{"id":1323,"date":"2025-10-17T18:00:27","date_gmt":"2025-10-17T09:00:27","guid":{"rendered":"https:\/\/www.hukugyou.tech\/?p=1323"},"modified":"2025-10-14T18:01:27","modified_gmt":"2025-10-14T09:01:27","slug":"%e7%94%9f%e6%88%90ai%e3%81%ae%e4%bb%95%e7%b5%84%e3%81%bf%e3%82%92%e5%9b%b3%e8%a7%a3%e3%81%a7%e7%90%86%e8%a7%a3%e3%81%97%e3%82%88%e3%81%86%e3%80%90%e5%88%9d%e5%bf%83%e8%80%85%e5%90%91%e3%81%91%e5%ae%8c","status":"publish","type":"post","link":"https:\/\/www.hukugyou.tech\/?p=1323","title":{"rendered":"\u751f\u6210AI\u306e\u4ed5\u7d44\u307f\u3092\u56f3\u89e3\u3067\u7406\u89e3\u3057\u3088\u3046\u3010\u521d\u5fc3\u8005\u5411\u3051\u5b8c\u5168\u30ac\u30a4\u30c9\u3011"},"content":{"rendered":"\n

\u751f\u6210AI\u3068\u306f\uff1f\u307e\u305a\u306f\u57fa\u672c\u3092\u62bc\u3055\u3048\u3088\u3046<\/h2>\n\n\n\n

\u751f\u6210AI\uff08Generative AI\uff09\u3068\u306f\u3001\u6587\u7ae0\u30fb\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u52d5\u753b\u306a\u3069\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u81ea\u52d5\u3067\u300c\u5275\u308a\u51fa\u3059\u300d\u4eba\u5de5\u77e5\u80fd\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

\u5f93\u6765\u306eAI\u304c\u300c\u5206\u985e\u30fb\u4e88\u6e2c\u300d\u306b\u5f37\u304b\u3063\u305f\u306e\u306b\u5bfe\u3057\u3001\u751f\u6210AI\u306f\u300c\u5275\u9020\u30fb\u8868\u73fe\u300d\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

ChatGPT\u3084Midjourney\u3001Runway\u306a\u3069\u306e\u30c4\u30fc\u30eb\u304c\u767b\u5834\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u30fb\u6559\u80b2\u30fb\u526f\u696d\u30fb\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u5206\u91ce\u3067\u6025\u901f\u306b\u666e\u53ca\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u751f\u6210AI\u306e\u4ed5\u7d44\u307f\u3092\u56f3\u89e3\u3067\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u3001\u521d\u5fc3\u8005\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u69cb\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u751f\u6210AI\u306e\u4ed5\u7d44\u307f\u3092\u3056\u3063\u304f\u308a\u56f3\u89e3<\/h2>\n\n\n\n

\u751f\u6210AI\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6d41\u308c\u3067\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u30b3\u30fc\u30c9<\/p>\n\n\n\n

\u3010\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3011\n\u3000\u2193\n\u3010\u30c8\u30fc\u30af\u30ca\u30a4\u30ba\uff08\u5358\u8a9e\u3092\u5206\u5272\uff09\u3011\n\u3000\u2193\n\u3010\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\uff08\u6570\u5024\u30d9\u30af\u30c8\u30eb\u5316\uff09\u3011\n\u3000\u2193\n\u3010\u30e2\u30c7\u30eb\u306b\u3088\u308b\u4e88\u6e2c\uff08LLM\u3084\u62e1\u6563\u30e2\u30c7\u30eb\uff09\u3011\n\u3000\u2193\n\u3010\u51fa\u529b\uff08\u6587\u7ae0\u30fb\u753b\u50cf\u30fb\u97f3\u58f0\u306a\u3069\uff09\u3011\n<\/code><\/pre>\n\n\n\n
\u3053\u306e\u4e00\u9023\u306e\u6d41\u308c\u3092\u3001\u3082\u3046\u5c11\u3057\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
\u30b9\u30c6\u30c3\u30d7\u2460\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u6307\u793a\u6587\uff09\u306e\u5165\u529b<\/h2>\n\n\n\n
\u30e6\u30fc\u30b6\u30fc\u304c\u751f\u6210AI\u306b\u5bfe\u3057\u3066\u300c\u4f55\u3092\u3057\u3066\u307b\u3057\u3044\u304b\u300d\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u4f8b\uff1a<\/p>\n\n\n\n
    \n
  • \u300c\u30d6\u30ed\u30b0\u8a18\u4e8b\u306e\u30bf\u30a4\u30c8\u30eb\u6848\u309210\u500b\u51fa\u3057\u3066\u300d<\/li>\n\n\n\n
  • \u300c\u732b\u306e\u30a4\u30e9\u30b9\u30c8\u3092\u63cf\u3044\u3066\u300d<\/li>\n\n\n\n
  • \u300c\u82f1\u8a9e\u3067\u81ea\u5df1\u7d39\u4ecb\u6587\u3092\u4f5c\u3063\u3066\u300d<\/li>\n<\/ul>\n\n\n\n
    \u3053\u306e\u5165\u529b\u6587\u3092\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u3068\u547c\u3073\u307e\u3059\u3002<\/p>\n\n\n\n
    \u751f\u6210AI\u306f\u3053\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u3082\u3068\u306b\u3001\u6700\u9069\u306a\u51fa\u529b\u3092\u8003\u3048\u59cb\u3081\u307e\u3059\u3002<\/p>\n\n\n\n
    \u30b9\u30c6\u30c3\u30d7\u2461\uff1a\u30c8\u30fc\u30af\u30ca\u30a4\u30ba\uff08Tokenization\uff09<\/h2>\n\n\n\n
    \u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6587\u7ae0\u306f\u3001AI\u304c\u7406\u89e3\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u300c\u30c8\u30fc\u30af\u30f3\u300d\u3068\u547c\u3070\u308c\u308b\u5358\u4f4d\u306b\u5206\u5272\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
    \u4f8b\uff1a<\/p>\n\n\n\n
    \u300c\u660e\u65e5\u306e\u6771\u4eac\u306e\u5929\u6c17\u306f\uff1f\u300d \u2192 ['\u660e\u65e5', '\u306e', '\u6771\u4eac', '\u306e', '\u5929\u6c17', '\u306f', '\uff1f']<\/p>\n\n\n\n
    \u3053\u306e\u51e6\u7406\u306b\u3088\u3063\u3066\u3001AI\u306f\u6587\u7ae0\u306e\u69cb\u9020\u3084\u610f\u5473\u3092\u628a\u63e1\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
    \u30b9\u30c6\u30c3\u30d7\u2462\uff1a\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\uff08Embedding\uff09<\/h2>\n\n\n\n
    \u5206\u5272\u3055\u308c\u305f\u30c8\u30fc\u30af\u30f3\u306f\u3001\u6570\u5024\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
    \u3053\u306e\u30d9\u30af\u30c8\u30eb\u306f\u3001\u5358\u8a9e\u306e\u610f\u5473\u3084\u6587\u8108\u3092\u6570\u5024\u3067\u8868\u73fe\u3057\u305f\u3082\u306e\u3002<\/p>\n\n\n\n
    AI\u306f\u3053\u306e\u30d9\u30af\u30c8\u30eb\u3092\u4f7f\u3063\u3066\u3001\u6b21\u306b\u6765\u308b\u3079\u304d\u5358\u8a9e\u3084\u753b\u50cf\u306e\u8981\u7d20\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
    \u30b9\u30c6\u30c3\u30d7\u2463\uff1a\u30e2\u30c7\u30eb\u306b\u3088\u308b\u4e88\u6e2c\u3068\u751f\u6210<\/h2>\n\n\n\n
    \u3053\u3053\u304c\u751f\u6210AI\u306e\u5fc3\u81d3\u90e8\u3002<\/p>\n\n\n\n
    AI\u306f\u3001\u904e\u53bb\u306b\u5b66\u7fd2\u3057\u305f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u3001\u6b21\u306b\u6765\u308b\u3079\u304d\u5185\u5bb9\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
    \u3053\u306e\u3068\u304d\u4f7f\u308f\u308c\u308b\u306e\u304c\u300c\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u300d\u3084\u300c\u62e1\u6563\u30e2\u30c7\u30eb\u300d\u306a\u3069\u306e\u6280\u8853\u3067\u3059\u3002<\/p>\n\n\n\n
    \u4ee3\u8868\u7684\u306a\u6280\u8853<\/h3>\n\n\n\n
      \n
    • Transformer<\/strong>\uff1a\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3002ChatGPT\u3084Gemini\u304c\u63a1\u7528\u3002<\/li>\n\n\n\n
    • \u62e1\u6563\u30e2\u30c7\u30eb\uff08Diffusion Models\uff09<\/strong>\uff1a\u753b\u50cf\u751f\u6210\u306b\u4f7f\u308f\u308c\u308b\u6280\u8853\u3002Midjourney\u3084Stable Diffusion\u304c\u4ee3\u8868\u4f8b\u3002<\/li>\n\n\n\n
    • WaveNet<\/strong>\uff1a\u97f3\u58f0\u751f\u6210\u306b\u4f7f\u308f\u308c\u308b\u6280\u8853\u3002ElevenLabs\u306a\u3069\u3067\u63a1\u7528\u3002<\/li>\n\n\n\n
    • GAN\uff08\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/strong>\uff1a\u753b\u50cf\u3084\u97f3\u58f0\u306e\u30ea\u30a2\u30eb\u306a\u751f\u6210\u306b\u4f7f\u308f\u308c\u308b\u3002<\/li>\n<\/ul>\n\n\n\n
      \u3053\u308c\u3089\u306e\u6280\u8853\u304c\u3001AI\u306e\u300c\u5275\u9020\u529b\u300d\u3092\u652f\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
      \u30b9\u30c6\u30c3\u30d7\u2464\uff1a\u51fa\u529b\uff08\u6587\u7ae0\u30fb\u753b\u50cf\u30fb\u97f3\u58f0\u306a\u3069\uff09<\/h2>\n\n\n\n
      \u6700\u5f8c\u306b\u3001AI\u304c\u751f\u6210\u3057\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
        \n
      • ChatGPT \u2192 \u6587\u7ae0<\/li>\n\n\n\n
      • Midjourney \u2192 \u753b\u50cf<\/li>\n\n\n\n
      • Runway \u2192 \u52d5\u753b<\/li>\n\n\n\n
      • ElevenLabs \u2192 \u97f3\u58f0<\/li>\n<\/ul>\n\n\n\n
        \u3053\u306e\u51fa\u529b\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5185\u5bb9\u3084\u6587\u8108\u306b\u5fdc\u3058\u3066\u5909\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
        \u751f\u6210AI\u306e\u7a2e\u985e\u3068\u5bfe\u5fdc\u3059\u308b\u6280\u8853<\/h2>\n\n\n\n
        \u7a2e\u985e<\/th>\u4ee3\u8868\u30c4\u30fc\u30eb<\/th>\u51fa\u529b<\/th>\u6280\u8853\u57fa\u76e4<\/th><\/tr><\/thead>
        \u6587\u7ae0\u751f\u6210<\/td>ChatGPT, Claude, Gemini<\/td>\u30c6\u30ad\u30b9\u30c8\u30fb\u30b3\u30fc\u30c9<\/td>Transformer<\/td><\/tr>
        \u753b\u50cf\u751f\u6210<\/td>Midjourney, DALL-E, Stable Diffusion<\/td>\u30a4\u30e9\u30b9\u30c8\u30fb\u5199\u771f<\/td>\u62e1\u6563\u30e2\u30c7\u30eb<\/td><\/tr>
        \u97f3\u58f0\u751f\u6210<\/td>ElevenLabs, Suno AI<\/td>\u97f3\u58f0\u30fb\u697d\u66f2<\/td>WaveNet, GAN<\/td><\/tr>
        \u52d5\u753b\u751f\u6210<\/td>Runway, Pika Labs, Sora<\/td>\u52d5\u753b\u30af\u30ea\u30c3\u30d7<\/td>\u62e1\u6563\u30e2\u30c7\u30eb\uff0b\u6642\u7cfb\u5217\u51e6\u7406<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
        \u3053\u306e\u3088\u3046\u306b\u3001\u751f\u6210AI\u306f\u7528\u9014\u3054\u3068\u306b\u7570\u306a\u308b\u6280\u8853\u3092\u4f7f\u3044\u5206\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
        \u751f\u6210AI\u306e\u5b66\u7fd2\u65b9\u6cd5\uff1a\u306a\u305c\u8ce2\u3044\u306e\u304b\uff1f<\/h2>\n\n\n\n
        \u751f\u6210AI\u306f\u300c\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u300d\u3084\u300c\u5f37\u5316\u5b66\u7fd2\uff08RLHF\uff09\u300d\u3092\u4f7f\u3063\u3066\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
        \u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/h3>\n\n\n\n
        \u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u3001\u30d1\u30bf\u30fc\u30f3\u3092\u81ea\u52d5\u3067\u5b66\u7fd2\u3002<\/p>\n\n\n\n
        \u4eba\u9593\u304c\u30e9\u30d9\u30eb\u4ed8\u3051\u3057\u306a\u304f\u3066\u3082\u3001\u610f\u5473\u3084\u6587\u8108\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
        \u5f37\u5316\u5b66\u7fd2\uff08RLHF\uff09<\/h3>\n\n\n\n
        AI\u304c\u51fa\u529b\u3057\u305f\u5185\u5bb9\u306b\u5bfe\u3057\u3066\u3001\u4eba\u9593\u304c\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u4e0e\u3048\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u81ea\u7136\u3067\u5f79\u7acb\u3064\u51fa\u529b\u3092\u76ee\u6307\u3059\u624b\u6cd5\u3002<\/p>\n\n\n\n
        ChatGPT\u306e\u7cbe\u5ea6\u5411\u4e0a\u306b\u3082\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
        \u751f\u6210AI\u306e\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3059\u308b\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n
        \u751f\u6210AI\u306e\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
          \n
        • \u3088\u308a\u52b9\u679c\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u66f8\u3051\u308b<\/li>\n\n\n\n
        • \u51fa\u529b\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u3089\u308c\u308b<\/li>\n\n\n\n
        • AI\u306e\u9650\u754c\u3084\u30ea\u30b9\u30af\u3092\u628a\u63e1\u3067\u304d\u308b<\/li>\n\n\n\n
        • \u526f\u696d\u3084\u30d3\u30b8\u30cd\u30b9\u306b\u6d3b\u7528\u3057\u3084\u3059\u304f\u306a\u308b<\/li>\n<\/ul>\n\n\n\n
          \u7279\u306b\u30d6\u30ed\u30b0\u904b\u55b6\u3084\u5546\u6750\u8ca9\u58f2\u3067\u306f\u3001AI\u306e\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3067\u6210\u679c\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
          \u751f\u6210AI\u306e\u6ce8\u610f\u70b9\u3068\u30ea\u30b9\u30af<\/h2>\n\n\n\n
          \u4fbf\u5229\u306a\u751f\u6210AI\u3067\u3059\u304c\u3001\u4f7f\u3044\u65b9\u3092\u8aa4\u308b\u3068\u30c8\u30e9\u30d6\u30eb\u306e\u539f\u56e0\u306b\u3082\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
          \u8aa4\u60c5\u5831\u306e\u751f\u6210<\/h3>\n\n\n\n
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          SEO\u3068\u306e\u95a2\u4fc2<\/h3>\n\n\n\n
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          <\/p>\n\n\n\n
          <\/p>\n\n\n\n
          <\/p>\n\n\n\n
          <\/p>\n\n\n\n
          <\/p>\n\n\n\n
          <\/p>\n\n\n\n
          \u307b\u3063\u305f\u3089\u526f\u696d\u306e\u4eba\u6c17\u8a18\u4e8b<\/h2>\n\n\n\n
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          \"\"<\/td>\u30dd\u30a4\u30f3\u30c8\u30b5\u30a4\u30c8\u00d7\u30b9\u30de\u30db\u30b2\u30fc\u30e0\u306f\u88cf\u6280\u6e80\u8f09
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