\u77e5\u8b58\u304c\u5fc5\u8981\u3002<\/li>\n\n\n\n<li>\u30d3\u30b8\u30cd\u30b9\u76f4\u7d50\u6027\uff1aAI\u5c0e\u5165\u306f\u4f01\u696d\u306e\u696d\u52d9\u52b9\u7387\u5316\u30fb\u30b3\u30b9\u30c8\u524a\u6e1b\u30fb\u65b0\u898f\u4e8b\u696d\u306b\u76f4\u7d50\u3059\u308b\u3002\u6210\u679c\u304c\u898b\u3048\u3084\u3059\u3044\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u306f\u4e88\u7b97\u304c\u4ed8\u304d\u3084\u3059\u3044\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e3\u8981\u7d20\u306f\u3001\u30a4\u30f3\u30d5\u30e9\u4e0a\u6d41\u6848\u4ef6\u3084QA\u4e0a\u6d41\u6848\u4ef6\u306b\u3082\u5f53\u3066\u306f\u307e\u308b\u90e8\u5206\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cAI\u6848\u4ef6\u304c\u7279\u5225\u9ad8\u3044\u300d\u3068\u3044\u3046\u3088\u308a\u3001\u300c\u5e0c\u5c11\u00d7\u96e3\u6613\u5ea6\u00d7\u30d3\u30b8\u30cd\u30b9\u76f4\u7d50\u300d\u306e\u30dd\u30b8\u30b7\u30e7\u30f3\u304c\u9ad8\u5358\u4fa1\u306b\u306a\u308b\u69cb\u9020\u3068\u7406\u89e3\u3057\u305f\u307b\u3046\u304c\u6b63\u78ba\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"is-style-icon_announce wp-block-paragraph\"><strong><span class=\"swl-fz u-fz-l\">\u300cAI\u6848\u4ef6\u3060\u304b\u3089\u9ad8\u3044\u300d\u306f\u5c11\u3057\u9055\u3046<\/span><\/strong><br>\u6b63\u78ba\u306b\u306f\u300c\u5e0c\u5c11\u6027\u00d7\u96e3\u6613\u5ea6\u00d7\u30d3\u30b8\u30cd\u30b9\u76f4\u7d50\u300d\u304c\u9ad8\u5358\u4fa1\u306e\u539f\u56e0\u3002\u30a4\u30f3\u30d5\u30e9\u4e0a\u6d41\u6848\u4ef6\u3082\u307b\u307c\u540c\u6c34\u6e96\u306b\u9054\u3057\u3066\u3044\u308b\u3002AI\u3060\u3051\u304c\u5225\u683c\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"is-style-big_icon_point wp-block-paragraph\">\u30fbAI\u5c02\u9580\u6848\u4ef6\u3068\u30a4\u30f3\u30d5\u30e9\u4e0a\u6d41\u6848\u4ef6\u306e\u5358\u4fa1\u5dee\u306f\u300c\u540c\u7b49\u301c\u3084\u3084\u9ad8\u3044\u300d\u7a0b\u5ea6<br>\u30fb\u300cAI\u3060\u304b\u3089\u9ad8\u3044\u300d\u3067\u306f\u306a\u304f\u300c\u5e0c\u5c11\u6027\u00d7\u96e3\u6613\u5ea6\u00d7\u30d3\u30b8\u30cd\u30b9\u76f4\u7d50\u300d\u304c\u5171\u901a\u69cb\u9020<br>\u30fb\u4e0a\u6d41\u5de5\u7a0b\u306b\u95a2\u308f\u308c\u308b\u958b\u767a\u6848\u4ef6\u3082AI\u6848\u4ef6\u3068\u306e\u5dee\u306f\u5c0f\u3055\u3044<br>\u30fb\u672c\u5f53\u306b\u4f4e\u5358\u4fa1\u306a\u306e\u306f\u300c\u624b\u52d5\u30c6\u30b9\u30c8\u5b9f\u884c\u300d\u306a\u3069\u4ee3\u66ff\u53ef\u80fd\u306a\u30dd\u30b8\u30b7\u30e7\u30f3<\/p>\n\n\n\n<h2 id=\"rtoc-3\"  class=\"wp-block-heading\">\u306a\u305cAI\u6848\u4ef6\u306f\u9ad8\u5358\u4fa1\u306a\u306e\u304b\u2014\u69cb\u9020\u7684\u306a\u7406\u7531<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u300c\u5132\u304b\u308b\u7406\u7531\u300d\u3092\u5206\u89e3\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6848\u4ef6\u304c\u9ad8\u5358\u4fa1\u306a\u7406\u7531\u306f\u3001\u8868\u9762\u7684\u306a\u300cAI\u4eba\u6c17\u300d\u3067\u306f\u306a\u304f\u3001\u5e02\u5834\u306e\u9700\u7d66\u69cb\u9020\u306b\u3088\u3063\u3066\u8aac\u660e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u8981\u56e0<\/strong><\/td><td><strong>\u8a73\u7d30<\/strong><\/td><td><strong>\u5e02\u5834\u3078\u306e\u5f71\u97ff<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>\u4eba\u6750\u306e\u5e0c\u5c11\u6027<\/strong><\/td><td>\u751f\u6210AI\/LLM\u5b9f\u88c5\u7d4c\u9a13\u8005\u306f\u7d76\u5bfe\u6570\u304c\u5c11\u306a\u3044\u3002\u7279\u306bRAG\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fbMLOps\u306e\u5b9f\u52d9\u7d4c\u9a13\u8005\u306f\u56fd\u5185\u3067\u3082\u6975\u3081\u3066\u7a00<\/td><td>\u9700\u8981&gt;&gt;\u4f9b\u7d66 \u2192 \u5358\u4fa1\u4e0a\u6607<\/td><\/tr><tr><td><strong>\u6280\u8853\u306e\u8907\u5408\u6027<\/strong><\/td><td>Python\u30fb\u30af\u30e9\u30a6\u30c9\u30fbLLM\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30d3\u30b8\u30cd\u30b9\u7406\u89e3\u304c\u3059\u3079\u3066\u6c42\u3081\u3089\u308c\u308b\u3002\u5358\u4e00\u30b9\u30ad\u30eb\u3067\u306f\u5bfe\u5fdc\u4e0d\u53ef<\/td><td>\u30b9\u30ad\u30eb\u7fd2\u5f97\u306b\u6642\u9593 \u2192 \u53c2\u5165\u9045\u5ef6<\/td><\/tr><tr><td><strong>\u4f01\u696d\u306e\u512a\u5148\u5ea6<\/strong><\/td><td>AI\u5c0e\u5165\u306fCEO\u30ec\u30d9\u30eb\u306e\u7d4c\u55b6\u8ab2\u984c\u3002\u4e88\u7b97\u304c\u4ed8\u304d\u3084\u3059\u304f\u3001\u30b9\u30d4\u30fc\u30c9\u512a\u5148\u3067\u5373\u6226\u529b\u306b\u9ad8\u3044\u5831\u916c\u3092\u51fa\u3059<\/td><td>\u767a\u6ce8\u5074\u306e\u4fa1\u683c\u611f\u5ea6\u304c\u4f4e\u3044<\/td><\/tr><tr><td><strong>\u6210\u679c\u306e\u53ef\u8996\u6027<\/strong><\/td><td>\u30b3\u30b9\u30c8\u524a\u6e1b\u30fb\u58f2\u4e0a\u5897\u52a0\u3078\u306e\u76f4\u7d50\u5ea6\u304c\u9ad8\u3044\u3002\u6295\u8cc7\u5bfe\u52b9\u679c\u304c\u8aac\u660e\u3057\u3084\u3059\u3044<\/td><td>\u6210\u679c\u5831\u916c\u7684\u306a\u6848\u4ef6\u3082\u5897\u52a0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u300c\u5358\u4fa1\u30d7\u30ec\u30df\u30a2\u30e0\u300d\u306f\u3044\u3064\u307e\u3067\u7d9a\u304f\u306e\u304b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6848\u4ef6\u306e\u5358\u4fa1\u30d7\u30ec\u30df\u30a2\u30e0\u306f\u3001\u300c\u5e0c\u5c11\u6027\u304c\u7d9a\u304f\u9650\u308a\u300d\u7dad\u6301\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u3092\u898b\u308b\u3068\u30012025\u5e74\u590f\u4ee5\u964dAI\u6848\u4ef6\u306e\u69cb\u6210\u6bd4\u306f13\u301c15%\u30ec\u30f3\u30b8\u3067\u5b89\u5b9a\u3057\u3066\u304a\u308a\u3001\u6025\u901f\u306a\u4f9b\u7d66\u5897\u52a0\u306e\u5146\u5019\u306f\u307e\u3060\u898b\u3089\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u6ce8\u610f\u3059\u3079\u304d\u306f\u3001\u300cAI\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u306a\u308a\u305f\u3044\u4eba\u300d\u306f\u6025\u5897\u3057\u3066\u3044\u308b\u4e00\u65b9\u3067\u3001\u300c\u5373\u6226\u529b\u30ec\u30d9\u30eb\u306eAI\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u306e\u5897\u52a0\u901f\u5ea6\u306f\u305a\u3063\u3068\u7de9\u3084\u304b\u3068\u3044\u3046\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u3057\u3066\u3044\u308b\u4eba\u306e\u6570\u3068\u3001\u6848\u4ef6\u3092\u53d6\u308c\u308b\u30ec\u30d9\u30eb\u306e\u4eba\u306e\u6570\u306e\u9593\u306b\u306f\u5927\u304d\u306a\u30ae\u30e3\u30c3\u30d7\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"is-style-big_icon_point wp-block-paragraph\">\u30fb\u9ad8\u5358\u4fa1\u306e\u672c\u8cea\u306f\u300c\u4eba\u6750\u5e0c\u5c11\u6027\u00d7\u6280\u8853\u8907\u5408\u6027\u00d7\u4f01\u696d\u306e\u512a\u5148\u5ea6\u306e\u9ad8\u3055\u300d<br>\u30fbAI\u6848\u4ef6\u69cb\u6210\u6bd4\u306f13\u301c15%\u30ec\u30f3\u30b8\u3067\u5b89\u5b9a\u2014\u9700\u8981\u306f\u5f53\u9762\u7d9a\u304f\u898b\u8fbc\u307f<br>\u30fb\u300cAI\u3092\u5b66\u3093\u3067\u3044\u308b\u4eba\u300d\u306f\u5897\u3048\u3066\u3044\u308b\u304c\u300c\u5373\u6226\u529b\u300d\u306e\u5897\u52a0\u306f\u7de9\u3084\u304b<br>\u30fb\u5358\u4fa1\u30d7\u30ec\u30df\u30a2\u30e0\u306f\u5e0c\u5c11\u6027\u304c\u7d9a\u304f\u9650\u308a\u7dad\u6301\u3055\u308c\u308b\u2014\u304c\u3001\u305d\u306e\u300c\u5e0c\u5c11\u6027\u306e\u7dad\u6301\u300d\u304c\u96e3\u3057\u3044<\/p>\n\n\n\n<h2 id=\"rtoc-4\"  class=\"wp-block-heading\">\u305f\u3060\u3057\u53c2\u5165\u96e3\u6613\u5ea6\u306f\u975e\u5e38\u306b\u9ad8\u3044<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u6848\u4ef6\u304c\u6c42\u3081\u308b\u30b9\u30ad\u30eb\u306e\u300c\u5168\u4f53\u50cf\u300d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6848\u4ef6\u3067\u5b9f\u969b\u306b\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u3092\u30ad\u30fc\u30ef\u30fc\u30c9\u51fa\u73fe\u6570\u3067\u898b\u308b\u3068\u3001\u300cAI\u300d\u3068\u3044\u3046\u4e00\u8a00\u3067\u306f\u53ce\u307e\u3089\u306a\u3044\u5e83\u3055\u3068\u6df1\u3055\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u30b9\u30ad\u30eb\u9818\u57df<\/strong><\/td><td><strong>\u4e3b\u306a\u30ad\u30fc\u30ef\u30fc\u30c9<\/strong><\/td><td><strong>AI<\/strong><strong>\u6848\u4ef6\u3067\u306e\u4f4d\u7f6e\u3065\u3051<\/strong><\/td><td><strong>\u7fd2\u5f97\u96e3\u6613\u5ea6<\/strong><\/td><\/tr><\/thead><tbody><tr><td>\u751f\u6210AI\/LLM<\/td><td>GPT-4\u30fbClaude\u30fbGemini\u30fbLangChain\u30fbLlamaIndex<\/td><td>\u30b3\u30a2\u6280\u8853\uff08\u5fc5\u9808\uff09<\/td><td>\u9ad8<\/td><\/tr><tr><td>\u30af\u30e9\u30a6\u30c9<\/td><td>Azure OpenAI\u30fbAWS Bedrock\u30fbGCP Vertex AI<\/td><td>\u30a4\u30f3\u30d5\u30e9\u57fa\u76e4\uff08\u5fc5\u9808\uff09<\/td><td>\u4e2d\u301c\u9ad8<\/td><\/tr><tr><td>Python<\/td><td>pandas\u30fbFastAPI\u30fbSQLAlchemy\u30fbpytest<\/td><td>\u5b9f\u88c5\u8a00\u8a9e\uff08\u5fc5\u9808\uff09<\/td><td>\u4e2d<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u51e6\u7406<\/td><td>SQL\u30fbETL\u30fb\u30d9\u30af\u30c8\u30ebDB\uff08Pinecone\u30fbWeaviate\u7b49\uff09<\/td><td>RAG\u30fb\u691c\u7d22\u306e\u57fa\u790e<\/td><td>\u9ad8<\/td><\/tr><tr><td>MLOps<\/td><td>CI\/CD\u30fb\u30e2\u30c7\u30eb\u76e3\u8996\u30fb\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406<\/td><td>\u904b\u7528\u30d5\u30a7\u30fc\u30ba\u3067\u5fc5\u8981<\/td><td>\u9ad8<\/td><\/tr><tr><td>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/td><td>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u30fb\u30c7\u30fc\u30bf\u4fdd\u8b77<\/td><td>\u4f01\u696d\u6848\u4ef6\u3067\u5fc5\u9808<\/td><td>\u4e2d\u301c\u9ad8<\/td><\/tr><tr><td>\u4e0a\u6d41\u30b9\u30ad\u30eb<\/td><td>\u8981\u4ef6\u5b9a\u7fa9\u30fb\u8a2d\u8a08\u30fbPM<\/td><td>\u9ad8\u5358\u4fa1\u6848\u4ef6\u3067\u306f\u5fc5\u9808<\/td><td>\u4e2d\uff08\u7d4c\u9a13\u4f9d\u5b58\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cPython\u57fa\u790e\u3068ChatGPT\u306eAPI\u547c\u3073\u51fa\u3057\u300d\u306f\u30b9\u30bf\u30fc\u30c8\u30e9\u30a4\u30f3\u306b\u3059\u304e\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u756a\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u7d44\u307f\u8fbc\u307f\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u5fdc\u30fb\u30b3\u30b9\u30c8\u7ba1\u7406\u30fb\u7d99\u7d9a\u904b\u7528\u307e\u3067\u542b\u3081\u308b\u3068\u3001\u7fd2\u5f97\u3059\u3079\u304d\u30b9\u30ad\u30eb\u306e\u7bc4\u56f2\u306f\u5e83\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9f\u52d9\u7d4c\u9a13\u306e\u58c1\uff1a\u300c\u5b66\u7fd2\u6e08\u307f\u300d\u3067\u306f\u6848\u4ef6\u304c\u53d6\u308c\u306a\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6848\u4ef6\u306e\u767a\u6ce8\u4f01\u696d\u304c\u6700\u3082\u91cd\u8996\u3057\u3066\u3044\u308b\u306e\u306f\u300c\u5b9f\u52d9\u3067\u306e\u5b9f\u88c5\u7d4c\u9a13\u300d\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u306e\u6848\u4ef6\u8981\u4ef6\u3092\u898b\u308b\u3068\u3001\u5373\u6226\u529b\u5fd7\u5411\u304c\u660e\u78ba\u306b\u5f37\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u300c\u751f\u6210AI\/LLM\u3092\u4f7f\u3063\u305f\u958b\u767a\u7d4c\u9a131\u5e74\u4ee5\u4e0a\u300d\u3068\u3044\u3046\u8981\u4ef6\u304c\u5897\u52a0<\/li>\n\n\n\n<li>\u300cAzure OpenAI\u3092\u4f7f\u3063\u305fPoC\/\u672c\u756a\u958b\u767a\u7d4c\u9a13\u5fc5\u9808\u300d\u3068\u3044\u3046\u6761\u4ef6\u304c\u591a\u3044<\/li>\n\n\n\n<li>\u300cLangChain\u3084LlamaIndex\u3092\u4f7f\u3063\u305fRAG\u306e\u5b9f\u88c5\u7d4c\u9a13\u304c\u3042\u308b\u65b9\u300d\u3068\u3044\u3046\u5177\u4f53\u7684\u306a\u7d4c\u9a13\u8981\u6c42<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cUdemy\u3067\u30b3\u30fc\u30b9\u30923\u3064\u53d6\u308a\u307e\u3057\u305f\u300d\u3067\u306f\u3001\u591a\u304f\u306eAI\u6848\u4ef6\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3055\u306a\u3044\u306e\u304c\u4e8b\u5b9f\u3067\u3059\u3002 \u300c\u5b9f\u969b\u306b\u52d5\u304f\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u3063\u305f\u7d4c\u9a13\u300d\u304c\u554f\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b66\u7fd2\u30b3\u30b9\u30c8\u306e\u73fe\u5b9f\uff1a\u300c\u6570\u30f6\u6708\u3067\u306f\u5230\u9054\u3057\u306a\u3044\u300d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c3\u30f6\u6708\u3067AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u306a\u308b\u300d\u3068\u3044\u3046\u8b33\u3044\u6587\u53e5\u3092SNS\u3067\u898b\u304b\u3051\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u304c\u793a\u3059\u73fe\u5b9f\u306f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6848\u4ef6\u3067\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u30b9\u30bf\u30c3\u30af\uff08Python\u00d7\u30af\u30e9\u30a6\u30c9\u00d7LLM\u00d7\u30c7\u30fc\u30bf\u51e6\u7406\u00d7MLOps\uff09\u3092\u5b9f\u52d9\u30ec\u30d9\u30eb\u3067\u7fd2\u5f97\u3059\u308b\u306b\u306f\u3001\u6700\u4f4e\u3067\u30821\u301c2\u5e74\u306e\u7d4c\u9a13\u7a4d\u307f\u4e0a\u3052\u304c\u73fe\u5b9f\u7684\u306a\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u300c\u30bc\u30ed\u304b\u30891\u301c2\u5e74\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u65e2\u5b58\u30b9\u30ad\u30eb\u306e\u8d77\u70b9\u304b\u3089\u306e\u4e0a\u4e57\u305b\u300d\u3067\u3042\u308c\u3070\u3001\u73fe\u5b9f\u7684\u306b\u77ed\u7e2e\u3067\u304d\u308b\u306e\u3082\u4e8b\u5b9f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u958b\u767a\u7d4c\u9a13\u8005\u304cPython\u3068LLM API\u3092\u8ffd\u52a0\u7fd2\u5f97\u3059\u308b\u306e\u3068\u3001\u672a\u7d4c\u9a13\u304b\u3089\u3059\u3079\u3066\u3092\u5b66\u3076\u306e\u3067\u306f\u3001\u96e3\u6613\u5ea6\u304c\u5168\u304f\u7570\u306a\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"is-style-big_icon_batsu wp-block-paragraph\"><strong><span class=\"swl-fz u-fz-l\">\u300cAI\u3092\u5b66\u3079\u3070\u5132\u304b\u308b\u300d\u306f\u5371\u967a\u306a\u5358\u7d14\u5316 <\/span><\/strong><br>\u5b9f\u52d9\u7d4c\u9a13\u304c\u6c42\u3081\u3089\u308c\u308bAI\u6848\u4ef6\u306e\u58c1\u306f\u9ad8\u3044\u3002\u5b66\u7fd2\u3060\u3051\u3067\u306f\u53c2\u5165\u3067\u304d\u305a\u3001\u65e2\u5b58\u30b9\u30ad\u30eb\u3092\u6301\u3064\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u512a\u4f4d\u3002\u672a\u7d4c\u9a13\u304b\u3089\u306e\u53c2\u5165\u306f\u5bb9\u6613\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"is-style-big_icon_point wp-block-paragraph\">\u30fbAI\u6848\u4ef6\u306f\u300cPython+LLM API\u300d\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u2014\u30af\u30e9\u30a6\u30c9\u30fb\u30c7\u30fc\u30bf\u30fbMLOps\u30fb\u4e0a\u6d41\u30b9\u30ad\u30eb\u304c\u5fc5\u8981<br>\u30fb\u767a\u6ce8\u4f01\u696d\u306f\u300c\u5b9f\u52d9\u3067\u306e\u5b9f\u88c5\u7d4c\u9a13\u300d\u3092\u6700\u91cd\u8996\u3002\u5b66\u7fd2\u3060\u3051\u3067\u306f\u6848\u4ef6\u304c\u53d6\u308c\u306a\u3044<br>\u30fb\u300c3\u30f6\u6708\u3067AI\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u306f\u591a\u304f\u306e\u6848\u4ef6\u8981\u4ef6\u3092\u6e80\u305f\u3055\u306a\u3044<br>\u30fb\u65e2\u5b58\u30b9\u30ad\u30eb\u3092\u6301\u3064\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u8ffd\u52a0\u7fd2\u5f97\u3059\u308b\u5834\u5408\u306f\u53c2\u5165\u96e3\u6613\u5ea6\u304c\u5927\u304d\u304f\u4e0b\u304c\u308b<\/p>\n\n\n\n<h2 id=\"rtoc-5\"  class=\"wp-block-heading\">\u672a\u7d4c\u9a13\u304b\u3089AI\u306b\u884c\u304f\u306e\u306f\u73fe\u5b9f\u7684\u306a\u306e\u304b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d50\u8ad6\uff1a\u304b\u306a\u308a\u96e3\u3057\u3044\u2014\u305f\u3060\u3057\u300c\u8ab0\u304c\u672a\u7d4c\u9a13\u304b\u300d\u306b\u3088\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u672a\u7d4c\u9a13\u304b\u3089AI\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u3068\u3044\u3046\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9\u306f\u3001\u30b9\u30bf\u30fc\u30c8\u5730\u70b9\u306b\u3088\u3063\u3066\u73fe\u5b9f\u6027\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u51fa\u767a\u70b9<\/strong><\/td><td><strong>AI<\/strong><strong>\u53c2\u5165\u306e\u73fe\u5b9f\u6027<\/strong><\/td><td><strong>\u7406\u7531<\/strong><\/td><td><strong>\u63a8\u5968\u30eb\u30fc\u30c8<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u958b\u767a\u7d4c\u9a13\u8005\uff08Python\uff09<\/strong><\/td><td><strong>\u9ad8\u3044\uff086\u301c12\u30f6\u6708\uff09<\/strong><\/td><td>\u8a00\u8a9e\u30fb\u8a2d\u8a08\u30b9\u30ad\u30eb\u304c\u6d3b\u304b\u305b\u308b<\/td><td>Python\u00d7LLM API\u2192RAG\u2192AI\u6848\u4ef6<\/td><\/tr><tr><td><strong>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\/ML\u7d4c\u9a13\u8005<\/strong><\/td><td><strong>\u9ad8\u3044\uff083\u301c6\u30f6\u6708\uff09<\/strong><\/td><td>\u30c7\u30fc\u30bf\u51e6\u7406\u30fb\u30e2\u30c7\u30eb\u77e5\u8b58\u3042\u308a<\/td><td>\u751f\u6210AI\u2192MLOps\u8ffd\u52a0\u2192\u9ad8\u5358\u4fa1AI\u6848\u4ef6<\/td><\/tr><tr><td>\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2\uff08AWS\/Azure\uff09<\/td><td>\u4e2d\uff086\u301c12\u30f6\u6708\uff09<\/td><td>\u30af\u30e9\u30a6\u30c9\u57fa\u76e4\u306e\u77e5\u8b58\u3042\u308a<\/td><td>Azure OpenAI\u9023\u643a\u2192MLOps<\/td><\/tr><tr><td>\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u958b\u767a\u7d4c\u9a13\u8005<\/td><td>\u3084\u3084\u96e3\uff0812\u301c18\u30f6\u6708\uff09<\/td><td>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30fb\u30c7\u30fc\u30bf\u77e5\u8b58\u304c\u4e0d\u8db3<\/td><td>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u7fd2\u5f97\u2192Python\u2192AI<\/td><\/tr><tr><td>PHP\/Ruby\u4e2d\u5fc3\u306e\u958b\u767a\u7d4c\u9a13\u8005<\/td><td>\u96e3\uff0818\u30f6\u6708\u301c\uff09<\/td><td>\u8a00\u8a9e\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u5dee\u304c\u5927\u304d\u3044<\/td><td>\u6bb5\u968e\u7684\u79fb\u884c\u304c\u73fe\u5b9f\u7684<\/td><\/tr><tr><td>\u5b8c\u5168\u672a\u7d4c\u9a13\uff08\u30a8\u30f3\u30b8\u30cb\u30a2\u7d4c\u9a13\u306a\u3057\uff09<\/td><td>\u975e\u5e38\u306b\u96e3<\/td><td>\u57fa\u790e\u304b\u3089\u5168\u90e8\u7a4d\u307f\u4e0a\u3052\u304c\u5fc5\u8981<\/td><td>\u307e\u305a\u958b\u767a\u30b9\u30ad\u30eb\u306e\u78ba\u7acb\u304c\u5148\u6c7a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u3088\u304f\u3042\u308b\u5931\u6557\u30d1\u30bf\u30fc\u30f33\u3064<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u300cAI\u7279\u5316\u3067\u5b66\u7fd2\u2192\u6848\u4ef6\u304c\u53d6\u308c\u306a\u3044\u300d\uff1aAI\u7cfb\u306e\u8cc7\u683c\u30fb\u30b3\u30fc\u30b9\u3092\u53d6\u5f97\u3057\u305f\u304c\u3001\u5b9f\u52d9\u7d4c\u9a13\u304c\u306a\u304f\u6848\u4ef6\u8981\u4ef6\u3092\u6e80\u305f\u3055\u306a\u3044\u3002PoC\/\u500b\u4eba\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5b9f\u88c5\u7d4c\u9a13\u304c\u5fc5\u8981\u3002<\/li>\n\n\n\n<li>\u300cPython\u304b\u3089\u59cb\u3081\u3066API\u3092\u53e9\u3044\u305f\u2192AI\u6848\u4ef6\u306b\u5fdc\u52df\u2192\u4e0d\u63a1\u7528\u300d\uff1a\u52d5\u304f\u30c7\u30e2\u306f\u4f5c\u308c\u308b\u304c\u3001\u672c\u756a\u74b0\u5883\u3067\u306e\u30c7\u30d7\u30ed\u30a4\u30fb\u76e3\u8996\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u5fdc\u306e\u7d4c\u9a13\u304c\u306a\u304f\u3001\u5373\u6226\u529b\u3068\u3057\u3066\u8a55\u4fa1\u3055\u308c\u306a\u3044\u3002<\/li>\n\n\n\n<li>\u300cAI\u6848\u4ef6\u3068\u8a00\u3044\u306a\u304c\u3089\u5b9f\u306f\u5c1a\u53ef\u30b9\u30ad\u30eb\u6848\u4ef6\u300d\uff1a\u300cAI\u30c4\u30fc\u30eb\u6d3b\u7528\uff08\u5c1a\u53ef\uff09\u300d\u3068\u3044\u3046\u6848\u4ef6\u306b\u5fdc\u52df\u3057\u305f\u304c\u3001\u5b9f\u969b\u306fAI\u5c02\u9580\u6848\u4ef6\u3067\u306f\u306a\u304f\u3001\u65e2\u5b58\u958b\u767a\u30b9\u30ad\u30eb\u304c\u4e3b\u8981\u6c42\u4ef6\u3060\u3063\u305f\u3002AI\u6848\u4ef6\u306e\u5b9a\u7fa9\u304c\u5e83\u3044\u3053\u3068\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u73fe\u5b9f\u7684\u306a\u30eb\u30fc\u30c8\u306f\u300c\u6bb5\u968e\u7684\u306a\u30b7\u30d5\u30c8\u300d<\/h3>\n\n\n\n<p class=\"has-border -border01 wp-block-paragraph\"><strong><span class=\"swl-fz u-fz-l\">\u30eb\u30fc\u30c8\u2780\uff1a\u958b\u767a\u30a8\u30f3\u30b8\u30cb\u30a2\u2192AI\u6848\u4ef6<\/span><\/strong><br>STEP 1\uff1aPython\u3067\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u958b\u767a\u7d4c\u9a13\u3092\u7a4d\u3080\uff081\u301c2\u5e74\uff09<br>STEP 2\uff1a\u30c7\u30fc\u30bf\u51e6\u7406\u30fbSQL\u30fbAPI\u306e\u8a2d\u8a08\u7d4c\u9a13\u3092\u8ffd\u52a0\uff086\u30f6\u6708\uff09<br>STEP 3\uff1aLLM API\u9023\u643a\u30fbRAG\u306e\u5b9f\u88c5\u3092\u526f\u696d\/\u500b\u4eba\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u7d4c\u9a13\uff083\u301c6\u30f6\u6708\uff09<br>STEP 4\uff1aAI\u95a2\u9023\u6848\u4ef6\uff08\u5c1a\u53ef\u30b9\u30ad\u30eb\u3042\u308a\uff09\u2192\u5b9f\u52d9\u7d4c\u9a13\u3092\u7a4d\u3080<br>STEP 5\uff1aAI\u5c02\u9580\u6848\u4ef6\uff08\u5fc5\u9808\u30b9\u30ad\u30eb\uff09\u3078\u306e\u53c2\u753b <\/p>\n\n\n\n<p class=\"has-border -border01 wp-block-paragraph\"><strong><span class=\"swl-fz u-fz-l\">\u30eb\u30fc\u30c8\u2781\uff1a\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2 \u2192 AI\u6848\u4ef6<\/span><\/strong><br>STEP 1\uff1aAWS\/Azure\u306e\u8a2d\u8a08\u30fb\u69cb\u7bc9\u7d4c\u9a13\uff082\u5e74\u4ee5\u4e0a\uff09<br>STEP 2\uff1aAzure OpenAI or AWS Bedrock\u306e\u74b0\u5883\u69cb\u7bc9\u30fb\u9023\u643a\u3092\u7d4c\u9a13<br>STEP 3\uff1aMLOps\u306e\u57fa\u790e\uff08\u30e2\u30c7\u30eb\u30c7\u30d7\u30ed\u30a4\u30fb\u76e3\u8996\u30fbCI\/CD\uff09\u3092\u7fd2\u5f97<br>STEP 4\uff1aAI\u6848\u4ef6\u306e\u30a4\u30f3\u30d5\u30e9\u62c5\u5f53\u3068\u3057\u3066\u53c2\u753b<\/p>\n\n\n\n<p class=\"is-style-big_icon_point wp-block-paragraph\">\u30fb\u51fa\u767a\u70b9\u306b\u3088\u3063\u3066\u53c2\u5165\u96e3\u6613\u5ea6\u306f\u5927\u304d\u304f\u7570\u306a\u308b\u2014Python\u00d7\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u304c\u6700\u3082\u8fd1\u3044<br>\u30fb\u300cAI\u5b66\u7fd2\u2192\u5373AI\u6848\u4ef6\u300d\u306f\u73fe\u5b9f\u7684\u3067\u306a\u3044\u3002\u6bb5\u968e\u7684\u306a\u30b9\u30ad\u30eb\u7a4d\u307f\u4e0a\u3052\u304c\u5fc5\u8981<br>\u30fb\u6700\u77ed\u30eb\u30fc\u30c8\u306f\u300c\u65e2\u5b58\u30b9\u30ad\u30eb+\u96a3\u63a5\u3059\u308bAI\u6280\u8853\u306e\u8ffd\u52a0\u300d<br>\u30fb\u300cAI\u6848\u4ef6\uff08\u5c1a\u53ef\uff09\u300d\u2192\u300cAI\u6848\u4ef6\uff08\u5fc5\u9808\uff09\u300d\u3068\u3044\u30462\u6bb5\u968e\u306e\u30b9\u30c6\u30c3\u30d7\u304c\u73fe\u5b9f\u7684<\/p>\n\n\n\n<h2 id=\"rtoc-6\"  class=\"wp-block-heading\">\u7d50\u5c40AI\u6848\u4ef6\u3067\u5f97\u3092\u3057\u3066\u3044\u308b\u306e\u306f\u3069\u306e\u5c64\u304b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u304b\u3089\u898b\u3048\u308b\u300cAI\u6848\u4ef6\u306e\u52dd\u3061\u7d44\u300d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6848\u4ef6\u306e\u5358\u4fa1\u30d7\u30ec\u30df\u30a2\u30e0\u3092\u5b9f\u969b\u306b\u4eab\u53d7\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u7279\u5b9a\u306e\u5c64\u306b\u96c6\u4e2d\u3057\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3068\u6848\u4ef6\u8981\u4ef6\u306e\u5206\u6790\u304b\u3089\u3001\u300cAI\u6848\u4ef6\u3067\u5f97\u3092\u3057\u3066\u3044\u308b3\u3064\u306e\u5c64\u300d\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">1\u4f4d<\/td><td><strong>\u65e2\u5b58\u30b9\u30ad\u30eb\u3092\u6301\u3064\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\/\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\uff08Python\u7d4c\u9a13\u8005\uff09<\/strong><br>Python\u3067\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u30fbAPI\u8a2d\u8a08\u7d4c\u9a13\u3092\u6301\u3061\u3001LLM\/RAG\u306e\u5b9f\u88c5\u3092\u8ffd\u52a0\u7fd2\u5f97\u3057\u305f\u5c64\u3002\u53c2\u5165\u969c\u58c1\u304c\u4f4e\u304f\u3001\u5373\u6226\u529b\u3068\u3057\u3066\u8a55\u4fa1\u3055\u308c\u3084\u3059\u3044\u3002\u6848\u4ef6\u5897\u52a0\u306e\u6069\u6075\u3092\u6700\u3082\u53d7\u3051\u3066\u3044\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">2\u4f4d<\/td><td><strong>\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2\uff08Azure\/AWS\uff09\u00d7AI\u9023\u643a<\/strong><br>Azure OpenAI\u3084AWS Bedrock\u3092\u4f7f\u3063\u305f\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u5c0e\u5165\u306e\u30a4\u30f3\u30d5\u30e9\u3092\u62c5\u3048\u308b\u5c64\u3002Azure\u6848\u4ef6\u304c\u307b\u307c\u500d\u5897\uff084.3%\u21928.6%\uff09\u3057\u3066\u304a\u308a\u3001AI\u6848\u4ef6\u3068\u540c\u6c34\u6e96\u306e\u5358\u4fa1\u3092\u5f97\u3066\u3044\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">3\u4f4d<\/td><td><strong>\u4e0a\u6d41\u5de5\u7a0b\u306b\u95a2\u308f\u308c\u308bPM\/\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u00d7AI\u7406\u89e3<\/strong><br>AI\u306e\u5b9f\u88c5\u306f\u4ed6\u8005\u306b\u4efb\u305b\u306a\u304c\u3089\u3001\u300c\u4f55\u3092AI\u306b\u4efb\u305b\u308b\u304b\u300d\u300c\u3069\u3046\u696d\u52d9\u306b\u7d44\u307f\u8fbc\u3080\u304b\u300d\u3092\u5b9a\u7fa9\u3067\u304d\u308b\u5c64\u3002\u6848\u4ef6\u8981\u4ef6\u3067PjM\/\u30ea\u30fc\u30c0\u30fc\/\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u304c+4.6pp\u3068\u6025\u5897\u3002\u5358\u4fa1\u306e\u4e0a\u9650\u304c\u6700\u3082\u9ad8\u3044\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u9006\u306b\u300c\u5f97\u3092\u3057\u3066\u3044\u306a\u3044\u5c64\u300d\u3082\u660e\u78ba\u306b\u3042\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cAI\u306b\u6311\u6226\u3057\u305f\u304c\u6069\u6075\u3092\u5f97\u3089\u308c\u3066\u3044\u306a\u3044\u300d\u30d1\u30bf\u30fc\u30f3\u3082\u3001\u30c7\u30fc\u30bf\u304b\u3089\u8aad\u307f\u53d6\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u7fd2\u306f\u3057\u305f\u304c\u5b9f\u52d9\u7d4c\u9a13\u306a\u3057\uff1aAI\u7cfb\u306e\u5b66\u7fd2\u30b3\u30fc\u30b9\u3084\u8cc7\u683c\u3092\u53d6\u5f97\u3057\u305f\u304c\u3001\u6848\u4ef6\u8981\u4ef6\u3092\u6e80\u305f\u3059\u300c\u5b9f\u52d9\u3067\u306e\u5b9f\u88c5\u7d4c\u9a13\u300d\u304c\u306a\u304f\u3001\u6848\u4ef6\u5358\u4fa1\u304c\u4e0a\u304c\u3089\u306a\u3044\u3002<\/li>\n\n\n\n<li>PHP\/Ruby\u30e1\u30a4\u30f3\u3067AI\u3068\u306e\u63a5\u70b9\u304c\u8584\u3044\uff1aPHP\u6848\u4ef6\u304c7.7%\u21925.0%\uff08-2.7pp\uff09\u3068\u660e\u78ba\u306b\u6e1b\u5c11\u3057\u3066\u304a\u308a\u3001\u8a00\u8a9e\u81ea\u4f53\u306e\u9700\u8981\u304c\u4e0b\u304c\u3063\u3066\u3044\u308b\u3002AI\u3068\u306e\u63a5\u70b9\u3092\u4f5c\u3089\u305a\u306b\u73fe\u72b6\u7dad\u6301\u3057\u3066\u3044\u308b\u3068\u3001\u5358\u4fa1\u306e\u505c\u6ede\u304b\u3089\u629c\u3051\u51fa\u3057\u306b\u304f\u3044\u3002<\/li>\n\n\n\n<li>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u307f\u306e\u30dd\u30b8\u30b7\u30e7\u30f3\uff1aAI\u88dc\u52a9\u306b\u3088\u308b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u52b9\u7387\u5316\u304c\u9032\u3080\u4e2d\u3001\u300c\u5b9f\u88c5\u3057\u304b\u3067\u304d\u306a\u3044\u300d\u30dd\u30b8\u30b7\u30e7\u30f3\u306f\u76f8\u5bfe\u7684\u306a\u4fa1\u5024\u304c\u4f4e\u4e0b\u4e2d\u3002\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\u5fc3\u6848\u4ef6\u304c\u524d\u534a43.0%\u2192\u5f8c\u534a40.2%\u3068\u6e1b\u5c11\u3057\u3066\u3044\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"is-style-icon_good wp-block-paragraph\"><strong><span class=\"swl-fz u-fz-l\">\u6761\u4ef6\u4ed8\u304d\u3060\u304c\u3001AI\u6848\u4ef6\u3067\u5f97\u3092\u3059\u308b\u306e\u306f\u300c\u65e2\u5b58\u30b9\u30ad\u30eb\u4fdd\u6709\u8005\u300d<\/span><\/strong><br>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u958b\u767a\u7d4c\u9a13\u30fb\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u7d4c\u9a13\u30fb\u4e0a\u6d41\u30b9\u30ad\u30eb\u3092\u6301\u3064\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u3001AI\u77e5\u8b58\u3092\u4e0a\u4e57\u305b\u3059\u308b\u3053\u3068\u3067\u5358\u4fa1\u30d7\u30ec\u30df\u30a2\u30e0\u3092\u7372\u5f97\u3057\u3066\u3044\u308b\u3002\u672a\u7d4c\u9a13\u304b\u3089\u3067\u306f\u96e3\u3057\u3044\u3002<\/p>\n\n\n\n<p class=\"is-style-big_icon_point wp-block-paragraph\">\u30fb\u6700\u3082\u5f97\u3092\u3057\u3066\u3044\u308b\u306e\u306f\u300cPython\u00d7\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u7d4c\u9a13\u8005\u304cAI\u3092\u8ffd\u52a0\u7fd2\u5f97\u3057\u305f\u5c64\u300d<br>\u30fb\u6b21\u70b9\u306f\u300cAzure\/AWS\u7d4c\u9a13\u8005\u00d7AI\u9023\u643a\u300d\u2014AI\u6848\u4ef6\u3068\u540c\u6c34\u6e96\u306e\u5358\u4fa1\u3092\u5f97\u3066\u3044\u308b<br>\u30fb\u6700\u9ad8\u5358\u4fa1\uff0890\u301c208\u4e07\u5186\uff09\u306f\u300c\u4e0a\u6d41\u30b9\u30ad\u30eb\u00d7AI\u7406\u89e3\u300d\u306e\u5c64<br>\u30fb\u300c\u5b66\u7fd2\u6e08\u307f\u3060\u304c\u5b9f\u52d9\u7d4c\u9a13\u306a\u3057\u300d\u306e\u5c64\u306f\u5358\u4fa1\u5411\u4e0a\u306e\u6069\u6075\u3092\u5f97\u306b\u304f\u3044<\/p>\n\n\n\n<h2 id=\"rtoc-7\"  class=\"wp-block-heading\">AI\u6848\u4ef6\u3067\u7a3c\u304e\u305f\u3044\u306a\u3089\u3069\u3046\u3059\u3079\u304d\u304b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3\u3064\u306e\u6226\u7565\uff1a\u73fe\u5728\u5730\u304b\u3089\u9006\u7b97\u3059\u308b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u2460 \u3044\u304d\u306a\u308aAI\u306b\u98db\u3073\u8fbc\u307e\u306a\u3044\u2014\u6bb5\u968e\u7684\u306a\u30b9\u30ad\u30eb\u7a4d\u307f\u4e0a\u3052<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cAI\u3092\u3084\u3089\u306a\u304d\u3083\u300d\u3068\u3044\u3046\u7126\u308a\u3067\u3001\u57fa\u790e\u30b9\u30ad\u30eb\u304c\u4e0d\u5341\u5206\u306a\u307e\u307eAI\u5b66\u7fd2\u306b\u6295\u8cc7\u3059\u308b\u306e\u306f\u6700\u3082\u975e\u52b9\u7387\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u81ea\u5206\u306e\u73fe\u5728\u306e\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u3092\u68da\u5378\u3057\u3057\u3001\u300cAI\u306b\u6700\u3082\u8fd1\u3044\u96a3\u63a5\u30b9\u30ad\u30eb\u300d\u3092\u5f37\u5316\u3059\u308b\u3053\u3068\u304c\u6b63\u3057\u3044\u9806\u5e8f\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python\u3092\u307e\u3060\u696d\u52d9\u30ec\u30d9\u30eb\u3067\u4f7f\u3048\u3066\u3044\u306a\u3044 \u2192 \u307e\u305aPython\u3068API\u8a2d\u8a08\u3092\u696d\u52d9\u30ec\u30d9\u30eb\u306b<\/li>\n\n\n\n<li>\u30af\u30e9\u30a6\u30c9\u7d4c\u9a13\u304c\u6d45\u3044 \u2192 AWS\/Azure\u306e\u8a2d\u8a08\u30fb\u69cb\u7bc9\u7d4c\u9a13\u3092\u7a4d\u3080<\/li>\n\n\n\n<li>\u4e0a\u6d41\u7d4c\u9a13\u304c\u306a\u3044 \u2192 \u30c6\u30b9\u30c8\u8a08\u753b\u30fb\u8a2d\u8a08\u30fb\u8981\u4ef6\u5b9a\u7fa9\u3078\u306e\u53c2\u52a0\u3092\u5897\u3084\u3059<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u2461 \u300c\u639b\u3051\u5408\u308f\u305b\u300d\u3092\u610f\u8b58\u3057\u3066\u30b9\u30ad\u30eb\u3092\u7a4d\u3080<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6848\u4ef6\u3067\u9ad8\u5358\u4fa1\u3092\u5f97\u308b\u305f\u3081\u306e\u73fe\u5b9f\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u300c\u65e2\u5b58\u30b9\u30ad\u30eb\u00d7AI\u6280\u8853\u300d\u306e\u639b\u3051\u5408\u308f\u305b\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u73fe\u5728\u306e\u30b9\u30ad\u30eb<\/strong><\/td><td><strong>\u8ffd\u52a0\u3059\u3079\u304dAI\u6280\u8853<\/strong><\/td><td><strong>\u6240\u8981\u671f\u9593<\/strong><\/td><\/tr><\/thead><tbody><tr><td>Python\u00d7\u30d0\u30c3\u30af\u30a8\u30f3\u30c9<\/td><td>LLM API\u00d7RAG\u8a2d\u8a08<\/td><td>6\u301c12\u30f6\u6708<\/td><\/tr><tr><td>AWS\/Azure\u00d7\u30a4\u30f3\u30d5\u30e9<\/td><td>Azure OpenAI\u00d7MLOps<\/td><td>6\u301c12\u30f6\u6708<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\uff08SQL\/ETL\uff09<\/td><td>LLM\u00d7\u30d9\u30af\u30c8\u30ebDB<\/td><td>3\u301c6\u30f6\u6708<\/td><\/tr><tr><td>PM\/\u30c6\u30c3\u30af\u30ea\u30fc\u30c9<\/td><td>AI\u8981\u4ef6\u5b9a\u7fa9\u30fb\u5c0e\u5165\u652f\u63f4<\/td><td>3\u301c6\u30f6\u6708<\/td><\/tr><tr><td>PHP\/Ruby\u958b\u767a<\/td><td>\u307e\u305aPython\u7fd2\u5f97\u304c\u5148\u6c7a<\/td><td>12\u301c24\u30f6\u6708<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u2462 \u5b9f\u52d9\u7d4c\u9a13\u3092\u6700\u512a\u5148\u3067\u7a4d\u3080<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6848\u4ef6\u306e\u53c2\u5165\u306b\u6700\u3082\u52b9\u679c\u7684\u306a\u306e\u306f\u300c\u5b9f\u52d9\u7d4c\u9a13\u306e\u8a3c\u660e\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u526f\u696d\u30fb\u793e\u5185PoC\u30fb\u500b\u4eba\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u3044\u305a\u308c\u304b\u3067\u300c\u5b9f\u969b\u306b\u52d5\u304fAI\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u3063\u305f\u7d4c\u9a13\u300d\u3092\u7a4d\u307f\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3068\u3057\u3066\u63d0\u793a\u3067\u304d\u308b\u72b6\u614b\u306b\u3059\u308b\u3053\u3068\u304c\u3001\u6848\u4ef6\u7372\u5f97\u3078\u306e\u6700\u77ed\u8def\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u793e\u5185\u306eAI\u6d3b\u7528\u63a8\u9032\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u624b\u3092\u6319\u3052\u308b\uff08\u6700\u3082\u5b9f\u7e3e\u3068\u3057\u3066\u8a55\u4fa1\u3055\u308c\u3084\u3059\u3044\uff09<\/li>\n\n\n\n<li>\u526f\u696d\u3067AI\u95a2\u9023\u306e\u5c0f\u898f\u6a21\u6848\u4ef6\u306b\u53c2\u753b\u3059\u308b\uff08\u5c1a\u53ef\u30b9\u30ad\u30eb\u6848\u4ef6\u304b\u3089\u5165\u308b\uff09<\/li>\n\n\n\n<li>GitHub\u306bRAG\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u88c5\u3092\u516c\u958b\u3059\u308b\uff08\u6280\u8853\u529b\u306e\u8a3c\u660e\u306b\u306a\u308b\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"is-style-big_icon_point wp-block-paragraph\">\u30fb\u300c\u7126\u3063\u3066AI\u5b66\u7fd2\u3060\u3051\u300d\u306f\u6700\u3082\u975e\u52b9\u7387\u3002\u73fe\u5728\u306e\u30b9\u30ad\u30eb\u306e\u68da\u5378\u3057\u3068\u88dc\u5f37\u304c\u5148<br>\u30fb\u300c\u65e2\u5b58\u30b9\u30ad\u30eb\u00d7AI\u6280\u8853\u300d\u306e\u639b\u3051\u5408\u308f\u305b\u304c\u6700\u3082ROI\u304c\u9ad8\u3044\u53c2\u5165\u65b9\u6cd5<br>\u30fb\u5b9f\u52d9\u7d4c\u9a13\u306e\u8a3c\u660e\uff08\u793e\u5185PoC\u30fb\u526f\u696d\u30fbGitHub\uff09\u304c\u6848\u4ef6\u7372\u5f97\u3078\u306e\u6700\u77ed\u8def<br>\u30fbPHP\/Ruby\u4e2d\u5fc3\u306e\u5834\u5408\u306f\u307e\u305aPython\u79fb\u884c\u304c\u73fe\u5b9f\u7684\u306a\u7b2c\u4e00\u6b69<\/p>\n\n\n\n<h2 id=\"rtoc-8\"  class=\"wp-block-heading\"><strong>\u30d5\u30ea\uff0d\u30e9\u30f3\u30b9\u306e\u6848\u4ef6\u3092\u63a2\u3059\u306a\u3089\u300c\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u300d<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized u-mb-ctrl u-mb-5\"><img decoding=\"async\" width=\"1090\" height=\"558\" src=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV.webp\" alt=\"\" class=\"wp-image-6584\" style=\"width:852px;height:auto\" srcset=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV.webp 1090w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-300x154.webp 300w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-1024x524.webp 1024w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-768x393.webp 768w\" sizes=\"(max-width: 1090px) 100vw, 1090px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u306f\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\u306b\u6700\u9069\u306a\u6848\u4ef6\u3092\u3054\u7d39\u4ecb\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u516c\u958b\u6848\u4ef6\u306f7,000\u4ef6\u4ee5\u4e0a\u3001IT\u696d\u754c\u5c02\u9580\u6b7418\u5e74\u306e\u5b9f\u7e3e\u3092\u8a87\u308a\u300180%\u4ee5\u4e0a\u306e\u65b9\u304c\u30a8\u30f3\u30b8\u30cb\u30a2\u6b7410\u5e74\u4ee5\u4e0a\u3068\u3001\u7d4c\u9a13\u8c4a\u5bcc\u306a\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u306b\u9078\u3070\u308c\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001<strong>\u6848\u4ef6\u306e\u7d99\u7d9a\u7387\u306f<\/strong><strong>95.6%<\/strong>\u3068\u9ad8\u304f\u3001\u5b89\u5b9a\u3057\u305f\u4ed5\u4e8b\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u6848\u4ef6\u7d39\u4ecb\u5f8c\u3082\u4e01\u5be7\u306a\u30b5\u30dd\u30fc\u30c8\u3092\u884c\u3044\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u4e00\u4eba\u3072\u3068\u308a\u306e\u30ad\u30e3\u30ea\u30a2\u5f62\u6210\u3092\u3057\u3063\u304b\u308a\u3068\u30b5\u30dd\u30fc\u30c8\u3002\u4fe1\u983c\u3067\u304d\u308b\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3057\u3066\u3001\u3042\u306a\u305f\u306e\u6210\u9577\u3092\u5f8c\u62bc\u3057\u3057\u307e\u3059\u3002\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u306e\u6d3b\u52d5\u3092\u3088\u308a\u5145\u5b9f\u3055\u305b\u305f\u3044\u65b9\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u3067\u65b0\u305f\u306a\u4e00\u6b69\u3092\u8e0f\u307f\u51fa\u3057\u3066\u307f\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-fe48e5de wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-swl-deep-01-background-color has-background has-text-align-center wp-element-button\" href=\"https:\/\/www.engineer-factory.com\/\"><strong>\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u3067\u4eca\u3059\u3050\u6848\u4ef6\u3092\u898b\u3066\u307f\u308b<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<h2 id=\"rtoc-9\"  class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">AI\u6848\u4ef6\u306e\u30ea\u30a2\u30eb\u30925\u3064\u306e\u554f\u3044\u3067\u6574\u7406<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u554f\u3044<\/strong><\/td><td><strong>\u7b54\u3048\uff08\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff09<\/strong><\/td><td><strong>\u88dc\u8db3<\/strong><\/td><\/tr><\/thead><tbody><tr><td>AI\u6848\u4ef6\u306f\u9ad8\u5358\u4fa1\u304b\uff1f<\/td><td>\u25ce \u672c\u5f53\uff08\u6708+6\u301c8\u4e07\u5186\uff09<\/td><td>\u305f\u3060\u3057\u300c\u4e0a\u9650\u304c\u9ad8\u3044\u300d\u306e\u3067\u3042\u3063\u3066\u300c\u5168\u4f53\u304c\u9ad8\u3044\u300d\u308f\u3051\u3067\u306f\u306a\u3044<\/td><\/tr><tr><td>\u4ed6\u9818\u57df\u3088\u308a\u65ad\u7136\u9ad8\u3044\u304b\uff1f<\/td><td>\u25b3 \u534a\u5206\u672c\u5f53<\/td><td>\u30a4\u30f3\u30d5\u30e9\u4e0a\u6d41\u30fbQA\u8a2d\u8a08\u3082\u540c\u6c34\u6e96\u306b\u8fd1\u3044\u3002\u300cAI\u4e00\u5f37\u300d\u3067\u306f\u306a\u3044<\/td><\/tr><tr><td>\u672a\u7d4c\u9a13\u3067\u3082\u5165\u308c\u308b\u304b\uff1f<\/td><td>\u2716 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