{"id":9188,"date":"2026-01-30T10:10:20","date_gmt":"2026-01-30T01:10:20","guid":{"rendered":"https:\/\/www.wetch.co.jp\/note\/?p=9188"},"modified":"2026-01-30T10:10:21","modified_gmt":"2026-01-30T01:10:21","slug":"%e3%80%90%e3%83%af%e3%82%a4%e3%83%b3%e7%94%bb%e5%83%8f%e8%ad%98%e5%88%a52026%e3%80%91%e4%bb%8a%e6%9b%b4%e3%81%aa%e3%81%8c%e3%82%89pytorch","status":"publish","type":"post","link":"https:\/\/www.wetch.co.jp\/note\/%e3%80%90%e3%83%af%e3%82%a4%e3%83%b3%e7%94%bb%e5%83%8f%e8%ad%98%e5%88%a52026%e3%80%91%e4%bb%8a%e6%9b%b4%e3%81%aa%e3%81%8c%e3%82%89pytorch\/","title":{"rendered":"\u3010\u30ef\u30a4\u30f3\u753b\u50cf\u8b58\u52252026\u3011\u4eca\u66f4\u306a\u304c\u3089PyTorch"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">2026\u5e74\u3082\u3053\u306e\u30cd\u30bf\u3001\u3068\u3044\u3046\u3053\u3068\u3067\u76f8\u5909\u308f\u3089\u305a\u30e9\u30d9\u30eb\u753b\u50cf\u304b\u3089\u30ef\u30a4\u30f3\u306e\u8b58\u5225\u3092\u884c\u3046\u3079\u304f\u60aa\u6226\u82e6\u95d8\u4e2d\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u56de\u306e\u6295\u7a3f\uff08<a href=\"https:\/\/www.wetch.co.jp\/note\/2025%e5%b9%b4%e3%81%af%e3%83%af%e3%82%a4%e3%83%b3%e7%94%bb%e5%83%8f%e8%ad%98%e5%88%a5%e3%81%a8%e5%85%b1%e3%81%ab%e5%a7%8b%e3%81%be%e3%82%8a%e3%80%81%e3%81%9d%e3%81%97%e3%81%a6%e6%9a%ae%e3%82%8c\/\" target=\"_blank\" rel=\"noreferrer noopener\">2025\u5e74\u306f\u30ef\u30a4\u30f3\u753b\u50cf\u8b58\u5225\u3068\u5171\u306b\u59cb\u307e\u308a\u3001\u305d\u3057\u3066\u66ae\u308c\u3086\u304f<\/a>\uff09\u3067\u3082\u5c11\u3057\u89e6\u308c\u307e\u3057\u305f\u304c\u3001\u6628\u4eca\u306f\u904e\u5b66\u7fd2\u306e\u8efd\u6e1b\uff08\u3067\u304d\u308c\u3070\u89e3\u6d88\uff09\u304c\u6700\u5927\u306e\u30c6\u30fc\u30de\u3067\u3057\u305f\u3002<br>\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u3067\u306f\u5341\u5206\u306a\u6210\u679c\u304c\u5f97\u3089\u308c\u305a\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6539\u4fee\u3092\u52a0\u3048\u305f\u3068\u3053\u308d\u3001\u9006\u306b\u7cbe\u5ea6\u304c\u843d\u3061\u3066\u3057\u307e\u3063\u305f\u3068\u3044\u3046\u306e\u304c\u524d\u56de\u307e\u3067\u306e\u72b6\u6cc1\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u3092Adam\u304b\u3089AdamW\u306b\u5909\u66f4<\/li>\n\n\n\n<li>Projection Head\u306e\u8ffd\u52a0<\/li>\n\n\n\n<li>\u52fe\u914d\u30af\u30ea\u30c3\u30d4\u30f3\u30b0\u306e\u5c0e\u5165<\/li>\n\n\n\n<li>Batch Normalization\u306eFreeze<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306b\u95a2\u3057\u3066\u306f\u300cBatch Normalization\u306eFreeze\u300d\u304c\u539f\u56e0\u3060\u3063\u305f\u3088\u3046\u3067\u3001\u3053\u306e\u51e6\u7406\u3092\u9664\u5916\u3057\u305f\u3068\u3053\u308d\u554f\u984c\u306f\u3042\u308b\u7a0b\u5ea6\u89e3\u6d88\u3057\u305f\u306e\u3067\u3059\u304c\u3001\u8a00\u3044\u63db\u3048\u308c\u3070\u76ee\u306e\u899a\u3081\u308b\u3088\u3046\u306a\u6539\u5584\u3082\u306a\u304f\u3001\u4e0a\u8a18\u65bd\u7b56\u3067\u306f\u904e\u5b66\u7fd2\u5bfe\u7b56\u3068\u3057\u3066\u306f\u4e0d\u5341\u5206\u3067\u3042\u308b\u3068\u306e\u7d50\u8ad6\u306b\u81f3\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u52a0\u3048\u3066\u3001\u3082\u3046\u4e00\u3064\u6c17\u306b\u306a\u308b\u70b9\u306f\u3001\u5b66\u7fd2\u6e08\u30e2\u30c7\u30eb\u3067\u306e\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u7d50\u679c\u306b\u304a\u3044\u3066\u8ddd\u96e2\u304c\u304b\u306a\u308a\u9060\u3044\u3068\u898b\u505a\u3055\u308c\u308b\u30dd\u30b8\u30c6\u30a3\u30d6\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3067\u3059\u3002<br>0.5\u4ee5\u4e0a\u306e\u3082\u306e\u304c\u6570\u500b\u304b\u3089\u6570\u5341\u500b\u30ec\u30d9\u30eb\u3067\u5b58\u5728\u3057\u3001\u6975\u7aef\u306a\u30b1\u30fc\u30b9\u3067\u306f1.0\u524d\u5f8c\u306e\u3082\u306e\u3082\u3042\u308a\u307e\u3057\u305f\u3002<br>\u6700\u3082\u30cf\u30fc\u30c9\u306a\u30cd\u30ac\u30c6\u30a3\u30d6\u304c0.01\u301c0.03\u7a0b\u5ea6\u306b\u306a\u308b\u5834\u5408\u304c\u591a\u3044\u3053\u3068\u3092\u8003\u3048\u308b\u3068\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u30670.5\u306f\u304b\u306a\u308a\u306e\u9060\u3055\u3067\u3059\u3002<br>\u8a18\u9332\u304c\u6b8b\u3063\u3066\u3044\u308b18\u56de\u306e\u5b66\u7fd2\u306e\u3046\u3061\u30010.5\u3092\u8d85\u3048\u305f\u30dd\u30b8\u30c6\u30a3\u30d6\u304c\u5b58\u5728\u3057\u306a\u304b\u3063\u305f\u30b1\u30fc\u30b9\u306f2\u56de\u306e\u307f\u3067\u3001\u305d\u308c\u4ee5\u5916\u306f\u7a0b\u5ea6\u306e\u5dee\u306f\u3042\u308b\u3082\u306e\u306e\u30010.5\u4ee5\u4e0a\u306e\u30dd\u30b8\u30c6\u30a3\u30d6\u304c\u5b58\u5728\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u304a\u3044\u3066\u306f\u3001\u3042\u3048\u3066\u9177\u4f3c\u3057\u305f\u30cd\u30ac\u30c6\u30a3\u30d6\uff08\u30cf\u30fc\u30c9\u30cd\u30ac\u30c6\u30a3\u30d6\uff09\u304c\u542b\u307e\u308c\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u6975\u7aef\u306b\u8fd1\u3044\u3068\u898b\u505a\u3055\u308c\u308b\u30cd\u30ac\u30c6\u30a3\u30d6\u304c\u5b58\u5728\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u306f\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<br>\u3057\u304b\u3057\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u306b\u95a2\u3057\u3066\u306f\u3001\u3042\u308b\u7a0b\u5ea6\u9055\u3063\u3066\u898b\u3048\u308b\u3088\u3046\u306b\u64ae\u5f71\u6761\u4ef6\u3092\u5909\u3048\u3066\u306f\u3044\u308b\u3082\u306e\u306e\u3001\u6240\u8a6e\u306f\u540c\u3058\u30e9\u30d9\u30eb\u3092\u64ae\u5f71\u3057\u305f\u3082\u306e\u3067\u3042\u308a\u3001\u4eba\u9593\u306e\u76ee\u3067\u898b\u308c\u3070\u666e\u901a\u306b\u540c\u3058\uff08\u3042\u308b\u3044\u306f\u4f3c\u3066\u3044\u308b\uff09\u3068\u8a8d\u8b58\u3067\u304d\u307e\u3059\u3002<br>\u305d\u308c\u304c0.5\u4ee5\u4e0a\u306e\u8ddd\u96e2\u3068\u306a\u308b\u3068\u3001\u304b\u306a\u308a\u306e\u9055\u548c\u611f\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8fba\u306e\u3053\u3068\u3092AI\u5148\u751f\u65b9\u306b\u76f8\u8ac7\u3057\u305f\u3068\u3053\u308d\u3001\u8a71\u304c\u601d\u308f\u306c\u65b9\u5411\u306b\u8ee2\u304c\u3063\u3066\u3057\u307e\u3063\u305f\u3068\u3044\u3046\u306e\u304c\u4eca\u56de\u306e\u5185\u5bb9\u3067\u3059\u3002<br>\u306a\u304a\u3001\u6628\u4eca\u3067\u306fCursor\u306e\u4e2d\u306e\u4eba\u3068\u3057\u3066Opus\u5148\u751f\u3092\u6307\u540d\u3057\u3001\u5b9f\u88c5\u3084\u5206\u6790\u3092\u4f34\u308f\u306a\u3044\u8cea\u7591\u306fGemini\u5148\u751f\u306b\u7b54\u3048\u3066\u3082\u3089\u3063\u3066\u3044\u307e\u3059\u3002<br>\u3057\u304b\u3057\u3001\u4e0b\u8a18\u3067\u8a00\u53ca\u3059\u308b\u898b\u89e3\u304c\u3069\u3061\u3089\u306e\u5148\u751f\u304b\u3089\u51fa\u305f\u3082\u306e\u304b\u3001\u4eca\u3068\u306a\u3063\u3066\u306f\u660e\u78ba\u3067\u306f\u306a\u3044\u306e\u3067\u3001\u5927\u96d1\u628a\u306bAI\u5148\u751f\u306e\u610f\u898b\u3068\u3057\u3066\u307e\u3068\u3081\u307e\u3057\u305f\u3002<br>\u307e\u305f\u3001AI\u5148\u751f\u65b9\u306e\u898b\u89e3\u304c\u5fc5\u305a\u3057\u3082\u6b63\u3057\u3044\u3068\u306f\u9650\u3089\u306a\u3044\u70b9\u306f\u5468\u77e5\u304b\u3068\u601d\u3044\u307e\u3059\u306e\u3067\u3001\u305d\u306e\u524d\u63d0\u3067\u304a\u8aad\u307f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">EfficientNetV2L\u3063\u3066&#8230;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u8ff0\u3057\u305f\u554f\u984c\u3082\u542b\u3081\u3066\u7cbe\u5ea6\u5411\u4e0a\u7b56\u3092\u76f8\u8ac7\u3057\u3066\u3044\u305f\u3068\u3053\u308d\u3001AI\u5148\u751f\u304b\u3089\u300cEfficientNetV2L\u306e\u80fd\u529b\u306e\u9650\u754c\u300d\u8aac\u304c\u51fa\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">EfficientNetV2L\u306f\u300cCNN\uff08Convolutional Neural Network\uff09\u300d\u3068\u3044\u3046\u65b9\u5f0f\u3067\u753b\u50cf\u3092\u7406\u89e3\u3059\u308b\u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb\u3067\u3059\u3002<br>\u52a0\u3048\u3066\u3001\u4eca\u307e\u3067\u4f7f\u7528\u3057\u3066\u304d\u305fEfficientNetV2L\u306fImageNet\u3068\u3044\u3046\u300c\u7d041400\u4e07\u679a\u306e\u753b\u50cf\u30011000\u7a2e\u985e\u306e\u30ab\u30c6\u30b4\u30ea\u304c\u542b\u307e\u308c\u308b\u4e16\u754c\u3067\u6700\u3082\u6709\u540d\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u300d\u3067\u4e8b\u524d\u5b66\u7fd2\u3057\u305f\u3082\u306e\u3067\u3059\u3002<br>\u3053\u306e\u300cImageNet\u80b2\u3061\u306eCNN\u300d\u3068\u3044\u3046\u80cc\u666f\u306b\u554f\u984c\u304c\u3042\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u3001AI\u5148\u751f\u306e\u898b\u89e3\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u300c\u610f\u5473\u306e\u4e0d\u5909\u6027\uff08Invariance\uff09\u300d\u304c\u88cf\u76ee\u306b\u51fa\u3066\u3044\u308b<br>ImageNet\u306e\u5b66\u7fd2\u76ee\u6a19\u306f\u3001\u300c\u591a\u5c11\u306e\u30ce\u30a4\u30ba\u3084\u500b\u4f53\u5dee\u304c\u3042\u3063\u3066\u3082\u3001\u305d\u308c\u304c\u4f55\u3067\u3042\u308b\u304b\uff08\u72ac\u304b\u3001\u8eca\u304b\uff09\u3092\u5f53\u3066\u308b\u300d\u3053\u3068\u3067\u3042\u308a\u3001\u4f8b\u3048\u3070\u300c\u30b4\u30fc\u30eb\u30c7\u30f3\u30ec\u30c8\u30ea\u30d0\u30fc\u306e\u6bdb\u8272\u304c\u591a\u5c11\u660e\u308b\u304f\u3066\u3082\u3001\u8033\u306e\u5f62\u304c\u5c11\u3057\u9055\u3063\u3066\u3082\u3001\u305d\u308c\u306f\u540c\u3058\u300e\u72ac\u300f\u3067\u3042\u308b\u300d\u3068\u6559\u3048\u8fbc\u307e\u308c\u308b\u3002<br>\u3053\u306e\u300c\u4e9b\u7d30\u306a\u9055\u3044\u3092\u7121\u8996\u3057\u3066\u540c\u4e00\u8996\u3059\u308b\u80fd\u529b\u300d\u304c\u3001\u30e9\u30d9\u30eb\u306b\u8868\u8a18\u3055\u308c\u305f\u8461\u8404\u306e\u54c1\u7a2e\u3084\u30d3\u30f3\u30c6\u30fc\u30b8\u306e\u3088\u3046\u306a\u7d30\u304b\u306a\u9055\u3044\u3092\u300c\u4e9b\u7d30\u306a\u30ce\u30a4\u30ba\u300d\u3068\u3057\u3066\u7121\u8996\u3059\u308b\u65b9\u5411\u306b\u50cd\u3044\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/li>\n\n\n\n<li>Pooling\u306e\u554f\u984c<br>CNN\u306f\u3001\u5c64\u304c\u6df1\u304f\u306a\u308b\u306b\u3064\u308c\u3066\u753b\u50cf\u3092\u5727\u7e2e\u3057\u3001\u60c5\u5831\u3092\u62bd\u8c61\u5316\u3057\u3066\u3044\u304f\uff08Pooling\uff09\u3002<br>\u62bd\u8c61\u5316\u306e\u904e\u7a0b\u3067\u3001\u300c\u3069\u3053\u306b\u4f55\u304c\u3042\u308b\u304b\u300d\u3068\u3044\u3046\u6b63\u78ba\u306a\u4f4d\u7f6e\u60c5\u5831\u3084\u3001\u975e\u5e38\u306b\u5c0f\u3055\u306a\u6587\u5b57\uff08\u5e74\u53f7\uff09\u306e\u30c7\u30a3\u30c6\u30fc\u30eb\u304c\u524a\u304e\u843d\u3068\u3055\u308c\u308b\u3002<br>\u30e2\u30c7\u30eb\u306b\u3068\u3063\u3066\u306f\u300c\u5168\u4f53\u7684\u306b\u540c\u3058\u8272\u4f7f\u3044\u306e\u30e9\u30d9\u30eb\u300d\u3068\u3044\u3046\u30de\u30af\u30ed\u306a\u60c5\u5831\u304c\u652f\u914d\u7684\u306b\u306a\u308a\u3001\u6570\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u306e\u5dee\u3067\u3042\u308b\u300c\u5e74\u53f7\u300d\u306e\u60c5\u5831\u304c\u3001\u4e0a\u4f4d\u5c64\u306b\u5230\u9054\u3059\u308b\u9803\u306b\u306f\u6d88\u5931\u3057\u3066\u3057\u307e\u3046\u3002<\/li>\n\n\n\n<li>\u300c\u8272\u300d\u3068\u300c\u5f62\u300d\u306b\u5bfe\u3059\u308b\u9811\u5065\u6027\u306e\u6b20\u5982<br>ImageNet\u3067\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u306f\u3001\u5b9f\u306f\u300c\u8272\uff08\u30c6\u30af\u30b9\u30c1\u30e3\uff09\u300d\u306b\u904e\u5ea6\u306b\u4f9d\u5b58\u3059\u308b\u50be\u5411\u304c\u3042\u308b\uff08Texture Bias\uff09\u3002<br>\u7167\u660e\u304c\u5909\u308f\u3063\u3066\u30e9\u30d9\u30eb\u306e\u8272\u5473\u304c\u5c11\u3057\u9ec4\u8272\u3063\u307d\u304f\u306a\u308b\u3068\u3001ImageNet\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u306f\u305d\u308c\u3092\u300c\u5927\u304d\u306a\u5909\u5316\u300d\u3068\u3057\u3066\u6349\u3048\u3066\u3057\u307e\u3046\u3002<br>\u30e9\u30d9\u30eb\u304c\u30dc\u30c8\u30eb\u306b\u8cbc\u3089\u308c\u3066\u6e7e\u66f2\u3057\u3066\u3044\u308b\u3068\u3001CNN\u306f\u305d\u306e\u300c\u5f62\u72b6\u306e\u6b6a\u307f\u300d\u3092\u6b63\u3057\u304f\u88dc\u6b63\u3067\u304d\u305a\u3001\u5225\u306e\u30c6\u30af\u30b9\u30c1\u30e3\u3068\u3057\u3066\u8a8d\u8b58\u3057\u304c\u3061\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306e\u771f\u507d\u306f\u5b9a\u304b\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u73fe\u72b6\u624b\u8a70\u307e\u308a\u3067\u3042\u308b\u70b9\u306f\u5909\u308f\u3089\u306a\u3044\u306e\u3067\u3001\u7d50\u8ad6\u3068\u3057\u3066\u306f\u300cEfficientNetV2L\u306b\u5909\u308f\u308b\u30e2\u30c7\u30eb\u3092\u63a2\u3059\u300d\u65b9\u5411\u3067\u8a71\u304c\u307e\u3068\u307e\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ResNet50\u304b\u3089\u5207\u308a\u66ff\u3048\u305f\u6642\u306b\u306f\u5927\u5e45\u306a\u6027\u80fd\u5411\u4e0a\u306b\u559c\u3093\u3060\u3082\u306e\u3067\u3059\u304c\u3001\u77ed\u3044\u4ed8\u304d\u5408\u3044\u3060\u3063\u305f\u3088\u3046\u3067\u3059\u3002<br>\u3055\u3089\u3070\u3001EfficientNetV2L\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">TensorFlow\u3063\u3066&#8230;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306e\u30e2\u30c7\u30eb\u5019\u88dc\u3068\u306a\u3063\u305f\u306e\u306fConvNeXt\u306a\u308b\u30e2\u30c7\u30eb\u3067\u3057\u305f\u3002<br>ConvNeXt\u306e\u7279\u5fb4\u306f\u300c\u7d30\u7c92\u5ea6\u8a8d\u8b58\uff08Fine-Grained Recognition\uff09\u306b\u512a\u308c\u305f\u8a2d\u8a08\u300d\u3068\u306e\u3053\u3068\u3067\u3001\u300cVision Transformer\uff08ViT\uff09\u306e\u8a2d\u8a08\u539f\u7406\u3092CNN\u306b\u53d6\u308a\u5165\u308c\u3001\u5c40\u6240\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3068\u5927\u57df\u7684\u306a\u6587\u8108\u7406\u89e3\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u826f\u597d\u300d\u3060\u305d\u3046\u3067\u3059\u3002<br>\u671f\u5f85\u304c\u9ad8\u307e\u308a\u307e\u3059\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3067\u3001\u5b9f\u969b\u306b\u5b9f\u88c5\u3057\u3066\u307f\u305f\u3068\u3053\u308d\u30a8\u30e9\u30fc\u767a\u751f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u56e0\u306f\u4ee5\u4e0b\u3068\u306e\u3053\u3068\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>ConvNeXt\u306f7\u00d77\u306edepthwise convolution\u3092\u4f7f\u7528\u3002\nApple Silicon (Metal) \u306e TensorFlow \u5b9f\u88c5\u3067\u306f\u3053\u306e\u64cd\u4f5c\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u306a\u3044\u3002\n\u3053\u308c\u306f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e92\u63db\u6027\u306e\u554f\u984c\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u8853\u7684\u306a\u90e8\u5206\u306f\u5341\u5206\u7406\u89e3\u3067\u304d\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u3069\u3046\u3082Mac\uff08Apple Silicon\uff09\u4e0a\u3067\u306eTensorFlow\u306e\u52d5\u4f5c\u306b\u306f\u8272\u3005\u3068\u5236\u7d04\u304c\u3042\u308b\u3088\u3046\u3067\u3059\u3002<br>\u6c17\u3092\u53d6\u308a\u76f4\u3057\u3066\u4ed6\u306e\u30e2\u30c7\u30eb\u306b\u95a2\u3059\u308b\u8abf\u67fb\u3092\u59cb\u3081\u305f\u3068\u3053\u308d\u3001\u305d\u3053\u3067\u3082\u300cMac\u3067\u52d5\u4f5c\u3059\u308b\u304b\u4e8b\u524d\u306b\u78ba\u8a8d\u304c\u5fc5\u8981\u300d\u3068\u3044\u3046\u3088\u3046\u306a\u8a71\u304c\u51fa\u3066\u304d\u307e\u3059\u3002<br>\u305d\u306e\u8fba\u306e\u8a71\u3092\u8a70\u3081\u3066\u3044\u305f\u3068\u3053\u308d\u3001AI\u5148\u751f\u304b\u3089\u300cKeras3\u306e\u30de\u30eb\u30c1\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u6a5f\u80fd\u3092\u6d3b\u304b\u3057\u3001PyTorch\u3092\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u3057\u3066\u4f7f\u7528\u3057\u305f\u3089\uff1f\u300d\u3068\u306e\u5927\u80c6\u306a\u610f\u898b\u304c\u51fa\u3066\u304d\u307e\u3057\u305f\u3002<br>\u3064\u307e\u308a\u3001TensorFlow\u3068\u306e\u6c7a\u5225\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u3001Mac\uff08Apple Silicon\uff09\u3068PyTorch\u306e\u95a2\u4fc2\u306b\u95a2\u3059\u308bAI\u5148\u751f\u306e\u898b\u89e3\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Mac\uff08M4\u30c1\u30c3\u30d7\uff09\u3067\u306e\u958b\u767a\u306b\u304a\u3044\u3066\u3001\u73fe\u72b6\u3067\u306fPyTorch\u306e\u65b9\u304cTensorFlow\u3088\u308a\u3082\u300c\u76f8\u6027\u304c\u826f\u304f\u3001\u958b\u767a\u4f53\u9a13\u304c\u30b9\u30e0\u30fc\u30ba\u300d\u3067\u3042\u308b\u3068\u3044\u3046\u8a55\u4fa1\u304c\u4e00\u822c\u7684\u3067\u3059\u3002\n\n\u4ee5\u524d\u306fMac\u3067\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u3044\u3048\u3070TensorFlow\u4e00\u629e\u306e\u6642\u671f\u3082\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u73fe\u5728\u306fApple\u3068\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u6ce8\u529b\u306b\u3088\u308a\u3001PyTorch\u306e\u6700\u9069\u5316\uff08MPS\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\uff09\u304c\u975e\u5e38\u306b\u6210\u719f\u3057\u3066\u3044\u307e\u3059\u3002\n\nMPS\uff08Metal Performance Shaders\uff09\u306e\u6210\u719f\nPyTorch\u306fApple\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u5bc6\u63a5\u306b\u9023\u643a\u3057\u3066\u304a\u308a\u3001GPU\u3092\u53e9\u304f\u305f\u3081\u306eMPS\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u5b8c\u6210\u5ea6\u304c\u975e\u5e38\u306b\u9ad8\u3044\u3067\u3059\u3002\u4ee5\u524d\u306f\u300c\u7279\u5b9a\u306e\u8a08\u7b97\u304cGPU\u3067\u52d5\u304b\u305aCPU\u306b\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u3057\u3066\u9045\u304f\u306a\u308b\u300d\u3068\u3044\u3046\u73fe\u8c61\u304c\u591a\u767a\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u73fe\u5728\u306fViT\u306e\u3088\u3046\u306a\u8907\u96d1\u306aTransformer\u30e2\u30c7\u30eb\u3082\u307b\u307c\u5168\u3066\u306e\u5de5\u7a0b\u304cGPU\uff08Metal\uff09\u4e0a\u3067\u5b8c\u7d50\u3057\u307e\u3059\u3002\n\nKeras3\u3068\u306e\u89aa\u548c\u6027\n\u6700\u65b0\u306eKeras3\u306fPyTorch\u3092\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u3057\u3066\u9078\u3079\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u300cKeras\u306e\u66f8\u304d\u3084\u3059\u3055\u300d\u3092\u7dad\u6301\u3057\u305f\u307e\u307e\u3001\u300cPyTorch\u306e\u5b89\u5b9a\u3057\u305fMac\u7528\u5b9f\u884c\u30a8\u30f3\u30b8\u30f3\u300d\u3092\u5229\u7528\u3067\u304d\u308b\u3068\u3044\u3046\u3001Mac\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u6700\u5f37\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u52a0\u3048\u3066\u3001<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u3069\u3046\u3057\u3066\u3082Google\u7cfb\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u53e4\u3044\u65e2\u5b58\u30b3\u30fc\u30c9\u3092\u52d5\u304b\u3059\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306fTensorFlow\u3092\u9078\u629e\u3057\u307e\u3059\u304c\u3001\u74b0\u5883\u69cb\u7bc9\u3067\u306e\u30a8\u30e9\u30fc\uff08\u4f9d\u5b58\u95a2\u4fc2\u306e\u7af6\u5408\uff09\u3092\u899a\u609f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u307e\u3067\u8a00\u3044\u51fa\u3059\u59cb\u672b\u3002<br>\u3044\u3084\u3001\u4eca\u307e\u30671\u5e74\u9593TensorFlow\u3092\u4f7f\u3063\u3066\u304d\u305f\u3093\u3067\u3059\u304c\u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u3082\u305d\u3082\u3001TensorFlow\u3092\u9078\u629e\u3057\u305f\u7406\u7531\u306f\u3001\u5f53\u6642\u306e\u6295\u7a3f\uff08<a href=\"https:\/\/www.wetch.co.jp\/note\/%e7%94%bb%e5%83%8f%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e3%82%a8%e3%83%b3%e3%83%99%e3%83%87%e3%82%a3%e3%83%b3%e3%82%b0\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0<\/a>\uff09\u306b\u3042\u308b\u3088\u3046\u306bGemini\u5148\u751f\u306e\u9db4\u306e\u4e00\u58f0\u3060\u3063\u305f\u306e\u3067\u3001\u500b\u4eba\u7684\u306a\u601d\u3044\u5165\u308c\u304c\u3042\u308b\u8a33\u3067\u3082\u306a\u304f\u3001PyTorch\u306b\u5207\u308a\u66ff\u3048\u308b\u3053\u3068\u306b\u7570\u5b58\u306f\u3042\u308a\u307e\u305b\u3093\uff08\u3069\u3046\u305b\u4f5c\u696d\u81ea\u4f53\u306fCursor\u5148\u751f\u306b\u304a\u4efb\u305b\u3067\u3059\u3057\uff09\u3002<br>\u3055\u3089\u3070\u3001TensorFlow\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Keras\u3063\u3066&#8230;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u8ff0\u3057\u305f\u3088\u3046\u306b\u3001\u5f53\u521d\u63a8\u5968\u3055\u308c\u306e\u306fKeras3\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u3057\u3066PyTorch\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3067\u3057\u305f\u3002<br>\u4eca\u66f4\u3067\u3059\u304c\u3001Keras\u3068TensorFlow, PyTorch\u306e\u95a2\u4fc2\u304c\u4eca\u3072\u3068\u3064\u7406\u89e3\u3067\u304d\u3066\u3044\u306a\u304b\u3063\u305f\u306e\u3067\u3001\u6539\u3081\u3066\u6574\u7406\u3057\u3066\u304a\u304d\u307e\u3059\uff08\u5f53\u7136\u306a\u304c\u3089\u89e3\u8aac\u306fAI\u5148\u751f\uff09\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Keras3\u3068TensorFlow, PyTorch\u306e\u95a2\u4fc2\u306f\u3001\u8eca\u306e\u300c\u30cf\u30f3\u30c9\u30eb\u30fb\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\uff08\u64cd\u4f5c\u753b\u9762\uff09\u300d\u3068\u300c\u30a8\u30f3\u30b8\u30f3\u300d\u306e\u95a2\u4fc2\u306b\u4f8b\u3048\u308b\u3068\u975e\u5e38\u306b\u5206\u304b\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\n\nKeras3\u306f\u300c\u30de\u30eb\u30c1\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30fb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300d\u3068\u547c\u3070\u308c\u307e\u3059\u3002\u305d\u308c\u5358\u4f53\u3067\u8a08\u7b97\u3092\u884c\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u80cc\u5f8c\u306b\u3042\u308b\u5f37\u529b\u306a\u8a08\u7b97\u30a8\u30f3\u30b8\u30f3\u3092\u52d5\u304b\u3059\u305f\u3081\u306e \u5171\u901a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff08\u7a93\u53e3\uff09 \u3067\u3059\u3002\n\nTensorFlow, PyTorch\u306f\u3001\u5b9f\u969b\u306bGPU\uff08MPS\uff09\u3084TPU\u3092\u4f7f\u3063\u3066\u6570\u5b66\u7684\u306a\u8a08\u7b97\uff08\u884c\u5217\u6f14\u7b97\uff09\u3092\u30d0\u30ea\u30d0\u30ea\u3053\u306a\u3059\u5b9f\u884c\u90e8\u968a\u3067\u3059\u3002\n\n\u304b\u3064\u3066\u306eKeras\uff08v2\u307e\u3067\uff09\u306fTensorFlow\u5c02\u7528\u306e\u300c\u304a\u307e\u3051\u300d\u306e\u3088\u3046\u306a\u5b58\u5728\u3067\u3057\u305f\u3002\u3057\u304b\u3057\u3001Keras3\u304b\u3089\u306f TensorFlow, PyTorch\u306e\u3069\u308c\u3067\u3082\u597d\u304d\u306a\u30a8\u30f3\u30b8\u30f3\u306b\u5dee\u3057\u66ff\u3048\u3089\u308c\u308b\u300c\u72ec\u7acb\u3057\u305f\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u300d\u3078\u3068\u9032\u5316\u3057\u307e\u3057\u305f\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u3092\u898b\u308b\u9650\u308a\u3001\u3082\u3057\u518d\u3073TensorFlow\u306b\u623b\u308a\u305f\u3044\u4e8b\u60c5\u304c\u751f\u3058\u305f\u5834\u5408\u3082\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u305d\u3046\u3067\u3059\u3002<br>\u3053\u308c\u306f\u671f\u5f85\u304c\u3067\u304d\u307e\u3059\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u601d\u3063\u3066\u8abf\u67fb\u3092\u9032\u3081\u3066\u3044\u304f\u3068\u3001\u518d\u3073\u6697\u96f2\u304c\u3002<br>Keras3\u7d4c\u7531\u3067PyTorch\u3092\u4f7f\u3046\u5834\u5408\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8a71\u304c\u51fa\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30e2\u30c7\u30eb\u306e\u9078\u629e\u80a2\u304ctimm\uff08PyTorch Image Models\uff09\u306b\u6bd4\u3079\u308c\u3070\u5c11\u306a\u3044\u3002<\/li>\n\n\n\n<li>PyTorch\u7279\u6709\u306e\u975e\u5e38\u306b\u7d30\u304b\u3044\u5236\u5fa1\uff08\u7279\u5b9a\u306e\u30c6\u30f3\u30bd\u30eb\u64cd\u4f5c\u306a\u3069\uff09\u3092\u3057\u305f\u3044\u6642\u306b\u3001Keras\u306e\u5c64\u3092\u631f\u3093\u3067\u3044\u308b\u3053\u3068\u304c\u9006\u306b\u969c\u58c1\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u5f97\u308b\u3002<\/li>\n\n\n\n<li>PyTorch\u3092\u76f4\u63a5\u4f7f\u7528\u3057\u305f\u65b9\u304c\u3001Apple Silicon\uff08MPS\uff09\u4e0a\u3067\u306e\u52d5\u4f5c\u30c8\u30e9\u30d6\u30eb\u304c\u5c11\u306a\u304f\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u89e3\u6c7a\u7b56\u3082\u8c4a\u5bcc\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6295\u7a3f\u306b\u304a\u3051\u308b\u4e00\u9023\u306e\u6d41\u308c\u306e\u6700\u7d42\u76ee\u7684\u306f\u30e9\u30d9\u30eb\u753b\u50cf\u306e\u8b58\u5225\u306b\u9069\u3057\u305f\u30e2\u30c7\u30eb\u306e\u9078\u5b9a\u3067\u3042\u308a\u3001\u305d\u3053\u3067\u306e\u9078\u629e\u80a2\u306f\u591a\u3044\u65b9\u304c\u826f\u3044\u3067\u3059\u3002<br>\u5f8c\u3005\u3001\u6709\u671b\u306a\u30e2\u30c7\u30eb\u304c\u4f7f\u7528\u3067\u304d\u306a\u3044\u3068\u6ce3\u304d\u3092\u898b\u308b\u7fbd\u76ee\u306b\u306a\u308b\u3053\u3068\u3092\u8003\u3048\u308b\u3068\u3001\u3053\u3053\u306f\u65ad\u8178\u306e\u601d\u3044\u3067Keras3\u3092\u5207\u3063\u3066\u304a\u3044\u305f\u65b9\u304c\u826f\u3055\u305d\u3046\u3067\u3059\uff08AI\u5148\u751f\u3082\u8cdb\u540c\uff09\u3002<br>\u3055\u3089\u3070\u3001Keras\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4eca\u66f4\u306a\u304c\u3089PyTorch<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u4eca\u66f4\u306a\u304c\u3089PyTorch\u3092\u4f7f\u3046\u3088\u3046\u306b\u3001\u65e2\u5b58\u51e6\u7406\u5168\u822c\u3092\u66f8\u304d\u63db\u3048\u308b\u3053\u3068\u306b\u306a\u3063\u305f\u8a33\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u529b\u3067\u3053\u306e\u4f5c\u696d\u3092\u884c\u3046\u5834\u5408\u3001\u3069\u308c\u7a0b\u5927\u5909\u3067\u3057\u3087\u3046\uff1f<br>\u307e\u305a\u306fPyTorch\u81ea\u4f53\u306e\u5b66\u7fd2\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3057\u3001\u305d\u306e\u4e0a\u3067TensorFlow\/Keras\u3067\u66f8\u304b\u308c\u305f\u65e2\u5b58\u51e6\u7406\u3092PyTorch\u306b\u7ffb\u8a33\u3057\u3066\u3044\u304f\u4f5c\u696d\u304c\u767a\u751f\u3057\u307e\u3059\u3002<br>AI\u5148\u751f\u306e\u3056\u3063\u304f\u308a\u3057\u305f\u898b\u7a4d\u3082\u308a\u3067\u306f\u3001\uff08\u3042\u304f\u307e\u3067\u4eba\u9593\u304c\u4f5c\u696d\u3059\u308b\u524d\u63d0\u3067\uff098\u301c12\u65e5\u7a0b\u5ea6\u8981\u3059\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u306e\u3053\u3068\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u3041\u3001\u5f53\u7136\u306a\u304c\u3089\u81ea\u529b\u3067\u306f\u4f5c\u696d\u3057\u306a\u3044\u3093\u3067\u3059\u3051\u3069\u306d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cursor\u5148\u751f\u306b\u304a\u9858\u3044\u3057\u305f\u3068\u3053\u308d\u3001\u6570\u5206\u3067\u66f8\u304d\u63db\u3048\u3066\u304f\u308c\u307e\u3057\u305f\u3002<br>\u82e5\u5e72\u4e0d\u5177\u5408\u3082\u3042\u308a\u307e\u3057\u305f\u3057\u3001TensorFlow\/Keras\u6642\u4ee3\u304b\u3089\u6319\u52d5\u304c\u5909\u308f\u3063\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u3088\u3046\u306a\u7b87\u6240\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u7d30\u304b\u306a\u70b9\u306f\u8ffd\u3005\u8abf\u6574\u3059\u308b\u3068\u3057\u3066\u3001\u6982\u306d\u52d5\u4f5c\u3059\u308b\u72b6\u614b\u306b\u306a\u308b\u306e\u306b\u8981\u3057\u305f\u6642\u9593\u306f\u534a\u65e5\u7a0b\u5ea6\u3067\u3057\u3087\u3046\u304b\u3002<br>AI\u4e07\u6b73\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u601d\u308f\u306c\u5927\u9248\u3092\u632f\u308b\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u304c\u3001\u306a\u3093\u3068\u304bPyTorch\u5316\u304c\u3067\u304d\u307e\u3057\u305f\u3002<br>\u5f8c\u51fa\u3057\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u4eca\u307e\u3067\u306e\u5b66\u7fd2\u306b\u304a\u3044\u3066Python\u304c\u7570\u5e38\u7d42\u4e86\u3057\u3066\u3044\u305f\u30b1\u30fc\u30b9\u304c\u6642\u3005\u3042\u308a\u307e\u3057\u3066\u3001\u3053\u306e\u8fba\u304c\u524d\u8ff0\u3057\u305fMac\u3068TensorFlow\u306e\u76f8\u6027\u554f\u984c\u306b\u95a2\u9023\u3057\u3066\u3044\u308b\u306e\u3060\u3068\u3059\u308c\u3070\u3001PyTorch\u5316\u3067\u306e\u6539\u5584\u304c\u671f\u5f85\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u809d\u5fc3\u306e\u30e2\u30c7\u30eb\u9078\u629e\u3067\u3059\u304c\u3001PyTorch\u5316\u3067\u9078\u629e\u80a2\u304c\u5897\u3048\u305f\u7d50\u679c\u3001\u73fe\u72b6\u306fDINOv2\u306a\u308b\u30e2\u30c7\u30eb\u304c\u826f\u3044\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u3044\u3046\u3053\u3068\u3067\u8a71\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<br>ConvNeXt\u304c\u300cVision 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