{"id":27938,"date":"2025-02-20T12:00:00","date_gmt":"2025-02-20T03:00:00","guid":{"rendered":"https:\/\/xrcloud.jp\/blog\/?post_type=articles&#038;p=27938"},"modified":"2025-10-22T13:11:24","modified_gmt":"2025-10-22T04:11:24","slug":"%e4%b8%ad%e5%9b%bd%e3%81%ae%e7%94%9f%e6%88%90ai%e3%80%8edeepseek%e3%80%8f%e3%81%a8%e3%81%af%ef%bc%9f%e6%b3%a8%e7%9b%ae%e3%82%92%e9%9b%86%e3%82%81%e3%82%8b%e7%90%86%e7%94%b1%e3%82%84%e5%ae%89%e5%85%a8","status":"publish","type":"articles","link":"https:\/\/xrcloud.jp\/blog\/articles\/business\/27938\/","title":{"rendered":"\u4e2d\u56fd\u306e\u751f\u6210AI\u300eDeepSeek\u300f\u3068\u306f\uff1f\u6ce8\u76ee\u3092\u96c6\u3081\u308b\u7406\u7531\u3084\u5b89\u5168\u6027\u306b\u3064\u3044\u3066\u89e3\u8aac"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u73fe\u5728\u3001\u4e2d\u56fd\u306eAI\u300cDeepSeek\uff08\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\uff09\u300d\u304c\u3001OpenAI\u306b\u5339\u6575\u3059\u308bAI\u3068\u3057\u3066\u3001\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u4f4e\u30b3\u30b9\u30c8\u3067\u958b\u767a\u3055\u308c\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u4e16\u754c\u4e2d\u3067\u8a71\u984c\u306b\u306a\u308a\u65e5\u672c\u3067\u3082\u7121\u6599\u30a2\u30d7\u30ea\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u30e9\u30f3\u30ad\u30f3\u30b01\u4f4d\u3092\u7372\u5f97\u3059\u308b\u306a\u3069\u3001\u304b\u306a\u308a\u6ce8\u76ee\u5ea6\u306e\u9ad8\u3044\u30b5\u30fc\u30d3\u30b9\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001DeepSeek\uff08\u30c7\u30a3\u30fc\u30d7\u30b7\u30fc\u30af\uff09\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u308b\u7406\u7531\u3084\u3001\u305d\u306e\u5b89\u5168\u6027\u306b\u3064\u3044\u3066\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u6700\u5f8c\u307e\u3067\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"a-single a-7\"><a class=\"gofollow\" data-track=\"NywwLDYw\" href=\"https:\/\/xrcloud.jp\/blog\/download\/form\/?id=14871\" style=\"color:#0066cc; text-decoration:none;\">\r\n\u25b6\u3010\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3011\u5acc\u304c\u3089\u308c\u306a\u3044\u3001\u98fd\u304d\u3089\u308c\u306a\u3044\u3002Z\u4e16\u4ee3\u306b\u81ea\u7136\u306b\u5c4a\u304f\u30e1\u30bf\u30d0\u30fc\u30b9\u30d7\u30ed\u30e2\u30fc\u30b7\u30e7\u30f3\u300cmonoNITE\u300d\r\n<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">|DeepSeek\u3068\u306f\uff1f<\/h1>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"367\" src=\"https:\/\/xrcloud.jp\/blog\/wp-content\/uploads\/2025\/02\/image-33-1024x367.png\" alt=\"\" class=\"wp-image-27939\" srcset=\"https:\/\/xrcloud.jp\/blog\/wp-content\/uploads\/2025\/02\/image-33-1024x367.png 1024w, https:\/\/xrcloud.jp\/blog\/wp-content\/uploads\/2025\/02\/image-33-300x108.png 300w, https:\/\/xrcloud.jp\/blog\/wp-content\/uploads\/2025\/02\/image-33-768x275.png 768w, https:\/\/xrcloud.jp\/blog\/wp-content\/uploads\/2025\/02\/image-33-1536x551.png 1536w, https:\/\/xrcloud.jp\/blog\/wp-content\/uploads\/2025\/02\/image-33.png 1883w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u51fa\u5178\uff1ahttps:\/\/www.deepseek.com\/<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">DeepSeek\u3068\u306f\u3001\u4e2d\u56fd\u767a\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2023\u5e74\u306b\u4e2d\u56fd\u30fb\u6d59\u6c5f\u7701\u676d\u5dde\u5e02\u3067\u8a2d\u7acb\u3055\u308c\u305fDeepSeek\u306f\u30012025\u5e742\u6708\u73fe\u5728\u3001\u69d8\u3005\u306a\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u30e2\u30c7\u30eb\u540d<\/td><td>\u7279\u5fb4<\/td><\/tr><tr><td>DeepSeek V3<\/td><td>\u30fb\u6700\u65b0\u30e2\u30c7\u30eb<br>\u30fb\u9ad8\u901f\u63a8\u8ad6<\/td><\/tr><tr><td>DeepSeek-R1<\/td><td>\u30fbRLHF\u3092\u63a1\u7528\u3057\u305f\u30e2\u30c7\u30eb<\/td><\/tr><tr><td>DeepSeekMoE<\/td><td>\u30fbMixture of Experts\uff08MoE\uff09\u3092\u63a1\u7528\u3057\u305f\u62e1\u5f35\u30e2\u30c7\u30eb<\/td><\/tr><tr><td>DeepSeek-R1-Distill<\/td><td>\u30fb\u84b8\u7559\u6280\u8853\u306b\u3088\u308b\u5c0f\u578b\u8efd\u91cf\u30e2\u30c7\u30eb<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">|DeepSeek\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u7406\u7531<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">DeepSeek\u304c\u6025\u901f\u306b\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u4e00\u756a\u5927\u304d\u306a\u7406\u7531\u3068\u3057\u3066\u306f\u3001\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u826f\u3055\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2024\u5e7411\u6708\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f\u300eDeepSeek-R1\u300f\u3067\u3001\u4e00\u6c17\u306b\u8a71\u984c\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6027\u80fd\u3068\u3057\u3066\u306f\u3001ChatGPT\u3067\u77e5\u3089\u308c\u308bOpenAI\u306eLLM\u306e\u300eo1\u300f\u306b\u8fd1\u3044\u3082\u306e\u3068\u3055\u308c\u3066\u304a\u308a\u3001\u3055\u3089\u306b\u7121\u6599\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u70b9\u304b\u3089\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">|DeepSeek\u306e\u7279\u5fb4<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u306f\u3001DeepSeek\u306e\u4e3b\u306a\u7279\u5fb4\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><mark style=\"background-color:#f2f2f2\" class=\"has-inline-color\">MoE\uff08Mixture of Experts\uff09<\/mark><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MoE\u306f\u3001\u8a08\u7b97\u8cc7\u6e90\u3092\u7bc0\u7d04\u3057\u306a\u304c\u3089\u3082\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u7dad\u6301\u3067\u304d\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fc5\u8981\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3064\u3064\u3001\u9ad8\u7cbe\u5ea6\u306a\u63a8\u8ad6\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u822c\u7684\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u5168\u3066\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5c64\u304c\u4e00\u5ea6\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u304c\u3001MoE\u3067\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306b\u6700\u3082\u9069\u3057\u305f\u5c02\u9580\u5bb6\u3060\u3051\u3092\u9078\u3093\u3067\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><mark style=\"background-color:#f0f0f0\" class=\"has-inline-color\">GRPO\uff08Guided Reward Policy Optimization\uff09<\/mark><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GRPO\u306f\u3001\u5f93\u6765\u306ePPO\uff08Proximal Policy Optimization\uff09\u3092\u6539\u826f\u3057\u305f\u624b\u6cd5\u3067\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u52b9\u7387\u7684\u306b\u4f7f\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">PPO\u3067\u306f\u3001AI\u304c\u5831\u916c\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306e\u65b9\u91dd\uff08Policy\uff09\u3092\u5b66\u3076\u969b\u306b\u300c\u72b6\u614b\u4fa1\u5024\u30e2\u30c7\u30eb\u300d\u3068\u3044\u3046\u3082\u306e\u3092\u4f7f\u3044\u307e\u3059\u304c\u3001GRPO\u3067\u306f\u305d\u306e\u30e2\u30c7\u30eb\u3092\u3042\u3089\u304b\u3058\u3081\u7528\u610f\u305b\u305a\u3001\u5b9f\u969b\u306b\u305d\u306e\u5834\u3067\u6bd4\u8f03\u3057\u3066\u57fa\u6e96\u3092\u6c7a\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306b\u3088\u308a\u3001DeepSeek\u306fPPO\u3088\u308a\u3082\u30e1\u30e2\u30ea\u306e\u4f7f\u7528\u91cf\u3092\u6e1b\u3089\u3057\u306a\u304c\u3089\u3001\u540c\u3058\u304b\u305d\u308c\u4ee5\u4e0a\u306e\u6027\u80fd\u3092\u7dad\u6301\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><mark style=\"background-color:#f1f1f1\" class=\"has-inline-color\">\u77e5\u8b58\u84b8\u7559\uff08Knowledge Distillation\uff09<\/mark><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u77e5\u8b58\u84b8\u7559\u306f\u3001\u9ad8\u7cbe\u5ea6\u306a\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u304b\u3089\u5c0f\u578b\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u3078\u3068\u77e5\u8b58\u3092\u8ee2\u9001\u3059\u308b\u624b\u6cd5\u3067\u3001\u30bc\u30ed\u304b\u3089\u65b0\u305f\u306a\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3088\u308a\u3082\u52b9\u7387\u7684\u306bAI\u306b\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DeepSeek\u3067\u306f\u3001\u65e2\u5b58\u306e\u5927\u898f\u6a21\u30e2\u30c7\u30eb\uff08DeepSeek-R1\uff09\u3092\u57fa\u306b\u3001Qwen2.5\u3084Llama3\u306a\u3069\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u306b\u77e5\u8b58\u3092\u8ee2\u9001\u3057\u3001\u305d\u306e\u5f8c\u5fae\u8abf\u6574\u3092\u65bd\u3059\u3053\u3068\u3067\u3001\u3088\u308a\u52b9\u7387\u7684\u3067\u9ad8\u6027\u80fd\u306aAI\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">|DeepSeek\u306e\u5b89\u5168\u6027\u306f\uff1f<\/h1>\n\n\n\n<p 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