{"id":66,"date":"2025-05-08T13:21:33","date_gmt":"2025-05-08T04:21:33","guid":{"rendered":"https:\/\/automagic.jp\/media\/?p=66"},"modified":"2025-05-08T13:21:33","modified_gmt":"2025-05-08T04:21:33","slug":"%e3%80%902025%e5%b9%b4%e7%89%88%e3%80%91%e7%94%bb%e5%83%8f%e3%82%84%e6%96%87%e7%ab%a0%e3%81%ae%e8%87%aa%e5%8b%95%e7%94%9f%e6%88%90ai%e3%81%ab%e3%81%af%e4%bd%95%e3%81%8c%e3%81%82%e3%82%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/automagic.jp\/media\/archives\/66\/","title":{"rendered":"\u30102025\u5e74\u7248\u3011\u753b\u50cf\u3084\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210AI\u306b\u306f\u4f55\u304c\u3042\u308b\uff1f\u3069\u3053\u307e\u3067\u9032\u5316\u3057\u3066\u308b\uff1f"},"content":{"rendered":"<h1>\u751f\u6210AI\u306e\u4ed5\u7d44\u307f\u3063\u3066\u3069\u3046\u306a\u3063\u3066\u308b\u306e\uff1f\u6a5f\u68b0\u5b66\u7fd2\u3063\u3066\u305d\u3082\u305d\u3082\u4f55\uff1f<\/h1>\n<h2>1. \u306f\u3058\u3081\u306b\uff1a\u751f\u6210AI\u306e\u767b\u5834\u80cc\u666f\u3068\u9032\u5316<\/h2>\n<p>\u8fd1\u5e74\u3001\u3042\u3089\u3086\u308b\u5206\u91ce\u3067\u4eba\u5de5\u77e5\u80fd\u306e\u6d3b\u7528\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u4e2d\u3067\u3082\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u306e\u304c\u300c\u751f\u6210AI\u300d\u3067\u3059\u3002\u3053\u306e\u751f\u6210AI\u306f\u3001\u6587\u5b57\u3069\u304a\u308a\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u201c\u751f\u6210\u201d\u3059\u308b\u4ed5\u7d44\u307f\u3092\u6301\u3063\u3066\u304a\u308a\u3001\u753b\u50cf\u751f\u6210AI\u3084\u8a00\u8a9e\u751f\u6210AI\u306a\u3069\u3001\u305d\u306e\u5b9f\u7528\u6027\u304c\u6025\u901f\u306b\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4e2d\u5b66\u751f\u306b\u3082\u5206\u304b\u308b\u3088\u3046\u306b\u7c21\u5358\u306b\u8a00\u3046\u3068\u3001\u5b66\u7fd2\u3057\u305f\u60c5\u5831\u3092\u3082\u3068\u306b\u3001\u307e\u3063\u305f\u304f\u65b0\u3057\u3044\u753b\u50cf\u3084\u6587\u7ae0\u3092\u4f5c\u308a\u51fa\u3059\u982d\u306e\u826f\u3044\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u30a4\u30e1\u30fc\u30b8\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u751f\u6210AI\u3068\u3044\u3046\u8a00\u8449\u304c\u666e\u53ca\u3057\u305f\u80cc\u666f\u306b\u306f\u3001\u3053\u308c\u307e\u3067\u306e\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u7814\u7a76\u3067\u84c4\u7a4d\u3055\u308c\u3066\u304d\u305f\u6a5f\u68b0\u5b66\u7fd2\u3084\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u9032\u6b69\u304c\u6df1\u304f\u304b\u304b\u308f\u3063\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001GAN\uff08\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u3084VAE\uff08\u5909\u5206\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\uff09\u306a\u3069\u306e\u65b0\u305f\u306a\u751f\u6210\u30e2\u30c7\u30eb\u304c\u958b\u767a\u3055\u308c\u3001\u3055\u3089\u306b\u6700\u65b0\u306eTransformer\u6280\u8853\u304c\u7d44\u307f\u5408\u308f\u3055\u3063\u305f\u3053\u3068\u3067\u3001\u753b\u50cf\u3084\u6587\u7ae0\u3092\u9ad8\u54c1\u8cea\u306b\u751f\u307f\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u306e\u7d50\u679c\u3001\u6559\u80b2\u3084\u7814\u7a76\u306e\u307f\u306a\u3089\u305a\u3001\u5e83\u544a\u3001\u30e1\u30c7\u30a3\u30a2\u3001\u91d1\u878d\u3001\u533b\u7642\u306a\u3069\u69d8\u3005\u306a\u5fdc\u7528\u5206\u91ce\u3067\u5927\u304d\u306a\u9032\u5316\u304c\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u3068\u306f\u3044\u3048\u3001\u751f\u6210AI\u306f\u3042\u304f\u307e\u3067\u3082\u4eba\u5de5\u77e5\u80fd\u304c\u5b66\u7fd2\u3057\u305f\u30d1\u30bf\u30fc\u30f3\u3092\u3082\u3068\u306b\u52d5\u304f\u305f\u3081\u3001\u4e2d\u8eab\u306e\u6839\u5e79\u306b\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u8003\u3048\u65b9\u304c\u3057\u3063\u304b\u308a\u3068\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u4f01\u696d\u3084\u5927\u5b66\u3067\u306f\u3001\u751f\u6210AI\u306b\u3088\u308b\u7814\u7a76\u767a\u8868\u3084\u3001\u5b66\u751f\u304c\u5275\u9020\u6027\u8c4a\u304b\u306a\u4f5c\u54c1\u3092\u5236\u4f5c\u3059\u308b\u306a\u3069\u3001\u65b0\u305f\u306a\u6d3b\u7528\u4f8b\u304c\u6b21\u3005\u3068\u751f\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u3053\u306e\u6280\u8853\u306f\u9032\u5316\u304c\u901f\u3044\u305f\u3081\u3001\u3044\u307e\u5f97\u3089\u308c\u308b\u6210\u679c\u3082\u6570\u5e74\u5f8c\u306b\u306f\u3055\u3089\u306b\u4e0a\u306e\u30ec\u30d9\u30eb\u3078\u5230\u9054\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u6559\u80b2\u95a2\u4fc2\u8005\u3084\u7814\u7a76\u8005\u3001\u305d\u3057\u3066\u5b66\u3073\u3092\u6df1\u3081\u305f\u3044\u5b66\u751f\u306b\u3068\u3063\u3066\u306f\u3001\u4eca\u3053\u305d\u57fa\u790e\u304b\u3089\u77e5\u8b58\u3092\u8eab\u306b\u3064\u3051\u308b\u7d76\u597d\u306e\u6a5f\u4f1a\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306a\u80cc\u666f\u304b\u3089\u3001\u672c\u30e1\u30fc\u30eb\u30de\u30ac\u30b8\u30f3\u3067\u306f\u751f\u6210AI\u306e\u4ed5\u7d44\u307f\u3084\u5fdc\u7528\u4f8b\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u521d\u3081\u3066\u5b66\u3076\u65b9\u3067\u3082\u7406\u89e3\u3057\u3084\u3059\u3044\u3088\u3046\u3001\u5c11\u3057\u305a\u3064\u5c02\u9580\u7528\u8a9e\u3092\u89e3\u8aac\u3057\u306a\u304c\u3089\u9032\u3081\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u8aad\u307f\u9032\u3081\u306a\u304c\u3089\u3001\u6559\u80b2\u3084\u7814\u7a76\u73fe\u5834\u3067\u3069\u306e\u3088\u3046\u306b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u53d6\u308a\u5165\u308c\u3089\u308c\u308b\u306e\u304b\u3092\u8003\u3048\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>2. \u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\uff1a\u751f\u6210AI\u306e\u57fa\u77f3<\/h2>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u751f\u6210AI\u3092\u8a9e\u308b\u3046\u3048\u3067\u6b20\u304b\u305b\u306a\u3044\u57fa\u790e\u3068\u306a\u308b\u6280\u8853\u3067\u3059\u3002\u3059\u3079\u3066\u306e\u5b66\u7fd2\u306f\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u884c\u308f\u308c\u308b\u305f\u3081\u3001\u307e\u305a\u306f\u6a5f\u68b0\u5b66\u7fd2\u305d\u306e\u3082\u306e\u304c\u3069\u306e\u3088\u3046\u306b\u52d5\u3044\u3066\u3044\u308b\u304b\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306b\u306f\u3001\u5927\u304d\u304f\u5206\u3051\u3066\u300c\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u300d\u300c\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u300d\u300c\u5f37\u5316\u5b66\u7fd2\u300d\u306e\u4e09\u3064\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u306f\u3001\u3059\u3067\u306b\u6b63\u89e3\u30e9\u30d9\u30eb\uff08\u4f8b\u3048\u3070\u72ac\u306e\u753b\u50cf\u304b\u732b\u306e\u753b\u50cf\u304b\uff09\u3092\u4ed8\u3051\u305f\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306b\u7528\u610f\u3057\u3001AI\u304c\u305d\u308c\u3089\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u3092\u6b63\u3057\u304f\u5224\u65ad\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3067\u306f\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u306e\u306a\u3044\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u4f3c\u305f\u7279\u5fb4\u3092\u6301\u3064\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u985e\u3057\u305f\u308a\u3001\u7570\u5e38\u5024\u3092\u898b\u3064\u3051\u305f\u308a\u3057\u307e\u3059\u3002\u5f37\u5316\u5b66\u7fd2\u306f\u3001\u884c\u52d5\u306e\u6210\u529f\u3084\u5931\u6557\u3092\u201c\u5831\u916c\u201d\u3068\u3057\u3066\u8a2d\u5b9a\u3057\u3001\u305d\u306e\u5831\u916c\u3092\u6700\u5927\u5316\u3059\u308b\u3088\u3046\u306bAI\u81ea\u4f53\u304c\u8a66\u884c\u932f\u8aa4\u3092\u304f\u308a\u8fd4\u3057\u3066\u5b66\u7fd2\u3057\u3066\u3044\u304f\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<p>\u751f\u6210AI\u306e\u571f\u53f0\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u3066\u30d1\u30bf\u30fc\u30f3\u3092\u3064\u304b\u3080\u6a5f\u68b0\u5b66\u7fd2\u306e\u6027\u8cea\u306b\u3042\u308a\u307e\u3059\u3002\u8a00\u3044\u63db\u3048\u308c\u3070\u3001\u4eba\u9593\u304c\u81ea\u5206\u3067\u30eb\u30fc\u30eb\u3092\u4e00\u3064\u3072\u3068\u3064\u66f8\u304b\u306a\u304f\u3066\u3082\u3001AI\u304c\u30c7\u30fc\u30bf\u306e\u6cd5\u5247\u3092\u898b\u3064\u3051\u51fa\u3057\u3066\u65b0\u305f\u306a\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u751f\u307f\u51fa\u3059\u308f\u3051\u3067\u3059\u3002\u5927\u898f\u6a21\u306b\u53ce\u96c6\u3055\u308c\u305f\u753b\u50cf\u3084\u6587\u7ae0\u3092\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3042\u308b\u3044\u306f\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306a\u3069\u306e\u65b9\u6cd5\u3067\u5b66\u7fd2\u3057\u3001\u305d\u308c\u3089\u3092\u3082\u3068\u306b\u65b0\u3057\u3044\u4f5c\u54c1\u3092\u751f\u6210\u3059\u308b\u3068\u3044\u3046\u4ed5\u7d44\u307f\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u5225\u306e\u30bf\u30b9\u30af\u306b\u5fdc\u7528\u3059\u308b\u300c\u8ee2\u79fb\u5b66\u7fd2\u300d\u3082\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u3059\u3067\u306b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u3001\u6559\u80b2\u3084\u7814\u7a76\u3067\u72ec\u81ea\u306b\u96c6\u3081\u305f\u5c11\u6570\u306e\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u308b\u3068\u3001\u624b\u8efd\u306b\u5c02\u9580\u6027\u306e\u9ad8\u3044\u751f\u6210AI\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u65b0\u3057\u3044\u6982\u5ff5\u3092\u5c0e\u5165\u3057\u305f\u3044\u3068\u304d\u3082\u3001\u3059\u3067\u306b\u3042\u308b\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4e0a\u624b\u306b\u6d3b\u7528\u3057\u306a\u304c\u3089\u77ed\u3044\u671f\u9593\u3067\u9ad8\u7cbe\u5ea6\u3092\u76ee\u6307\u305b\u308b\u3068\u3044\u3046\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u3046\u3057\u305f\u53d6\u308a\u7d44\u307f\u306f\u3001AI\u7814\u7a76\u306e\u63a8\u9032\u3084\u6559\u80b2\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u958b\u767a\u306b\u3068\u3063\u3066\u3082\u5927\u304d\u306a\u624b\u304c\u304b\u308a\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<h2>3. \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3068\u306f\uff1a\u8a00\u8a9e\u751f\u6210AI\u306e\u7406\u89e3<\/h2>\n<p>\u751f\u6210AI\u306e\u306a\u304b\u3067\u3082\u7279\u306b\u8eab\u8fd1\u306b\u611f\u3058\u3084\u3059\u3044\u306e\u304c\u3001\u6587\u7ae0\u3092\u81ea\u52d5\u751f\u6210\u3059\u308b\u8a00\u8a9e\u751f\u6210AI\u3067\u3059\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306f\u3001\u4eba\u9593\u304c\u666e\u6bb5\u4f7f\u3063\u3066\u3044\u308b\u8a00\u8a9e\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u7406\u89e3\u3057\u3066\u89e3\u6790\u3059\u308b\u6280\u8853\u306e\u7dcf\u79f0\u3067\u3042\u308a\u3001\u7ffb\u8a33\u3084\u6587\u7ae0\u8981\u7d04\u3001\u4f1a\u8a71\u306e\u81ea\u52d5\u5316\u306a\u3069\u3001\u591a\u7a2e\u591a\u69d8\u306a\u7528\u9014\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070GPT-3\u3068\u547c\u3070\u308c\u308b\u30e2\u30c7\u30eb\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u305f\u4e0a\u3067\u3001\u305d\u306e\u9023\u306a\u308a\u3092\u30e2\u30c7\u30eb\u5185\u90e8\u3067\u89e3\u6790\u3057\u3001\u4eba\u9593\u306e\u6587\u7ae0\u306b\u8fd1\u3044\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u8fd4\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u8a00\u8a9e\u306e\u30d9\u30af\u30c8\u30eb\u5316\u3068\u306f\u3001\u5358\u8a9e\u3084\u6587\u8108\u3092\u6570\u5024\u30c7\u30fc\u30bf\u306b\u7f6e\u304d\u63db\u3048\u308b\u5de5\u7a0b\u3067\u3042\u308a\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u6587\u7ae0\u306e\u610f\u5473\u3092\u306a\u3093\u3068\u304b\u6349\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u3059\u308b\u306e\u3067\u3059\u3002\u307e\u305f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u547c\u3070\u308c\u308b\u6307\u793a\u6587\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u306e\u5de5\u592b\u306b\u3088\u3063\u3066\u3001\u300c\u3069\u3093\u306a\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u304b\u300d\u3092AI\u306b\u3088\u308a\u660e\u78ba\u306b\u4f1d\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u5de5\u7a0b\u3092\u4e01\u5be7\u306b\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3067\u3001\u6559\u80b2\u73fe\u5834\u306a\u3089\u3070\u751f\u5f92\u304c\u8aad\u307f\u3084\u3059\u3044\u6559\u6750\u4f5c\u308a\u3084\u3001\u7814\u7a76\u3067\u306f\u5c02\u9580\u7528\u8a9e\u3092\u6574\u3048\u305f\u8ad6\u6587\u30c9\u30e9\u30d5\u30c8\u306a\u3069\u3001\u591a\u5f69\u306a\u51fa\u529b\u3092\u76ee\u6307\u3059\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u5206\u91ce\u3067\u306fBERT\uff08Bidirectional Encoder Representations from Transformers\uff09\u306e\u3088\u3046\u306b\u3001\u524d\u5f8c\u306e\u6587\u8108\u3092\u53cc\u65b9\u5411\u7684\u306b\u6349\u3048\u308b\u30e2\u30c7\u30eb\u3082\u751f\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u3001Transformer\u3068\u547c\u3070\u308c\u308b\u4ed5\u7d44\u307f\u3092\u4f7f\u3063\u305f\u30e2\u30c7\u30eb\u3067\u306f\u3001\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\uff08Self-Attention\uff09\u306b\u3088\u3063\u3066\u3001\u6587\u7ae0\u5168\u4f53\u306e\u5358\u8a9e\u540c\u58eb\u306e\u95a2\u9023\u6027\u3092\u62bd\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u306e\u7d50\u679c\u3001\u6587\u8108\u3092\u3057\u3063\u304b\u308a\u8aad\u307f\u53d6\u3063\u3066\u3001\u81ea\u7136\u306a\u6587\u7ae0\u751f\u6210\u3084\u9ad8\u5ea6\u306a\u7ffb\u8a33\u304c\u5b9f\u73fe\u30fb\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6280\u8853\u306f\u3001\u8a00\u8a9e\u751f\u6210AI\u306e\u751f\u307f\u306e\u89aa\u3068\u3082\u3044\u3048\u308b\u5b58\u5728\u3067\u3042\u308a\u3001\u5b9f\u969b\u306e\u7814\u7a76\u3084\u6388\u696d\u3067\u6d3b\u7528\u3059\u308b\u969b\u306b\u3082\u5927\u304d\u306a\u52a9\u3051\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u6559\u80b2\u3084\u7814\u7a76\u306e\u5834\u5408\u3001\u8ad6\u6587\u306e\u30b5\u30de\u30ea\u30fc\u4f5c\u6210\u3084\u30d7\u30ec\u30bc\u30f3\u8cc7\u6599\u306e\u88dc\u8db3\u8aac\u660e\u306a\u3069\u3001\u8a00\u8a9e\u751f\u6210AI\u304c\u30ab\u30d0\u30fc\u3067\u304d\u308b\u7bc4\u56f2\u306f\u3069\u3093\u3069\u3093\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002 \u305f\u3060\u3057\u3001AI\u304c\u751f\u6210\u3057\u305f\u6587\u7ae0\u306f\u5e38\u306b\u5b8c\u74a7\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u3068\u304d\u306b\u306f\u8aa4\u3063\u305f\u5185\u5bb9\u3084\u610f\u5473\u306e\u53d6\u308a\u9055\u3048\u304c\u542b\u307e\u308c\u308b\u5834\u5408\u3082\u3042\u308b\u305f\u3081\u3001\u76e3\u4fee\u3084\u30c1\u30a7\u30c3\u30af\u306f\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n<p>\u305d\u3046\u3057\u305f\u6ce8\u610f\u3092\u8e0f\u307e\u3048\u305f\u3046\u3048\u3067\u4e0a\u624b\u306b\u5229\u7528\u3067\u304d\u308c\u3070\u3001\u5b66\u751f\u306e\u601d\u8003\u3092\u4fc3\u3057\u3001\u6307\u5c0e\u8005\u3084\u7814\u7a76\u8005\u306e\u4f5c\u696d\u52b9\u7387\u3092\u9ad8\u3081\u308b\u52b9\u679c\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>4. \u6df1\u5c64\u5b66\u7fd2\u3068\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u6280\u8853<\/h2>\n<p>\u751f\u6210AI\u306e\u5f37\u529b\u306a\u30a8\u30f3\u30b8\u30f3\u90e8\u5206\u306b\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff08\u6df1\u5c64\u5b66\u7fd2\uff09\u306e\u8003\u3048\u65b9\u304c\u5927\u304d\u304f\u53cd\u6620\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6df1\u5c64\u5b66\u7fd2\u3068\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u591a\u5c64\u5316\u3057\u3066\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u624b\u6cd5\u3067\u3042\u308a\u3001\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u81ea\u52d5\u3067\u898b\u3064\u3051\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u753b\u50cf\u751f\u6210AI\u3067\u306f\u3001GAN\u3084StyleGAN\u3001DALL-E\u3001Pix2Pix\u3068\u3044\u3063\u305f\u30e2\u30c7\u30eb\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u304c\u3001\u3059\u3079\u3066\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5fdc\u7528\u4f8b\u3068\u8003\u3048\u308b\u3068\u7406\u89e3\u3057\u3084\u3059\u3044\u3067\u3059\u3002Transformer\u6280\u8853\u304c\u6df1\u5c64\u5b66\u7fd2\u306e\u4ee3\u8868\u7684\u306a\u67a0\u7d44\u307f\u3068\u3057\u3066\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u7406\u7531\u306e\u4e00\u3064\u306f\u3001\u7cfb\u5217\u5909\u63db\u3092\u7d20\u65e9\u304f\u6b63\u78ba\u306b\u884c\u3046\u4ed5\u7d44\u307f\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n<p>\u6587\u7ae0\u306e\u751f\u6210\u3067\u3082\u3001\u5165\u529b\u3055\u308c\u305f\u30c8\u30fc\u30af\u30f3\u3092\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u304c\u89e3\u6790\u3057\u3001\u305d\u3053\u3067\u5f97\u3089\u308c\u308b\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3092\u3082\u3068\u306b\u30c7\u30b3\u30fc\u30c0\u30fc\u304c\u6587\u3092\u7d44\u307f\u7acb\u3066\u3066\u3044\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4e00\u6587\u4e00\u6587\u306e\u6587\u8108\u3084\u524d\u5f8c\u95a2\u4fc2\u3092\u9ad8\u7cbe\u5ea6\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u81ea\u7136\u306a\u6587\u7ae0\u3092\u4f5c\u6210\u3057\u305f\u308a\u3001\u753b\u50cf\u306e\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u3092\u81ea\u52d5\u751f\u6210\u3057\u305f\u308a\u3059\u308b\u306a\u3069\u3001\u591a\u5f69\u306a\u5fdc\u7528\u5206\u91ce\u304c\u751f\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001TransGAN\u306e\u3088\u3046\u306b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4e2d\u3067\u3082\u7573\u307f\u8fbc\u307f\u5c64\u3092\u7528\u3044\u305a\u3001\u5b8c\u5168\u306bTransformer\u306e\u69cb\u9020\u3060\u3051\u3067\u753b\u50cf\u3092\u751f\u6210\u3057\u3088\u3046\u3068\u3044\u3046\u8a66\u307f\u3082\u767b\u5834\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u52d5\u5411\u306f\u3001\u751f\u6210AI\u306e\u7814\u7a76\u304c\u307e\u3060\u307e\u3060\u9032\u5316\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u6280\u8853\u3092\u878d\u5408\u3055\u305b\u308b\u3068\u3001\u975e\u5e38\u306b\u30d1\u30ef\u30d5\u30eb\u306a\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u306e\u4e00\u65b9\u3067\u5927\u898f\u6a21\u306a\u8a08\u7b97\u8cc7\u6e90\u3092\u5fc5\u8981\u3068\u3057\u305f\u308a\u3001\u30e2\u30c7\u30eb\u304c\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u5316\u3057\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u8ab2\u984c\u3082\u5b58\u5728\u3057\u307e\u3059\u3002 \u3057\u304b\u3057\u3001\u7814\u7a76\u3084\u6559\u80b2\u306e\u7acb\u5834\u304b\u3089\u3059\u308c\u3070\u3001\u3053\u3046\u3057\u305f\u8ab2\u984c\u3092\u89e3\u6d88\u3059\u308b\u6280\u8853\u958b\u767a\u3084\u624b\u6cd5\u306e\u78ba\u7acb\u304c\u65b0\u305f\u306a\u7814\u7a76\u30c6\u30fc\u30de\u3068\u306a\u308a\u5f97\u308b\u305f\u3081\u3001\u5b66\u751f\u3084\u7814\u7a76\u8005\u306b\u3068\u3063\u3066\u6311\u6226\u3057\u304c\u3044\u306e\u3042\u308b\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u5e83\u304c\u3063\u3066\u3044\u308b\u3068\u3082\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<h2>5. \u5b9f\u8df5\u7684\u5fdc\u7528\uff1a\u751f\u6210AI\u306e\u6559\u80b2\u3068\u7814\u7a76\u306b\u304a\u3051\u308b\u5f79\u5272<\/h2>\n<p>\u6700\u5f8c\u306b\u3001\u751f\u6210AI\u304c\u6559\u80b2\u3084\u7814\u7a76\u306b\u304a\u3044\u3066\u3069\u306e\u3088\u3046\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u306e\u304b\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u3001\u6559\u80b2\u306e\u73fe\u5834\u3067\u306f\u3001\u4f8b\u3048\u3070\u6559\u5e2b\u304cAI\u3092\u4f7f\u3063\u3066\u6559\u6750\u3092\u81ea\u52d5\u751f\u6210\u3057\u3001\u6388\u696d\u5185\u5bb9\u306b\u5408\u308f\u305b\u3066\u7ffb\u8a33\u3084\u8981\u7d04\u3092\u52a0\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002 \u8a00\u8a9e\u751f\u6210AI\u306b\u3088\u308b\u8ab2\u984c\u4f8b\u306e\u81ea\u52d5\u4f5c\u6210\u306f\u3001\u6388\u696d\u6e96\u5099\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b\u3057\u3064\u3064\u3082\u3001\u5b66\u751f\u306b\u591a\u69d8\u306a\u5b66\u7fd2\u6a5f\u4f1a\u3092\u63d0\u4f9b\u3059\u308b\u52b9\u679c\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u7814\u7a76\u3067\u306e\u6d3b\u7528\u3067\u306f\u3001\u8ad6\u6587\u4f5c\u6210\u306e\u4e0b\u66f8\u304d\u3092\u751f\u6210AI\u306b\u624b\u4f1d\u308f\u305b\u308b\u65b9\u6cd5\u3082\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u7814\u7a76\u8005\u304c\u5c02\u9580\u77e5\u8b58\u3092\u76db\u308a\u8fbc\u307f\u3064\u3064\u3001AI\u304c\u8907\u96d1\u306a\u8ad6\u70b9\u3092\u88dc\u8db3\u3057\u3066\u304f\u308c\u308b\u5f62\u3067\u4f5c\u696d\u3092\u9032\u3081\u308b\u3053\u3068\u3067\u3001\u4f5c\u696d\u52b9\u7387\u3068\u5275\u9020\u6027\u304c\u5411\u4e0a\u3059\u308b\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u753b\u50cf\u751f\u6210AI\u3092\u7528\u3044\u308c\u3070\u3001\u5b9f\u9a13\u30c7\u30b6\u30a4\u30f3\u306e\u8996\u899a\u5316\u3084\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u8fd1\u3044\u30a4\u30e1\u30fc\u30b8\u3092\u7d20\u65e9\u304f\u5171\u6709\u3067\u304d\u3001\u7814\u7a76\u30c1\u30fc\u30e0\u5185\u306e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3082\u5186\u6ed1\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u3082\u3061\u308d\u3093\u3001\u751f\u6210AI\u304c\u81ea\u52d5\u7684\u306b\u4f5c\u3063\u305f\u5185\u5bb9\u3092\u9d5c\u5451\u307f\u306b\u3057\u3066\u3057\u307e\u3046\u3068\u3001\u8aa4\u308a\u3092\u898b\u904e\u3054\u3059\u30ea\u30b9\u30af\u3082\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6559\u80b2\u3084\u7814\u7a76\u3067\u306f\u3001\u3042\u3048\u3066AI\u304c\u63d0\u793a\u3059\u308b\u4eee\u8aac\u3084\u51fa\u529b\u3055\u308c\u305f\u6587\u7ae0\u3092 student \u3084\u7814\u7a76\u8005\u304c\u6279\u5224\u7684\u306b\u691c\u8a3c\u3059\u308b\u904e\u7a0b\u3053\u305d\u304c\u3001\u5b66\u3073\u3084\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u6e90\u6cc9\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u3046\u3057\u305f\u4f7f\u3044\u65b9\u3092\u901a\u3058\u3066\u3001AI\u3092\u305f\u3060\u306e\u9053\u5177\u3067\u306f\u306a\u304f\u3001\u5b66\u8853\u6210\u679c\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3057\u3066\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u751f\u6210AI\u306f\u6a5f\u68b0\u5b66\u7fd2\u3084\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u57fa\u76e4\u3068\u3057\u3066\u304a\u308a\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3084\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u6280\u8853\u306e\u767a\u5c55\u3068\u3068\u3082\u306b\u7d99\u7d9a\u7684\u306b\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u6559\u80b2\u95a2\u4fc2\u8005\u306b\u3068\u3063\u3066\u306f\u3001\u6700\u65b0\u306e\u6280\u8853\u3092\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u306b\u53cd\u6620\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u5b66\u751f\u306e\u5c31\u8077\u6d3b\u52d5\u306b\u3082\u3064\u306a\u304c\u308b\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u308b\u52a9\u3051\u3068\u306a\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<p>\u7814\u7a76\u306b\u304a\u3044\u3066\u3082\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u65b0\u3057\u3044\u77e5\u898b\u3084\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u304b\u3089\u3082\u523b\u3005\u3068\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3055\u308c\u308b\u751f\u6210AI\u306e\u4e16\u754c\u3092\u5b66\u3073\u7d9a\u3051\u3001\u5171\u306b\u6b21\u306e\u6642\u4ee3\u3092\u5207\u308a\u958b\u3044\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h2>6. \u751f\u6210AI\u3068\u305d\u306e\u793e\u4f1a\u7684\u5f71\u97ff<\/h2>\n<p>\u751f\u6210AI\u306e\u6025\u901f\u306a\u9032\u5316\u306b\u306f\u3001\u79c1\u305f\u3061\u306e\u751f\u6d3b\u306b\u591a\u5927\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u306b\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u306e\u52b9\u7387\u5316\u3084\u81ea\u52d5\u5316\u306b\u3088\u308a\u3001\u4f01\u696d\u3084\u6559\u80b2\u6a5f\u95a2\u306b\u3068\u3063\u3066\u306e\u751f\u7523\u6027\u5411\u4e0a\u304c\u671f\u5f85\u3055\u308c\u308b\u4e00\u65b9\u3001\u502b\u7406\u7684\u554f\u984c\u3084\u6cd5\u7684\u898f\u5236\u306e\u6574\u5099\u304c\u6025\u52d9\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u751f\u6210AI\u3092\u5229\u7528\u3057\u3066\u507d\u60c5\u5831\u3084\u30c7\u30a3\u30fc\u30d7\u30d5\u30a7\u30a4\u30af\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u305d\u306e\u4f7f\u7528\u306b\u95a2\u3059\u308b\u898f\u5236\u304c\u5fc5\u8981\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u610f\u56f3\u7684\u306b\u8aa4\u3063\u305f\u60c5\u5831\u3092\u5e83\u3081\u308b\u3053\u3068\u3092\u9632\u3050\u305f\u3081\u306b\u3001AI\u306e\u5229\u7528\u306b\u95a2\u3059\u308b\u76e3\u8996\u3084\u898f\u5236\u3092\u5f37\u5316\u3059\u308b\u8b70\u8ad6\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u751f\u6210AI\u304c\u8077\u696d\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3082\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001\u30e9\u30a4\u30bf\u30fc\u3084\u30c7\u30b6\u30a4\u30ca\u30fc\u3001\u7ffb\u8a33\u8005\u306a\u3069\u306e\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306a\u4ed5\u4e8b\u306b\u304a\u3044\u3066\u3001AI\u304c\u4ee3\u66ff\u3059\u308b\u90e8\u5206\u3082\u5897\u3048\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u306b\u5bfe\u3059\u308b\u61f8\u5ff5\u3082\u3042\u308a\u3001AI\u306b\u3088\u3063\u3066\u8077\u304c\u5931\u308f\u308c\u308b\u306e\u3067\u306f\u306a\u304f\u3001AI\u3092\u4f7f\u3044\u3053\u306a\u305b\u308b\u30b9\u30ad\u30eb\u3092\u6301\u3064\u4eba\u3005\u304c\u65b0\u3057\u3044\u4ed5\u4e8b\u3092\u5275\u51fa\u3059\u308b\u53ef\u80fd\u6027\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u6559\u80b2\u73fe\u5834\u3067\u3082\u3001AI\u304c\u751f\u6210\u3057\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u306f\u3001\u6559\u80b2\u65b9\u6cd5\u306b\u9769\u65b0\u3092\u3082\u305f\u3089\u3059\u4e00\u65b9\u3067\u3001\u3069\u306e\u3088\u3046\u306bAI\u3092\u6d3b\u7528\u3059\u308b\u304b\u3068\u3044\u3046\u70b9\u3067\u502b\u7406\u7684\u306a\u8b70\u8ad6\u304c\u5fc5\u8981\u3067\u3059\u3002\u5b66\u751f\u304cAI\u3092\u4f7f\u7528\u3057\u3066\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u969b\u3001\u3069\u3053\u307e\u3067AI\u306e\u52a9\u3051\u3092\u501f\u308a\u308b\u3079\u304d\u304b\u3001\u307e\u305f\u305d\u306e\u7d50\u679c\u3092\u3069\u3046\u8a55\u4fa1\u3059\u308b\u304b\u3068\u3044\u3063\u305f\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u751f\u6210AI\u306e\u5229\u7528\u306b\u969b\u3057\u3066\u306f\u3001\u6559\u80b2\u8005\u3084\u653f\u7b56\u7acb\u6848\u8005\u304c\u305d\u306e\u5229\u70b9\u3092\u6d3b\u304b\u3057\u3064\u3064\u3001\u30ea\u30b9\u30af\u3084\u502b\u7406\u7684\u8ab2\u984c\u306b\u9069\u5207\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h2>7. \u751f\u6210AI\u306e\u672a\u6765\uff1a\u3069\u306e\u3088\u3046\u306b\u9032\u5316\u3057\u3066\u3044\u304f\u306e\u304b<\/h2>\n<p>\u751f\u6210AI\u306f\u4eca\u5f8c\u3001\u3055\u3089\u306b\u9032\u5316\u3057\u3001\u3088\u308a\u591a\u304f\u306e\u5206\u91ce\u3067\u5fdc\u7528\u3055\u308c\u308b\u3053\u3068\u304c\u4e88\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001AI\u304c\u6301\u3064\u5275\u9020\u529b\u3084\u81ea\u52d5\u5316\u306e\u80fd\u529b\u306f\u3001\u533b\u7642\u3001\u30a2\u30fc\u30c8\u3001\u30a8\u30f3\u30bf\u30fc\u30c6\u30a4\u30f3\u30e1\u30f3\u30c8\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u306b\u304a\u3044\u3066\u65b0\u305f\u306a\u53ef\u80fd\u6027\u3092\u5207\u308a\u958b\u304f\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u533b\u7642\u5206\u91ce\u3067\u306f\u3001\u751f\u6210AI\u304c\u60a3\u8005\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u65b0\u85ac\u306e\u958b\u767a\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u305f\u308a\u3001\u8a3a\u65ad\u3092\u88dc\u52a9\u3057\u305f\u308a\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u533b\u5e2b\u306e\u8ca0\u62c5\u304c\u8efd\u6e1b\u3055\u308c\u3001\u3088\u308a\u52b9\u7387\u7684\u3067\u7cbe\u5ea6\u306e\u9ad8\u3044\u533b\u7642\u30b5\u30fc\u30d3\u30b9\u304c\u63d0\u4f9b\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u30a2\u30fc\u30c8\u3084\u30a8\u30f3\u30bf\u30fc\u30c6\u30a4\u30f3\u30e1\u30f3\u30c8\u696d\u754c\u3067\u306f\u3001AI\u304c\u4f5c\u66f2\u3084\u6620\u753b\u3001\u30b2\u30fc\u30e0\u306e\u30b7\u30ca\u30ea\u30aa\u4f5c\u6210\u306a\u3069\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u306a\u3069\u3001\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306a\u5206\u91ce\u3067\u3082\u5927\u304d\u306a\u5909\u9769\u304c\u8d77\u3053\u308b\u3068\u8003\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002AI\u304c\u4f5c\u6210\u3057\u305f\u30a2\u30fc\u30c8\u4f5c\u54c1\u3084\u97f3\u697d\u3001\u6620\u50cf\u4f5c\u54c1\u306f\u3001\u4eca\u5f8c\u306e\u6587\u5316\u3084\u30a8\u30f3\u30bf\u30fc\u30c6\u30a4\u30f3\u30e1\u30f3\u30c8\u306e\u672a\u6765\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u3068\u306f\u3044\u3048\u3001\u751f\u6210AI\u304c\u793e\u4f1a\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u9069\u5207\u306b\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u9032\u5316\u3068\u540c\u6642\u306b\u3001\u793e\u4f1a\u7684\u30fb\u6cd5\u7684\u306a\u898f\u5236\u3092\u6574\u5099\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002AI\u6280\u8853\u304c\u9032\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u591a\u304f\u306e\u65b0\u3057\u3044\u7523\u696d\u304c\u8a95\u751f\u3057\u3001\u305d\u308c\u3068\u5171\u306b\u65b0\u305f\u306a\u502b\u7406\u7684\u8ab2\u984c\u3084\u6cd5\u7684\u554f\u984c\u304c\u751f\u3058\u308b\u3053\u3068\u304c\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u751f\u6210AI\u306e\u672a\u6765\u3092\u652f\u3048\u308b\u305f\u3081\u306b\u306f\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u9032\u5316\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u308c\u3092\u9069\u5207\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u6559\u80b2\u3084\u653f\u7b56\u304c\u540c\u6642\u306b\u9032\u3093\u3067\u3044\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h2>8. \u307e\u3068\u3081\uff1a\u751f\u6210AI\u306e\u5b66\u3073\u3068\u6d3b\u7528\u306e\u305f\u3081\u306b<\/h2>\n<p>\u751f\u6210AI\u306f\u3001\u4eca\u5f8c\u307e\u3059\u307e\u3059\u591a\u304f\u306e\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u308b\u3068\u3068\u3082\u306b\u3001\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3084\u4ed5\u4e8b\u306e\u30b9\u30bf\u30a4\u30eb\u306b\u5927\u304d\u306a\u5909\u9769\u3092\u3082\u305f\u3089\u3059\u6280\u8853\u3067\u3059\u3002\u305d\u306e\u9032\u5316\u306f\u3001\u4eba\u5de5\u77e5\u80fd\u306e\u6301\u3064\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u6d3b\u304b\u3059\u3053\u3068\u3067\u3001\u65b0\u305f\u306a\u4fa1\u5024\u3092\u751f\u307f\u51fa\u3059\u3053\u3068\u3092\u671f\u5f85\u3055\u305b\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001\u305d\u306e\u6025\u901f\u306a\u9032\u5316\u306b\u306f\u614e\u91cd\u3055\u3082\u5fc5\u8981\u3067\u3059\u3002\u751f\u6210AI\u304c\u793e\u4f1a\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u8003\u3048\u306a\u304c\u3089\u3001\u305d\u306e\u5229\u7528\u65b9\u6cd5\u3084\u898f\u5236\u3001\u502b\u7406\u7684\u306a\u8ab2\u984c\u306b\u3064\u3044\u3066\u8b70\u8ad6\u3092\u6df1\u3081\u3066\u3044\u304f\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u6280\u8853\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u6559\u80b2\u3084\u7814\u7a76\u6a5f\u95a2\u304c\u305d\u306e\u9032\u5316\u3092\u8ffd\u3044\u3001\u6700\u65b0\u306e\u6280\u8853\u3092\u53d6\u308a\u5165\u308c\u3066\u3044\u304f\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002\u5b66\u751f\u3084\u7814\u7a76\u8005\u306b\u3068\u3063\u3066\u306f\u3001\u751f\u6210AI\u3092\u7406\u89e3\u3057\u3001\u6d3b\u7528\u3067\u304d\u308b\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u308b\u3053\u3068\u304c\u3001\u5c06\u6765\u7684\u306a\u30ad\u30e3\u30ea\u30a2\u306b\u3082\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u3053\u308c\u304b\u3089\u306e\u6642\u4ee3\u3001\u751f\u6210AI\u3092\u4e0a\u624b\u306b\u4f7f\u3044\u3053\u306a\u3059\u529b\u3092\u6301\u3064\u3053\u3068\u304c\u3001\u5275\u9020\u6027\u3084\u52b9\u7387\u6027\u3092\u9ad8\u3081\u308b\u30ab\u30ae\u3068\u306a\u308a\u307e\u3059\u3002\u6559\u80b2\u3084\u7814\u7a76\u306e\u73fe\u5834\u3067\u306f\u3001\u751f\u6210AI\u3092\u7a4d\u6975\u7684\u306b\u6d3b\u7528\u3057\u3001\u305d\u306e\u6f5c\u5728\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u751f\u6210AI\u306e\u4ed5\u7d44\u307f\u3063\u3066\u3069\u3046\u306a\u3063\u3066\u308b\u306e\uff1f\u6a5f\u68b0\u5b66\u7fd2\u3063\u3066\u305d\u3082\u305d\u3082\u4f55\uff1f 1. \u306f\u3058\u3081\u306b\uff1a\u751f\u6210AI\u306e\u767b\u5834\u80cc\u666f\u3068\u9032\u5316 \u8fd1\u5e74\u3001\u3042\u3089\u3086\u308b\u5206\u91ce\u3067\u4eba\u5de5\u77e5\u80fd\u306e\u6d3b\u7528\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u4e2d\u3067\u3082\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u306e\u304c\u300c\u751f\u6210AI\u300d\u3067\u3059\u3002\u3053\u306e\u751f\u6210A [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":69,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-66","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-3"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u30102025\u5e74\u7248\u3011\u753b\u50cf\u3084\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210AI\u306b\u306f\u4f55\u304c\u3042\u308b\uff1f\u3069\u3053\u307e\u3067\u9032\u5316\u3057\u3066\u308b\uff1f - Automagic Media<\/title>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u30102025\u5e74\u7248\u3011\u753b\u50cf\u3084\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210AI\u306b\u306f\u4f55\u304c\u3042\u308b\uff1f\u3069\u3053\u307e\u3067\u9032\u5316\u3057\u3066\u308b\uff1f - Automagic Media\" \/>\n<meta property=\"og:description\" content=\"\u751f\u6210AI\u306e\u4ed5\u7d44\u307f\u3063\u3066\u3069\u3046\u306a\u3063\u3066\u308b\u306e\uff1f\u6a5f\u68b0\u5b66\u7fd2\u3063\u3066\u305d\u3082\u305d\u3082\u4f55\uff1f 1. \u306f\u3058\u3081\u306b\uff1a\u751f\u6210AI\u306e\u767b\u5834\u80cc\u666f\u3068\u9032\u5316 \u8fd1\u5e74\u3001\u3042\u3089\u3086\u308b\u5206\u91ce\u3067\u4eba\u5de5\u77e5\u80fd\u306e\u6d3b\u7528\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u4e2d\u3067\u3082\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u306e\u304c\u300c\u751f\u6210AI\u300d\u3067\u3059\u3002\u3053\u306e\u751f\u6210A [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/automagic.jp\/media\/archives\/66\/\" \/>\n<meta property=\"og:site_name\" content=\"Automagic Media\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-08T04:21:33+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/undraw_bento-grid_qfc0.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1598\" \/>\n\t<meta property=\"og:image:height\" content=\"1236\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Automagic\u304a\u5f79\u7acb\u3061\u30e9\u30a4\u30bf\u30fc\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Automagic\u304a\u5f79\u7acb\u3061\u30e9\u30a4\u30bf\u30fc\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/automagic.jp\/media\/archives\/66\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/automagic.jp\/media\/archives\/66\/\"},\"author\":{\"name\":\"Automagic\u304a\u5f79\u7acb\u3061\u30e9\u30a4\u30bf\u30fc\",\"@id\":\"https:\/\/automagic.jp\/media\/#\/schema\/person\/62e97b4c8d59919b1d0e0f884d9972e5\"},\"headline\":\"\u30102025\u5e74\u7248\u3011\u753b\u50cf\u3084\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210AI\u306b\u306f\u4f55\u304c\u3042\u308b\uff1f\u3069\u3053\u307e\u3067\u9032\u5316\u3057\u3066\u308b\uff1f\",\"datePublished\":\"2025-05-08T04:21:33+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/automagic.jp\/media\/archives\/66\/\"},\"wordCount\":92,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/automagic.jp\/media\/#organization\"},\"image\":{\"@id\":\"https:\/\/automagic.jp\/media\/archives\/66\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/undraw_bento-grid_qfc0.png\",\"articleSection\":[\"\u304a\u5f79\u7acb\u3061\u60c5\u5831\"],\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/automagic.jp\/media\/archives\/66\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/automagic.jp\/media\/archives\/66\/\",\"url\":\"https:\/\/automagic.jp\/media\/archives\/66\/\",\"name\":\"\u30102025\u5e74\u7248\u3011\u753b\u50cf\u3084\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210AI\u306b\u306f\u4f55\u304c\u3042\u308b\uff1f\u3069\u3053\u307e\u3067\u9032\u5316\u3057\u3066\u308b\uff1f - Automagic Media\",\"isPartOf\":{\"@id\":\"https:\/\/automagic.jp\/media\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/automagic.jp\/media\/archives\/66\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/automagic.jp\/media\/archives\/66\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/undraw_bento-grid_qfc0.png\",\"datePublished\":\"2025-05-08T04:21:33+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/automagic.jp\/media\/archives\/66\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/automagic.jp\/media\/archives\/66\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/automagic.jp\/media\/archives\/66\/#primaryimage\",\"url\":\"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/undraw_bento-grid_qfc0.png\",\"contentUrl\":\"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/undraw_bento-grid_qfc0.png\",\"width\":1598,\"height\":1236},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/automagic.jp\/media\/archives\/66\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u30db\u30fc\u30e0\",\"item\":\"https:\/\/automagic.jp\/media\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u30102025\u5e74\u7248\u3011\u753b\u50cf\u3084\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210AI\u306b\u306f\u4f55\u304c\u3042\u308b\uff1f\u3069\u3053\u307e\u3067\u9032\u5316\u3057\u3066\u308b\uff1f\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/automagic.jp\/media\/#website\",\"url\":\"https:\/\/automagic.jp\/media\/\",\"name\":\"Automagic\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/automagic.jp\/media\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/automagic.jp\/media\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/automagic.jp\/media\/#organization\",\"name\":\"Automagic MediaTinect, Inc.\",\"url\":\"https:\/\/automagic.jp\/media\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/automagic.jp\/media\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-05-29-141740.png\",\"contentUrl\":\"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-05-29-141740.png\",\"width\":1487,\"height\":828,\"caption\":\"Automagic MediaTinect, Inc.\"},\"image\":{\"@id\":\"https:\/\/automagic.jp\/media\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/automagic.jp\/media\/#\/schema\/person\/62e97b4c8d59919b1d0e0f884d9972e5\",\"name\":\"Automagic\u304a\u5f79\u7acb\u3061\u30e9\u30a4\u30bf\u30fc\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/automagic.jp\/media\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/00f643b5da9a6744f76b3d1717b8f096bc60a3d7fcfeebd2567a76320b054554?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/00f643b5da9a6744f76b3d1717b8f096bc60a3d7fcfeebd2567a76320b054554?s=96&d=mm&r=g\",\"caption\":\"Automagic\u304a\u5f79\u7acb\u3061\u30e9\u30a4\u30bf\u30fc\"},\"url\":\"https:\/\/automagic.jp\/media\/archives\/author\/02e1b6576c4745520f3a465315c42cb85b8c7ca0\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u30102025\u5e74\u7248\u3011\u753b\u50cf\u3084\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210AI\u306b\u306f\u4f55\u304c\u3042\u308b\uff1f\u3069\u3053\u307e\u3067\u9032\u5316\u3057\u3066\u308b\uff1f - Automagic Media","og_locale":"ja_JP","og_type":"article","og_title":"\u30102025\u5e74\u7248\u3011\u753b\u50cf\u3084\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210AI\u306b\u306f\u4f55\u304c\u3042\u308b\uff1f\u3069\u3053\u307e\u3067\u9032\u5316\u3057\u3066\u308b\uff1f - Automagic Media","og_description":"\u751f\u6210AI\u306e\u4ed5\u7d44\u307f\u3063\u3066\u3069\u3046\u306a\u3063\u3066\u308b\u306e\uff1f\u6a5f\u68b0\u5b66\u7fd2\u3063\u3066\u305d\u3082\u305d\u3082\u4f55\uff1f 1. \u306f\u3058\u3081\u306b\uff1a\u751f\u6210AI\u306e\u767b\u5834\u80cc\u666f\u3068\u9032\u5316 \u8fd1\u5e74\u3001\u3042\u3089\u3086\u308b\u5206\u91ce\u3067\u4eba\u5de5\u77e5\u80fd\u306e\u6d3b\u7528\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u4e2d\u3067\u3082\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u306e\u304c\u300c\u751f\u6210AI\u300d\u3067\u3059\u3002\u3053\u306e\u751f\u6210A [&hellip;]","og_url":"https:\/\/automagic.jp\/media\/archives\/66\/","og_site_name":"Automagic Media","article_published_time":"2025-05-08T04:21:33+00:00","og_image":[{"width":1598,"height":1236,"url":"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/undraw_bento-grid_qfc0.png","type":"image\/png"}],"author":"Automagic\u304a\u5f79\u7acb\u3061\u30e9\u30a4\u30bf\u30fc","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"Automagic\u304a\u5f79\u7acb\u3061\u30e9\u30a4\u30bf\u30fc","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"1\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/automagic.jp\/media\/archives\/66\/#article","isPartOf":{"@id":"https:\/\/automagic.jp\/media\/archives\/66\/"},"author":{"name":"Automagic\u304a\u5f79\u7acb\u3061\u30e9\u30a4\u30bf\u30fc","@id":"https:\/\/automagic.jp\/media\/#\/schema\/person\/62e97b4c8d59919b1d0e0f884d9972e5"},"headline":"\u30102025\u5e74\u7248\u3011\u753b\u50cf\u3084\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210AI\u306b\u306f\u4f55\u304c\u3042\u308b\uff1f\u3069\u3053\u307e\u3067\u9032\u5316\u3057\u3066\u308b\uff1f","datePublished":"2025-05-08T04:21:33+00:00","mainEntityOfPage":{"@id":"https:\/\/automagic.jp\/media\/archives\/66\/"},"wordCount":92,"commentCount":0,"publisher":{"@id":"https:\/\/automagic.jp\/media\/#organization"},"image":{"@id":"https:\/\/automagic.jp\/media\/archives\/66\/#primaryimage"},"thumbnailUrl":"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/undraw_bento-grid_qfc0.png","articleSection":["\u304a\u5f79\u7acb\u3061\u60c5\u5831"],"inLanguage":"ja","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/automagic.jp\/media\/archives\/66\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/automagic.jp\/media\/archives\/66\/","url":"https:\/\/automagic.jp\/media\/archives\/66\/","name":"\u30102025\u5e74\u7248\u3011\u753b\u50cf\u3084\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210AI\u306b\u306f\u4f55\u304c\u3042\u308b\uff1f\u3069\u3053\u307e\u3067\u9032\u5316\u3057\u3066\u308b\uff1f - Automagic Media","isPartOf":{"@id":"https:\/\/automagic.jp\/media\/#website"},"primaryImageOfPage":{"@id":"https:\/\/automagic.jp\/media\/archives\/66\/#primaryimage"},"image":{"@id":"https:\/\/automagic.jp\/media\/archives\/66\/#primaryimage"},"thumbnailUrl":"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/undraw_bento-grid_qfc0.png","datePublished":"2025-05-08T04:21:33+00:00","breadcrumb":{"@id":"https:\/\/automagic.jp\/media\/archives\/66\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/automagic.jp\/media\/archives\/66\/"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/automagic.jp\/media\/archives\/66\/#primaryimage","url":"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/undraw_bento-grid_qfc0.png","contentUrl":"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/undraw_bento-grid_qfc0.png","width":1598,"height":1236},{"@type":"BreadcrumbList","@id":"https:\/\/automagic.jp\/media\/archives\/66\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u30db\u30fc\u30e0","item":"https:\/\/automagic.jp\/media\/"},{"@type":"ListItem","position":2,"name":"\u30102025\u5e74\u7248\u3011\u753b\u50cf\u3084\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210AI\u306b\u306f\u4f55\u304c\u3042\u308b\uff1f\u3069\u3053\u307e\u3067\u9032\u5316\u3057\u3066\u308b\uff1f"}]},{"@type":"WebSite","@id":"https:\/\/automagic.jp\/media\/#website","url":"https:\/\/automagic.jp\/media\/","name":"Automagic","description":"","publisher":{"@id":"https:\/\/automagic.jp\/media\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/automagic.jp\/media\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Organization","@id":"https:\/\/automagic.jp\/media\/#organization","name":"Automagic MediaTinect, Inc.","url":"https:\/\/automagic.jp\/media\/","logo":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/automagic.jp\/media\/#\/schema\/logo\/image\/","url":"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-05-29-141740.png","contentUrl":"https:\/\/automagic.jp\/media\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-05-29-141740.png","width":1487,"height":828,"caption":"Automagic MediaTinect, Inc."},"image":{"@id":"https:\/\/automagic.jp\/media\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/automagic.jp\/media\/#\/schema\/person\/62e97b4c8d59919b1d0e0f884d9972e5","name":"Automagic\u304a\u5f79\u7acb\u3061\u30e9\u30a4\u30bf\u30fc","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/automagic.jp\/media\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/00f643b5da9a6744f76b3d1717b8f096bc60a3d7fcfeebd2567a76320b054554?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/00f643b5da9a6744f76b3d1717b8f096bc60a3d7fcfeebd2567a76320b054554?s=96&d=mm&r=g","caption":"Automagic\u304a\u5f79\u7acb\u3061\u30e9\u30a4\u30bf\u30fc"},"url":"https:\/\/automagic.jp\/media\/archives\/author\/02e1b6576c4745520f3a465315c42cb85b8c7ca0\/"}]}},"meta_field":{"_edit_lock":["1746677950:4"],"_edit_last":["4"],"_yoast_wpseo_primary_category":["3"],"_yoast_wpseo_content_score":["30"],"_yoast_wpseo_estimated-reading-time-minutes":["1"],"_thumbnail_id":["69"]},"_links":{"self":[{"href":"https:\/\/automagic.jp\/media\/wp-json\/wp\/v2\/posts\/66","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/automagic.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/automagic.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/automagic.jp\/media\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/automagic.jp\/media\/wp-json\/wp\/v2\/comments?post=66"}],"version-history":[{"count":4,"href":"https:\/\/automagic.jp\/media\/wp-json\/wp\/v2\/posts\/66\/revisions"}],"predecessor-version":[{"id":83,"href":"https:\/\/automagic.jp\/media\/wp-json\/wp\/v2\/posts\/66\/revisions\/83"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/automagic.jp\/media\/wp-json\/wp\/v2\/media\/69"}],"wp:attachment":[{"href":"https:\/\/automagic.jp\/media\/wp-json\/wp\/v2\/media?parent=66"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/automagic.jp\/media\/wp-json\/wp\/v2\/categories?post=66"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/automagic.jp\/media\/wp-json\/wp\/v2\/tags?post=66"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}