{"id":46287,"date":"2025-04-30T05:30:32","date_gmt":"2025-04-30T05:30:32","guid":{"rendered":"https:\/\/www.carmatec.com\/?p=46287"},"modified":"2025-12-31T12:00:07","modified_gmt":"2025-12-31T12:00:07","slug":"keras-vs-tensorflow-vs-pytorch-%e4%b8%bb%e3%81%aa%e9%81%95%e3%81%84","status":"publish","type":"post","link":"https:\/\/www.carmatec.com\/ja\/blog\/keras-vs-tensorflow-vs-pytorch-key-differences\/","title":{"rendered":"Keras\u5bfeTensorFlow\u5bfePyTorch\uff1a\u4e3b\u306a\u9055\u3044 2026"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"46287\" class=\"elementor elementor-46287\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-da80db0 e-flex e-con-boxed e-con e-parent\" data-id=\"da80db0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6686ebb elementor-widget elementor-widget-text-editor\" data-id=\"6686ebb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u3068\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u306e\u6025\u901f\u306a\u9032\u5316\u306b\u3088\u308a\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u958b\u767a\u8005\u3001\u7814\u7a76\u8005\u3001\u4f01\u696d\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u3066\u3044\u308b\u30022026\u5e74\u306b\u6700\u3082\u6ce8\u76ee\u3055\u308c\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3042\u308b\u3002 <strong>Keras\u3001TensorFlow<\/strong>\u3001 \u305d\u3057\u3066 <strong>\u30d1\u30a4\u30c8\u30fc\u30c1<\/strong>\u305d\u308c\u305e\u308c\u304c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u7bc9\u3068\u5c55\u958b\u306b\u72ec\u81ea\u306e\u5f37\u307f\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u4f01\u696d\u306b\u3068\u3063\u3066 <strong><a href=\"https:\/\/www.carmatec.com\/ja\/\">\u30ab\u30fc\u30de\u30c6\u30c3\u30af<\/a><\/strong>\u9769\u65b0\u7684\u306aIT\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u30ea\u30fc\u30c0\u30fc\u3068\u3057\u3066\u3001\u9069\u5207\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u6700\u5148\u7aef\u306eAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u4e0a\u3067\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f <strong>Keras\u3001TensorFlow<\/strong>\u3001 \u305d\u3057\u3066 <strong>\u30d1\u30a4\u30c8\u30fc\u30c1<\/strong>, \u305d\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u305d\u3057\u30662026\u5e74\u306e\u69d8\u3005\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3078\u306e\u9069\u5408\u6027\u3092\u63a2\u308b\u3002\u305d\u308c\u305e\u308c\u306e\u4e3b\u306a\u9055\u3044\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306fAI\u4e3b\u5c0e\u306e\u5909\u9769\u3092\u63a8\u9032\u3059\u308b\u305f\u3081\u306e\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n<h3><strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u6982\u8981<\/strong><\/h3>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8a2d\u8a08\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u306e\u8907\u96d1\u306a\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3059\u308b\u3002\u3053\u308c\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u4e8b\u524d\u306b\u69cb\u7bc9\u3055\u308c\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u6700\u9069\u5316\u3055\u308c\u305f\u8a08\u7b97\u3001\u304a\u3088\u3073GPU\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3001\u958b\u767a\u8005\u304c\u4f4e\u30ec\u30d9\u30eb\u306e\u6570\u5b66\u3088\u308a\u3082\u30e2\u30c7\u30eb\u306e\u9769\u65b0\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002 <strong>Keras\u3001TensorFlow<\/strong>\u3001 \u305d\u3057\u3066 <strong>\u30d1\u30a4\u30c8\u30fc\u30c1<\/strong> \u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u652f\u914d\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3001\u305d\u308c\u305e\u308c\u304c\u7570\u306a\u308b\u30e6\u30fc\u30b6\u30fc\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\uff1a<\/p>\n<ul>\n<li><strong>\u30b1\u30e9\u30b9<\/strong> TensorFlow\u3068\u7d71\u5408\u3055\u308c\u305f\u3001\u30b7\u30f3\u30d7\u30eb\u3055\u3068\u8fc5\u901f\u306a\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u9ad8\u30ec\u30d9\u30eb\u306eAPI\u3067\u3059\u3002<\/li>\n<li><strong>TensorFlow\uff1a<\/strong> Google\u306b\u3088\u308b\u6c4e\u7528\u6027\u306e\u9ad8\u3044\u30a8\u30f3\u30c9\u30fb\u30c4\u30fc\u30fb\u30a8\u30f3\u30c9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30fb\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306b\u512a\u308c\u3066\u3044\u308b\u3002<\/li>\n<li><strong>PyTorch\uff1a<\/strong> \u52d5\u7684\u306a\u8a08\u7b97\u30b0\u30e9\u30d5\u3067\u77e5\u3089\u308c\u308bMeta AI\u306b\u3088\u308b\u3001\u67d4\u8edf\u3067\u7814\u7a76\u5411\u304d\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002<\/li>\n<\/ul>\n<p>2026\u5e74\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u9078\u5b9a\u306e\u6307\u91dd\u3068\u306a\u308b\u3088\u3046\u3001\u591a\u89d2\u7684\u306a\u89b3\u70b9\u304b\u3089\u4e3b\u306a\u9055\u3044\u3092\u6398\u308a\u4e0b\u3052\u3066\u307f\u3088\u3046\u3002.<\/p>\n<h2><strong>1.\u5efa\u7bc9\u3068\u30c7\u30b6\u30a4\u30f3\u306e\u7406\u5ff5<\/strong><\/h2>\n<p><strong>Keras\uff1a\u30b7\u30f3\u30d7\u30eb\u3055\u3068\u62bd\u8c61\u5316<\/strong><\/p>\n<p>\u30d5\u30e9\u30f3\u30bd\u30ef\u30fb\u30c1\u30e7\u30ec\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u3001TensorFlow 2.0\u304b\u3089tf.keras\u3068\u3057\u3066TensorFlow\u306b\u7d71\u5408\u3055\u308c\u305fKeras\u306f\u3001\u4f7f\u3044\u3084\u3059\u3055\u3092\u8ffd\u6c42\u3057\u305f\u9ad8\u6c34\u6e96API\u3060\u3002\u8907\u96d1\u306a\u4f4e\u30ec\u30d9\u30eb\u306e\u64cd\u4f5c\u3092\u62bd\u8c61\u5316\u3057\u3001\u958b\u767a\u8005\u306f\u6700\u5c0f\u9650\u306e\u30b3\u30fc\u30c9\u3067\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3002Keras\u306f\u8907\u6570\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\uff08TensorFlow\u3001Theano\u306a\u3069\uff09\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u304c\u3001\u4e3b\u306bTensorFlow\u3068\u7d71\u5408\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001TensorFlow\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u4e00\u90e8\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u3042\u3089\u304b\u3058\u3081\u30ec\u30a4\u30e4\u30fc\u3084\u30e2\u30c7\u30eb\u304c\u69cb\u7bc9\u3055\u308c\u305f\u30e2\u30b8\u30e5\u30fc\u30eb\u8a2d\u8a08\u306b\u3088\u308a\u3001\u8a8d\u8b58\u8ca0\u8377\u304c\u8efd\u6e1b\u3055\u308c\u308b\u305f\u3081\u3001\u521d\u5fc3\u8005\u3084\u30e9\u30d4\u30c3\u30c9\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n<ul>\n<li><strong>\u4e3b\u306a\u7279\u5fb4<\/strong>\n<ul>\n<li>\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306aPythonic\u69cb\u6587\u306b\u3088\u308a\u3001\u8fc5\u901f\u306a\u30e2\u30c7\u30eb\u958b\u767a\u304c\u53ef\u80fd\u3002<\/li>\n<li>\u753b\u50cf\u5206\u985e\u306e\u3088\u3046\u306a\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u8c4a\u5bcc\u306a\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\uff08Keras Applications\u306a\u3069\uff09\u3002<\/li>\n<li>TensorFlow\u306e\u4e0a\u3067\u5b9f\u884c\u3055\u308c\u3001\u305d\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30c7\u30d7\u30ed\u30a4\u6a5f\u80fd\u3092\u7d99\u627f\u3057\u3066\u3044\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>Keras\u306f\u3001\u5e02\u5834\u6295\u5165\u307e\u3067\u306e\u30b9\u30d4\u30fc\u30c9\u304c\u91cd\u8981\u306a\u5c0f\u58f2\u696d\u3084\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u696d\u754c\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u305f\u3081\u306e\u6982\u5ff5\u5b9f\u8a3c\u30e2\u30c7\u30eb\u306e\u958b\u767a\u306a\u3069\u3001\u8fc5\u901f\u306a\u53cd\u5fa9\u3092\u5fc5\u8981\u3068\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5a01\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n<p><strong>TensorFlow\uff1a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u5805\u7262\u6027<\/strong><\/p>\n<p>2015\u5e74\u306bGoogle Brain\u306b\u3088\u3063\u3066\u4f5c\u6210\u3055\u308c\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u5316\u3055\u308c\u305fTensorFlow\u306f\u3001\u9ad8\u30ec\u30d9\u30eb\u3068\u4f4e\u30ec\u30d9\u30eb\u306e\u4e21\u65b9\u306eAPI\u3092\u63d0\u4f9b\u3059\u308b\u5305\u62ec\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002\u9759\u7684\u8a08\u7b97\u30b0\u30e9\u30d5\uff08TensorFlow 2.0\u4ee5\u524d\uff09\u3068\u30a4\u30fc\u30ac\u30fc\u5b9f\u884c\uff08TensorFlow 2.0\u3067\u5c0e\u5165\uff09\u306b\u3088\u308a\u3001\u591a\u69d8\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3002\u53ef\u8996\u5316\u306e\u305f\u3081\u306eTensorBoard\u3068\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u305f\u3081\u306eTensorFlow Extended (TFX)\u3092\u542b\u3080TensorFlow\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306b\u5a01\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u4e3b\u306a\u7279\u5fb4\n<ul>\n<li>\u8907\u6570\u306e\u8a00\u8a9e\uff08Python\u3001C++\u3001JavaScript\uff09\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff08CPU\u3001GPU\u3001TPU\u3001\u30e2\u30d0\u30a4\u30eb\uff09\u3092\u30b5\u30dd\u30fc\u30c8\u3002<\/li>\n<li>\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u305f\u3081\u306e\u5805\u7262\u306a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3002<\/li>\n<li>TensorFlow Serving\u3068TensorFlow Lite\u3092\u542b\u3080\u3001\u751f\u7523\u7528\u306e\u8c4a\u5bcc\u306a\u30c4\u30fc\u30eb\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>TensorFlow\u306f\u3001\u91d1\u878d\u306b\u304a\u3051\u308b\u4e0d\u6b63\u691c\u77e5\u30b7\u30b9\u30c6\u30e0\u3084\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30f3\u306a\u3069\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b0\u30ec\u30fc\u30c9\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9%e3%81%a8%e3%81%97%e3%81%a6%e3%81%ae%e9%9b%bb%e5%ad%90%e5%95%86%e5%8f%96%e5%bc%95\/\">\u96fb\u5b50\u5546\u53d6\u5f15<\/a>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5c55\u958b\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002<\/p>\n<p><strong>PyTorch\uff1a\u67d4\u8edf\u6027\u3068\u7814\u7a76\u30d5\u30a9\u30fc\u30ab\u30b9<\/strong><\/p>\n<p>Meta AI\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u30012016\u5e74\u306b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u5316\u3055\u308c\u305fPyTorch\u306f\u3001\u958b\u767a\u8005\u304c\u305d\u306e\u5834\u3067\u30e2\u30c7\u30eb\u3092\u4fee\u6b63\u3067\u304d\u308b\u52d5\u7684\u8a08\u7b97\u30b0\u30e9\u30d5\u3067\u6709\u540d\u3060\u3002\u3053\u306e\u67d4\u8edf\u6027\u306b\u3088\u308a\u3001PyTorch\u306f\u7814\u7a76\u8005\u3084\u5b66\u8005\u306e\u9593\u3067\u4eba\u6c17\u304c\u3042\u308b\u3002Torch\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30d9\u30fc\u30b9\u306b\u69cb\u7bc9\u3055\u308c\u305fPyTorch\u306f\u3001Pythonic\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3068\u3001NumPy\u306e\u3088\u3046\u306aPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3092\u63d0\u4f9b\u3057\u3001\u8fc5\u901f\u306a\u5b9f\u9a13\u306e\u305f\u3081\u306e\u9b45\u529b\u3092\u9ad8\u3081\u3066\u3044\u308b\u3002<\/p>\n<ul>\n<li>\u4e3b\u306a\u7279\u5fb4\n<ul>\n<li>\u76f4\u611f\u7684\u306a\u30e2\u30c7\u30eb\u69cb\u7bc9\u3068\u30c7\u30d0\u30c3\u30b0\u306e\u305f\u3081\u306e\u52d5\u7684\u8a08\u7b97\u30b0\u30e9\u30d5\u3002<\/li>\n<li>CUDA\u306b\u3088\u308bGPU\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u5f37\u529b\u306b\u30b5\u30dd\u30fc\u30c8\u3002<\/li>\n<li>\u6a19\u6e96\u7684\u306aPython\u30c4\u30fc\u30eb\uff08PDB\u3001PyCharm\u306a\u3069\uff09\u306b\u3088\u308b\u30c7\u30d0\u30c3\u30b0\u306e\u7c21\u7d20\u5316\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>PyTorch\u306f\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u8a3a\u65ad\u306e\u305f\u3081\u306e\u65b0\u3057\u3044\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3084\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u306e\u81ea\u52d5\u5316\u306e\u305f\u3081\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u306a\u3069\u3001\u7814\u7a76\u4e3b\u5c0e\u578b\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n<h2><strong>2.\u4f7f\u3044\u3084\u3059\u3055\u3068\u5b66\u7fd2\u66f2\u7dda<\/strong><\/h2>\n<p><strong>Keras\uff1a\u521d\u5fc3\u8005\u306b\u3084\u3055\u3057\u3044<\/strong><\/p>\n<p>Keras\u306f\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u8907\u96d1\u3055\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u30d7\u30e9\u30b0\u30a2\u30f3\u30c9\u30d7\u30ec\u30a4\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u63d0\u4f9b\u3057\u3001\u305d\u306e\u30b7\u30f3\u30d7\u30eb\u3055\u304c\u5149\u308b\u3002\u7c21\u6f54\u306a\u69cb\u6587\u3068\u9ad8\u30ec\u30d9\u30eb\u306e\u62bd\u8c61\u5316\u306b\u3088\u308a\u3001\u521d\u5fc3\u8005\u3084\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7d4c\u9a13\u304c\u6d45\u3044\u958b\u767a\u8005\u3067\u3082\u5229\u7528\u3057\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u308b\u3002\u4f8b\u3048\u3070\u3001Keras\u3067\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u30b7\u30fc\u30b1\u30f3\u30b7\u30e3\u30eb\u30e2\u30c7\u30eb\u3068\u3042\u3089\u304b\u3058\u3081\u69cb\u7bc9\u3055\u308c\u305f\u30ec\u30a4\u30e4\u30fc\u306e\u304a\u304b\u3052\u3067\u3001\u308f\u305a\u304b\u6570\u884c\u306e\u30b3\u30fc\u30c9\u3067\u6e08\u307f\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u5b66\u7fd2\u66f2\u7dda\uff1a<\/strong> \u6d45\u304f\u3001\u7d20\u65e9\u3044\u5165\u56e3\u306b\u6700\u9069\u3002<\/li>\n<li><strong>\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/strong> \u30e9\u30d4\u30c3\u30c9\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u3001\u5c0f\u898f\u6a21\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3001\u6559\u80b2\u76ee\u7684\u3002<\/li>\n<\/ul>\n<p>\u30d3\u30b8\u30cd\u30b9\u3067\u306f\u3001Keras\u3092\u4f7f\u7528\u3057\u3066\u82e5\u624b\u958b\u767a\u8005\u3092\u8a13\u7df4\u3057\u305f\u308a\u3001\u9867\u5ba2\u306b\u8fc5\u901f\u306a\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u63d0\u4f9b\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7d0d\u671f\u3092\u77ed\u7e2e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<p><strong>TensorFlow\uff1a\u4e2d\u7d1a\u304b\u3089\u4e0a\u7d1a<\/strong><\/p>\n<p>TensorFlow\u306e\u5b66\u7fd2\u66f2\u7dda\u306f\u3001\u305d\u306e\u9759\u7684\u306a\u30b0\u30e9\u30d5\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u5197\u9577\u306a\u69cb\u6587\u306b\u3088\u308a\u3001\u6b74\u53f2\u7684\u306b\u6025\u306a\u3082\u306e\u3060\u3063\u305f\u3002\u3057\u304b\u3057\u3001TensorFlow 2.0\u3067\u306f\u30a4\u30fc\u30ac\u30fc\u5b9f\u884c\u304c\u63a1\u7528\u3055\u308c\u3001Keras\u3068\u7d71\u5408\u3055\u308c\u305f\u3053\u3068\u3067\u3001\u3088\u308a\u89aa\u3057\u307f\u3084\u3059\u304f\u306a\u3063\u305f\u3002\u521d\u5fc3\u8005\u306ftf.keras\u3092\u4f7f\u3063\u3066\u30b7\u30f3\u30d7\u30eb\u306b\u3001\u4e0a\u7d1a\u8005\u306f\u4f4e\u30ec\u30d9\u30eb\u306eAPI\u3092\u6d3b\u7528\u3057\u3066\u304d\u3081\u7d30\u304b\u3044\u5236\u5fa1\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001TensorFlow\u306f\u591a\u6a5f\u80fd\u3060\u304c\u8907\u96d1\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n<ul>\n<li><strong>\u5b66\u7fd2\u66f2\u7dda\uff1a<\/strong> tf.keras\u306f\u4e2d\u7a0b\u5ea6\u3001\u4f4e\u30ec\u30d9\u30ebAPI\u306f\u6025\u3002<\/li>\n<li><strong>\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/strong> \u9ad8\u30ec\u30d9\u30eb\u306e\u30b7\u30f3\u30d7\u30eb\u3055\u3068\u4f4e\u30ec\u30d9\u30eb\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u4e21\u65b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3002<\/li>\n<\/ul>\n<p>TensorFlow\u306e\u4e8c\u91cd\u306e\u6027\u8cea\u306f\u3001\u65b0\u8208\u4f01\u696d\u5411\u3051\u306e\u30b7\u30f3\u30d7\u30eb\u306aML\u30e2\u30c7\u30eb\u304b\u3089\u591a\u56fd\u7c4d\u4f01\u696d\u5411\u3051\u306e\u8907\u96d1\u306a\u30b7\u30b9\u30c6\u30e0\u307e\u3067\u3001\u5e45\u5e83\u3044\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3002<\/p>\n<p><strong>PyTorch\uff1aPython\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u76f4\u611f\u7684<\/strong><\/p>\n<p>PyTorch\u306ePythonic\u306a\u30c7\u30b6\u30a4\u30f3\u3068\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u30b0\u30e9\u30d5\u306f\u3001Python\u3084NumPy\u306b\u6163\u308c\u3066\u3044\u308b\u4eba\u306b\u3068\u3063\u3066\u76f4\u611f\u7684\u3067\u3042\u308b\u3002\u305d\u306e\u547d\u4ee4\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30bf\u30a4\u30eb\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u7d50\u679c\u3092\u3059\u3050\u306b\u78ba\u8a8d\u3067\u304d\u3001\u5b9f\u9a13\u3092\u7c21\u7d20\u5316\u3067\u304d\u308b\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u4f4e\u30ec\u30d9\u30eb\u306a\u6027\u8cea\u306f\u3001Keras\u3068\u6bd4\u8f03\u3057\u3066\u521d\u5fc3\u8005\u306b\u306f\u96e3\u3057\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n<ul>\n<li><strong>\u5b66\u7fd2\u66f2\u7dda\uff1a<\/strong> Python\u306b\u7cbe\u901a\u3057\u305f\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u306f\u3001\u63a7\u3048\u3081\u3067\u7c21\u5358\u3002<\/li>\n<li><strong>\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/strong> \u7814\u7a76\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u3001\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3002<\/li>\n<\/ul>\n<p>\u7279\u306b\u30ab\u30b9\u30bf\u30e0\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8a2d\u8a08\u3092\u5fc5\u8981\u3068\u3059\u308b\u9769\u65b0\u7684\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001Python\u306e\u5c02\u9580\u77e5\u8b58\u304c\u8c4a\u5bcc\u306a\u30c1\u30fc\u30e0\u304cPyTorch\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2><strong>3.\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong><\/h2>\n<p><strong>Keras\uff1a\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306b\u3088\u308b\u5236\u9650<\/strong><\/p>\n<p>Keras\u306f\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\uff08\u901a\u5e38\u306fTensorFlow\uff09\u306b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u5927\u898f\u6a21\u306a\u30bf\u30b9\u30af\u3084\u9ad8\u6027\u80fd\u306a\u30bf\u30b9\u30af\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u9ad8\u30ec\u30d9\u30eb\u306e\u62bd\u8c61\u5316\u306b\u3088\u3063\u3066\u5236\u5fa1\u304c\u72a0\u7272\u306b\u306a\u308a\u3001\u4f4e\u30ec\u30d9\u30eb\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u6bd4\u8f03\u3057\u3066\u3001\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u3084\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5b9f\u884c\u901f\u5ea6\u304c\u9045\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/strong> \u5c0f\u898f\u6a21\u304b\u3089\u4e2d\u898f\u6a21\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u5341\u5206\u3060\u304c\u3001\u5927\u898f\u6a21\u306a\u30bf\u30b9\u30af\u306b\u306f\u9045\u3044\u3002<\/li>\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a<\/strong> TensorFlow\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u7d99\u627f\u3057\u3066\u3044\u308b\u304c\u3001\u8ffd\u52a0\u306e\u8a2d\u5b9a\u304c\u5fc5\u8981\u3002<\/li>\n<\/ul>\n<p>Keras\u306f\u3001\u5c0f\u898f\u6a21\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3084\u521d\u671f\u306e\u30e2\u30c7\u30eb\u958b\u767a\u306b\u6700\u9069\u3067\u3001\u5b9f\u88c5\u306e\u30b9\u30d4\u30fc\u30c9\u304c\u751f\u306e\u6027\u80fd\u306e\u5fc5\u8981\u6027\u3092\u4e0a\u56de\u308a\u307e\u3059\u3002<\/p>\n<p><strong>TensorFlow\uff1a\u9ad8\u6027\u80fd\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong><\/p>\n<p>TensorFlow\u306f\u3001\u7279\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u304a\u3044\u3066\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002Tensor Processing Units\uff08TPU\uff09\u3068\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u9ad8\u6027\u80fd\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002TensorFlow\u306eXLA\uff08Accelerated Linear Algebra\uff09\u306a\u3069\u306e\u6700\u9069\u5316\u306f\u8a08\u7b97\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3001TFX\u306f\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/strong> \u9ad8\u901f\u3067\u3001\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3068\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a<\/strong> \u5206\u6563\u30b7\u30b9\u30c6\u30e0\u3084\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3092\u5f37\u529b\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3002<\/li>\n<\/ul>\n<p>TensorFlow\u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30af\u30b9\u306b\u304a\u3051\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3084\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u4f01\u696d\u5411\u3051\u306e\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306aAI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u30df\u30c3\u30b7\u30e7\u30f3\u30af\u30ea\u30c6\u30a3\u30ab\u30eb\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>\u30d1\u30a4\u30c8\u30fc\u30c1\u7af6\u4e89\u529b<\/strong><\/p>\n<p>PyTorch\u306f\u3001\u7279\u306bTorchDynamo\u306e\u3088\u3046\u306a\u30b3\u30f3\u30d1\u30a4\u30eb\u3092\u9ad8\u901f\u5316\u3059\u308b\u6a5f\u80fd\u3092\u5c0e\u5165\u3057\u305fPyTorch 2.0\u306e\u3088\u3046\u306a\u6700\u8fd1\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3067\u3001\u7af6\u4e89\u529b\u306e\u3042\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002PyTorch\u306e\u52d5\u7684\u30b0\u30e9\u30d5\u306f\u67d4\u8edf\u6027\u3092\u63d0\u4f9b\u3059\u308b\u304c\u3001\u5b9f\u904b\u7528\u3067\u306fTensorFlow\u306e\u9759\u7684\u30b0\u30e9\u30d5\u3068\u6bd4\u8f03\u3057\u3066\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002PyTorch\u306eCUDA\u7d71\u5408\u306f\u52b9\u7387\u7684\u306aGPU\u5229\u7528\u3092\u4fdd\u8a3c\u3057\u3001PyTorch Lightning\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u306f\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u7c21\u7d20\u5316\u3059\u308b\u3002<\/p>\n<ul>\n<li><strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/strong> TensorFlow\u3068\u306e\u5dee\u3092\u7e2e\u3081\u308b\u6539\u826f\u3067\u9ad8\u901f\u5316\u3002<\/li>\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a<\/strong> TensorFlow\u3088\u308a\u3082\u6210\u719f\u3057\u3066\u3044\u306a\u3044\u304c\u3001\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u30b5\u30dd\u30fc\u30c8\u306f\u5897\u3048\u3066\u3044\u308b\u3002<\/li>\n<\/ul>\n<p>PyTorch\u306f\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u306e\u305f\u3081\u306e\u6700\u5148\u7aef\u306eNLP\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3084\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u305f\u3081\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fb\u30d3\u30b8\u30e7\u30f3\u306e\u958b\u767a\u306a\u3069\u3001\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u67d4\u8edf\u6027\u3092\u5fc5\u8981\u3068\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><strong>4.\u30c7\u30d0\u30c3\u30b0\u3068\u67d4\u8edf\u6027<\/strong><\/h2>\n<p><strong>Keras\uff1a\u9650\u5b9a\u7684\u306a\u30c7\u30d0\u30c3\u30b0<\/strong><\/p>\n<p>Keras\u306e\u9ad8\u6c34\u6e96\u306e\u62bd\u8c61\u5316\u306f\u3001\u5358\u7d14\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30c7\u30d0\u30c3\u30b0\u306e\u5fc5\u8981\u6027\u3092\u6e1b\u3089\u3059\u304c\u3001\u305d\u306e\u9650\u3089\u308c\u305f\u5236\u5fa1\u306f\u3001\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u306e\u30c7\u30d0\u30c3\u30b0\u3092\u56f0\u96e3\u306b\u3057\u3066\u3044\u308b\u3002\u958b\u767a\u8005\u306f\u3001\u3088\u308a\u6df1\u3044\u691c\u67fb\u306b\u3064\u3044\u3066\u306f\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\uff08TensorFlow\u306a\u3069\uff09\u306b\u983c\u3089\u306a\u3051\u308c\u3070\u306a\u3089\u305a\u3001\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u304c\u8907\u96d1\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n<ul>\n<li><strong>\u30c7\u30d0\u30c3\u30b0\uff1a<\/strong> \u30b7\u30f3\u30d7\u30eb\u306a\u30e2\u30c7\u30eb\u306b\u306f\u6700\u5c0f\u9650\u3001\u8907\u96d1\u306a\u554f\u984c\u306b\u306f\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306b\u4f9d\u5b58\u3002<\/li>\n<li><strong>\u67d4\u8edf\u6027\uff1a<\/strong> \u62bd\u8c61\u5ea6\u304c\u9ad8\u3044\u305f\u3081\u3001\u4f4e\u3044\u3002<\/li>\n<\/ul>\n<p><strong>\u30ab\u30fc\u30de\u30c6\u30c3\u30af<\/strong> Keras\u306f\u3001\u57fa\u672c\u7684\u306a\u753b\u50cf\u5206\u985e\u30bf\u30b9\u30af\u306e\u3088\u3046\u306a\u3001\u30c7\u30d0\u30c3\u30b0\u306e\u5fc5\u8981\u6027\u304c\u6700\u5c0f\u9650\u306e\u7c21\u5358\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>TensorFlow\uff1a\u9ad8\u5ea6\u306a\u30c7\u30d0\u30c3\u30b0<\/strong><\/p>\n<p>TensorFlow\u306f\u3001\u5b66\u7fd2\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u53ef\u8996\u5316\u3059\u308bTensorBoard\u3084\u30c6\u30f3\u30bd\u30eb\u3092\u691c\u67fb\u3059\u308btfdbg\u306a\u3069\u3001\u5805\u7262\u306a\u30c7\u30d0\u30c3\u30b0\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002\u9759\u7684\u30b0\u30e9\u30d5\uff08TensorFlow 2.0\u3067\u306f\u30aa\u30d7\u30b7\u30e7\u30f3\uff09\u306f\u4e88\u6e2c\u53ef\u80fd\u6027\u3092\u63d0\u4f9b\u3059\u308b\u304c\u3001\u4f4e\u30ec\u30d9\u30eb\u306e\u64cd\u4f5c\u306e\u30c7\u30d0\u30c3\u30b0\u306f\u8907\u96d1\u306b\u306a\u308b\u3002Eager\u5b9f\u884c\u306f\u3001\u52d5\u7684\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u30c7\u30d0\u30c3\u30b0\u3092\u7c21\u7d20\u5316\u3059\u308b\u3002<\/p>\n<ul>\n<li><strong>\u30c7\u30d0\u30c3\u30b0\uff1a<\/strong> \u4e0a\u7d1a\u8005\u5411\u3051\u3067\u3001\u5305\u62ec\u7684\u306a\u30c4\u30fc\u30eb\u3092\u5099\u3048\u3066\u3044\u308b\u304c\u3001\u7fd2\u5f97\u306b\u306f\u6642\u9593\u304c\u304b\u304b\u308b\u3002<\/li>\n<li><strong>\u67d4\u8edf\u6027\uff1a<\/strong> \u30cf\u30a4\u30ec\u30d9\u30eb\u3068\u30ed\u30fc\u30ec\u30d9\u30eb\u306e\u4e21\u65b9\u306eAPI\u3092\u6301\u3064\u3002<\/li>\n<\/ul>\n<p>TensorFlow\u306e\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u306f\u3001\u88fd\u9020\u696d\u306b\u304a\u3051\u308b\u4e88\u77e5\u4fdd\u5168\u306e\u305f\u3081\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6700\u9069\u5316\u306a\u3069\u3001\u8907\u96d1\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3002<\/p>\n<p><strong>PyTorch\uff1a\u512a\u308c\u305f\u30c7\u30d0\u30c3\u30b0<\/strong><\/p>\n<p>PyTorch\u306e\u52d5\u7684\u30b0\u30e9\u30d5\u3068\u547d\u4ee4\u5f62\u30b9\u30bf\u30a4\u30eb\u306f\u3001\u958b\u767a\u8005\u304c\u6a19\u6e96\u7684\u306a <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%96%e3%83%ad%e3%82%b0\/%e3%83%91%e3%82%a4%e3%82%bd%e3%83%b3%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e5%8f%af%e8%a6%96%e5%8c%96%e3%83%a9%e3%82%a4%e3%83%96%e3%83%a9%e3%83%aa-%e3%83%99%e3%82%b9%e3%83%8810\/\">Python\u30c4\u30fc\u30eb<\/a> PDB\u3084PyCharm\u306e\u3088\u3046\u306b\u3002\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u306f\u660e\u78ba\u304b\u3064\u8a73\u7d30\u3067\u3001\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u8fc5\u901f\u5316\u3057\u307e\u3059\u3002PyTorch\u306e\u67d4\u8edf\u6027\u306f\u3001\u5b9f\u9a13\u30e2\u30c7\u30eb\u306b\u7406\u60f3\u7684\u306a\u30ab\u30b9\u30bf\u30e0\u30ec\u30a4\u30e4\u30fc\u3084\u64cd\u4f5c\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30c7\u30d0\u30c3\u30b0\uff1a<\/strong> Pythonic\u306a\u30c4\u30fc\u30eb\u3068\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u5b9f\u884c\u529b\u304c\u7d20\u6674\u3089\u3057\u3044\u3002<\/li>\n<li><strong>\u67d4\u8edf\u6027\uff1a<\/strong> \u30ab\u30b9\u30bf\u30e0\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u6700\u9069\u3002<\/li>\n<\/ul>\n<p>\u30d3\u30b8\u30cd\u30b9\u3067\u306f\u3001PyTorch\u306e\u30c7\u30d0\u30c3\u30b0\u80fd\u529b\u3092\u3001\u4e0d\u6b63\u691c\u51fa\u3084\u81ea\u5f8b\u30b7\u30b9\u30c6\u30e0\u306e\u65b0\u3057\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u958b\u767a\u306a\u3069\u3001\u7814\u7a76\u96c6\u7d04\u7684\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u6d3b\u7528\u3067\u304d\u308b\u3002<\/p>\n<h2><strong>5.\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0<\/strong><\/h2>\n<p><strong>Keras\uff1a\u5f37\u529b\u3060\u304c\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306b\u4f9d\u5b58<\/strong><\/p>\n<p>Keras\u306fTensorFlow\u306e\u81a8\u5927\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u304b\u3089\u6069\u6075\u3092\u53d7\u3051\u3066\u304a\u308a\u3001\u5e83\u7bc4\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3001\u30d5\u30a9\u30fc\u30e9\u30e0\u304c\u3042\u308b\u3002Keras\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3001\u4e8b\u524d\u306b\u8a13\u7df4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3084\u3001TensorFlow Hub\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3068\u306e\u7d71\u5408\u304c\u542b\u307e\u308c\u308b\u3002\u3057\u304b\u3057\u3001TensorFlow\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5358\u72ec\u3067\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u5b58\u5728\u306b\u306f\u9650\u754c\u304c\u3042\u308b\u3002<\/p>\n<ul>\n<li><strong>\u30b3\u30df\u30e5\u30cb\u30c6\u30a3<\/strong> TensorFlow\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3092\u4ecb\u3057\u305f\u5927\u898f\u6a21\u306a\u3002<\/li>\n<li><strong>\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\uff1a<\/strong> TensorFlow\u306e\u30c4\u30fc\u30eb\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u30ea\u30c3\u30c1\u3055\u3002<\/li>\n<\/ul>\n<p>Keras\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u8fc5\u901f\u306a\u5b66\u7fd2\u3068\u30ea\u30bd\u30fc\u30b9\u3078\u306e\u30a2\u30af\u30bb\u30b9\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u30c1\u30fc\u30e0\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u69cb\u7bc9\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u8abf\u9054\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n<p><strong>TensorFlow\uff1a\u696d\u754c\u3092\u30ea\u30fc\u30c9\u3059\u308b\u30b3\u30df\u30e5\u30cb\u30c6\u30a3<\/strong><\/p>\n<p>TensorFlow\u306f\u3001Google\u306e\u30ea\u30bd\u30fc\u30b9\u306b\u652f\u3048\u3089\u308c\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u6700\u5927\u7d1a\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3092\u8a87\u3063\u3066\u3044\u308b\u3002\u305d\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3001TensorFlow Hub\u3001TensorFlow Lite\u3001TensorFlow Serving\u3001TFX\u304c\u3042\u308a\u3001\u30e2\u30c7\u30eb\u958b\u767a\u304b\u3089\u30e2\u30d0\u30a4\u30eb\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3059\u3079\u3066\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002\u5b9a\u671f\u7684\u306a\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3068\u4f55\u5343\u4eba\u3082\u306e\u958b\u767a\u8005\u304b\u3089\u306e\u8ca2\u732e\u306b\u3088\u308a\u3001TensorFlow\u306f\u5e38\u306b\u6700\u5148\u7aef\u3067\u3042\u308a\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30b3\u30df\u30e5\u30cb\u30c6\u30a3<\/strong> \u5927\u898f\u6a21\u3067\u3001\u4e16\u754c\u7684\u306a\u666e\u53ca\u3068\u4f01\u696d\u306e\u30b5\u30dd\u30fc\u30c8\u304c\u3042\u308b\u3002<\/li>\n<li><strong>\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\uff1a<\/strong> \u7814\u7a76\u304b\u3089\u751f\u7523\u307e\u3067\u3092\u5305\u62ec\u3059\u308b\u3002<\/li>\n<\/ul>\n<p>TensorFlow\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u304b\u3089\u9867\u5ba2\u5411\u3051\u306e\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5c55\u958b\u307e\u3067\u3001\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306eAI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3002<\/p>\n<p><strong>PyTorch\uff1a\u6210\u9577\u3057\u3001\u7814\u7a76\u306b\u5c02\u5ff5<\/strong><\/p>\n<p>PyTorch\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u3001TensorFlow\u3088\u308a\u306f\u5c0f\u3055\u3044\u3082\u306e\u306e\u3001\u6d3b\u6c17\u304c\u3042\u308a\u3001\u7279\u306b\u30a2\u30ab\u30c7\u30df\u30a2\u3067\u6025\u901f\u306b\u6210\u9577\u3057\u3066\u3044\u308b\u3002PyTorch\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3001TorchVision\u3001TorchText\u3001PyTorch Lightning\u3068\u3044\u3063\u305f\u3001\u7814\u7a76\u3084\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u306b\u9069\u3057\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308b\u3002PyTorch\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6027\u8cea\u3068\u6d3b\u767a\u306aGitHub\u306e\u5b58\u5728\u306f\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3059\u308b\u3002<\/p>\n<ul>\n<li><strong>\u30b3\u30df\u30e5\u30cb\u30c6\u30a3<\/strong> \u7814\u7a76\u3068\u5b66\u554f\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u3002<\/li>\n<li><strong>\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\uff1a<\/strong> \u7814\u7a76\u7528\u30c4\u30fc\u30eb\u3084\u65b0\u8208\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u306e\u30b5\u30dd\u30fc\u30c8\u306a\u3069\u3001\u62e1\u5927\u4e2d\u3002<\/li>\n<\/ul>\n<p>\u4f01\u696d\u306fPyTorch\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306b\u53c2\u52a0\u3059\u308b\u3053\u3068\u3067\u3001\u6700\u5148\u7aef\u306e\u5171\u540c\u7814\u7a76\u3092\u884c\u3063\u305f\u308a\u30012026\u5e74\u306eAI\u30c8\u30ec\u30f3\u30c9\u3092\u5148\u53d6\u308a\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/p>\n<h2><strong>6.\u5c55\u958b\u3068\u751f\u7523\u6e96\u5099<\/strong><\/h2>\n<p><strong>Keras\uff1a\u9650\u5b9a\u7684\u306a\u30b9\u30bf\u30f3\u30c9\u30a2\u30ed\u30f3\u5c55\u958b<\/strong><\/p>\n<p>Keras\u306f\u3001TensorFlow Serving\u3084TensorFlow Lite\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u3066\u3001\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3092TensorFlow\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3002\u3053\u308c\u306b\u3088\u3063\u3066\u672c\u756a\u74b0\u5883\u3068\u306e\u4e92\u63db\u6027\u304c\u78ba\u4fdd\u3055\u308c\u308b\u4e00\u65b9\u3067\u3001Keras\u3060\u3051\u3067\u306f\u8907\u96d1\u306a\u30c7\u30d7\u30ed\u30a4\u306b\u5bfe\u3059\u308b\u5805\u7262\u6027\u306b\u6b20\u3051\u3001TensorFlow\u306e\u8ffd\u52a0\u8a2d\u5b9a\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/p>\n<ul>\n<li><strong>\u914d\u5099\uff1a<\/strong> TensorFlow\u306e\u30a4\u30f3\u30d5\u30e9\u306b\u4f9d\u5b58\u3059\u308b\u3002<\/li>\n<li><strong>\u751f\u7523\u6e96\u5099\uff1a<\/strong> \u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306b\u6700\u9069\u3002<\/li>\n<\/ul>\n<p><b>\u30d3\u30b8\u30cd\u30b9&nbsp;<\/b>\u306f\u3001\u672c\u756a\u7528\u306eTensorFlow\u306b\u79fb\u884c\u3059\u308b\u524d\u306b\u3001\u521d\u671f\u306e\u30e2\u30c7\u30eb\u958b\u767a\u306bKeras\u3092\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<p><strong>TensorFlow\uff1a\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30fb\u30d1\u30ef\u30fc\u30cf\u30a6\u30b9<\/strong><\/p>\n<p>TensorFlow\u306f\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30b5\u30fc\u30d3\u30f3\u30b0\u306e\u305f\u3081\u306eTensorFlow Serving\u3001\u30e2\u30d0\u30a4\u30eb\u3084\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u306e\u305f\u3081\u306eTensorFlow Lite\u3001\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306eML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u305f\u3081\u306eTFX\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3067\u3001\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306e\u305f\u3081\u306e\u30b4\u30fc\u30eb\u30c9\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u3067\u3059\u3002\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30b5\u30dd\u30fc\u30c8\u3068TPU\u3068\u306e\u4e92\u63db\u6027\u306b\u3088\u308a\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b0\u30ec\u30fc\u30c9\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n<ul>\n<li><strong>\u914d\u5099\uff1a<\/strong> \u3042\u3089\u3086\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u5bfe\u5fdc\u3059\u308b\u8c4a\u5bcc\u306a\u30c4\u30fc\u30eb\u3092\u5099\u3048\u3001\u5805\u7262\u3002<\/li>\n<li><strong>\u751f\u7523\u6e96\u5099\uff1a<\/strong> \u5927\u898f\u6a21\u30b7\u30b9\u30c6\u30e0\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u512a\u308c\u305f\u3082\u306e\u3002<\/li>\n<\/ul>\n<p>TensorFlow\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u3084IoT\u30d9\u30fc\u30b9\u306e\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u306a\u3069\u3001AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u306b\u5c0e\u5165\u3059\u308b\u969b\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n<p><strong>\u30d1\u30a4\u30c8\u30fc\u30c1\u751f\u7523\u80fd\u529b\u306e\u5411\u4e0a<\/strong><\/p>\n<p>PyTorch\u306f\u6b74\u53f2\u7684\u306b\u672c\u756a\u74b0\u5883\u3078\u306e\u5bfe\u5fdc\u3067\u9045\u308c\u3092\u3068\u3063\u3066\u304d\u305f\u304c\u3001TorchServe\u3084PyTorch Mobile\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3067\u5927\u304d\u304f\u524d\u9032\u3057\u305f\u3002\u305d\u306e\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u30b0\u30e9\u30d5\u306f\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u3092\u7c21\u7d20\u5316\u3059\u308b\u304c\u3001TensorFlow\u3068\u6bd4\u8f03\u3057\u3066\u672c\u756a\u6700\u9069\u5316\u306b\u306f\u3055\u3089\u306a\u308b\u52aa\u529b\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002<\/p>\n<ul>\n<li><strong>\u914d\u5099\uff1a<\/strong> TensorFlow\u3088\u308a\u6210\u719f\u3057\u3066\u3044\u306a\u3044\u304c\u3001\u30b5\u30dd\u30fc\u30c8\u306f\u62e1\u5927\u4e2d\u3002<\/li>\n<li><strong>\u751f\u7523\u6e96\u5099\uff1a<\/strong> 2026\u5e74\u306b\u306f\u6539\u5584\u3055\u308c\u308b\u3060\u308d\u3046\u3002.<\/li>\n<\/ul>\n<p>PyTorch\u306f\u3001TorchServe\u306e\u3088\u3046\u306a\u65b0\u3057\u3044\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u751f\u7523\u7528\u306b\u6700\u9069\u5316\u3059\u308b\u8a08\u753b\u3082\u3042\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u3067\u306f\u7814\u7a76\u7684\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<h2><strong>7.\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3068\u7523\u696d\u3078\u306e\u5fdc\u7528<\/strong><\/h2>\n<p><strong>Keras\uff1a\u30e9\u30d4\u30c3\u30c9\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u3068\u5c0f\u898f\u6a21\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/strong><\/p>\n<p>Keras\u306f\u3001\u8fc5\u901f\u306a\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u3001\u6559\u80b2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3001\u5c0f\u898f\u6a21\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002\u305d\u306e\u30b7\u30f3\u30d7\u30eb\u3055\u306f\u3001\u753b\u50cf\u5206\u985e\u3001\u611f\u60c5\u5206\u6790\u3001\u307e\u305f\u306f\u57fa\u672c\u7684\u306aNLP\u30e2\u30c7\u30eb\u306e\u3088\u3046\u306a\u30bf\u30b9\u30af\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u6559\u80b2\u3001\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u306e\u696d\u754c\u306f\u3001Keras\u306e\u30b9\u30d4\u30fc\u30c9\u3068\u4f7f\u3044\u3084\u3059\u3055\u306e\u6069\u6075\u3092\u53d7\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u4f8b\u3092\u6319\u3052\u3088\u3046\uff1a<\/strong>\n<ul>\n<li>\u5c0f\u58f2\u696d\u306e\u9867\u5ba2\u306e\u305f\u3081\u306e\u9867\u5ba2\u96e2\u53cd\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3002<\/li>\n<li>\u4e2d\u5c0f\u4f01\u696d\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u305f\u3081\u306e\u30b7\u30f3\u30d7\u30eb\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u958b\u767a\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u30d3\u30b8\u30cd\u30b9\u3067\u306f\u3001Keras\u3092\u4f7f\u7528\u3057\u3066\u3001AI\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306b\u8fc5\u901f\u304b\u3064\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>TensorFlow: \u4f01\u696d\u3068\u751f\u7523\u30b7\u30b9\u30c6\u30e0<\/strong><\/p>\n<p>TensorFlow\u306f\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u91d1\u878d\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30af\u30b9\u306a\u3069\u306e\u696d\u754c\u306b\u308f\u305f\u308b\u5927\u898f\u6a21\u3067\u751f\u7523\u53ef\u80fd\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306f\u3001\u7269\u4f53\u691c\u51fa\u3001\u97f3\u58f0\u8a8d\u8b58\u3001\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u306e\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u4f8b\u3092\u6319\u3052\u3088\u3046\uff1a<\/strong>\n<ul>\n<li>\u9280\u884c\u306b\u4e0d\u6b63\u691c\u77e5\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3002<\/li>\n<li>\u30b0\u30ed\u30fc\u30d0\u30eb\u306ae\u30b3\u30de\u30fc\u30b9\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u7ffb\u8a33\u3092\u652f\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>TensorFlow\u306f\u3001\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u4f01\u696d\u9867\u5ba2\u306b\u3001\u5805\u7262\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u306e\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n<p><strong>PyTorch\u7814\u7a76\u3068\u9769\u65b0<\/strong><\/p>\n<p>PyTorch\u306f\u3001\u7279\u306b\u30a2\u30ab\u30c7\u30df\u30a2\u3084\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u3001NLP\u3001\u5f37\u5316\u5b66\u7fd2\u306a\u3069\u306e\u6700\u5148\u7aef\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u3001\u7814\u7a76\u3068\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u652f\u914d\u3057\u3066\u3044\u308b\u3002\u305d\u306e\u67d4\u8edf\u6027\u306f\u3001\u65b0\u3057\u3044\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u5b9f\u9a13\u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u4f8b\u3092\u6319\u3052\u3088\u3046\uff1a\n<ul>\n<li>\u304c\u3093\u691c\u51fa\u306e\u305f\u3081\u306e\u65b0\u3057\u3044\u533b\u7528\u753b\u50cf\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3002<\/li>\n<li>\u591a\u8a00\u8a9e\u611f\u60c5\u5206\u6790\u306e\u305f\u3081\u306e\u9ad8\u5ea6\u306aNLP\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u4f01\u696d\u306f\u7814\u7a76\u958b\u767a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306bPyTorch\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u9769\u65b0\u7684\u306aAI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u30ea\u30fc\u30c0\u30fc\u3068\u3057\u3066\u306e\u5730\u4f4d\u3092\u78ba\u7acb\u3067\u304d\u308b\u3002<\/p>\n<h2><strong>8.2026\u5e74\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30fb\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/strong><\/h2>\n<p>\u6700\u8fd1\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\uff08MNIST\u3001CIFAR-10\u3001CIFAR-100\u306a\u3069\uff09\u3067\u306f\u3001\u5fae\u5999\u306a\u6027\u80fd\u306e\u9055\u3044\u304c\u898b\u3089\u308c\u308b\uff1a<\/p>\n<ul>\n<li><strong>\u30b1\u30e9\u30b9<\/strong> CIFAR-100\u3067\uff5e54%\u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3001\u9ad8\u6c34\u6e96\u306e\u62bd\u8c61\u5316\u306b\u3088\u308a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002<\/li>\n<li><strong>TensorFlow\uff1a<\/strong> CIFAR-10\u3067\u30d4\u30fc\u30af\u7cbe\u5ea6\uff5e63%\u3092\u9054\u6210\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084TPU\u3067\u306f\u3088\u308a\u9ad8\u901f\u3002<\/li>\n<li><strong>PyTorch\uff1a<\/strong> CIFAR-100\u3067\uff5e51.4%\u3092\u9054\u6210\u3057\u3001\u6700\u9069\u5316\u5f8c\u306b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u305f\u3002<\/li>\n<\/ul>\n<p>TensorFlow\u306f\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u5411\u3051\u306b\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u3001PyTorch\u306e\u67d4\u8edf\u6027\u306f\u7814\u7a76\u306b\u5f79\u7acb\u3064\u3002Keras\u306f\u3001\u5c0f\u898f\u6a21\u3067\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u305d\u308c\u307b\u3069\u91cd\u8981\u3067\u306a\u3044\u30bf\u30b9\u30af\u306b\u9069\u3057\u3066\u3044\u308b\u3002<\/p>\n<h2><strong>9.\u9069\u5207\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9078\u629e&nbsp;<\/strong><\/h2>\n<p>\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9078\u629e\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u76ee\u6a19\u3001\u30c1\u30fc\u30e0\u306e\u5c02\u9580\u77e5\u8b58\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u8981\u4ef6\u306b\u4f9d\u5b58\u3059\u308b\uff1a<\/p>\n<ul>\n<li><strong>Keras\u3092\u9078\u3076<\/strong> \u306e\u305f\u3081\u3060\uff1a\n<ul>\n<li>\u30e9\u30d4\u30c3\u30c9\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u3068\u6982\u5ff5\u5b9f\u8a3c\u30e2\u30c7\u30eb\u3002<\/li>\n<li>\u5c0f\u898f\u6a21\u304b\u3089\u4e2d\u898f\u6a21\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u307e\u305f\u306f\u30b7\u30f3\u30d7\u30eb\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3002<\/li>\n<li>\u82e5\u624b\u958b\u767a\u8005\u3084AI\u521d\u5fc3\u8005\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>TensorFlow\u3092\u9078\u3076<\/strong> \u306e\u305f\u3081\u3060\uff1a\n<ul>\n<li>\u5927\u898f\u6a21\u3067\u751f\u7523\u53ef\u80fd\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3002<\/li>\n<li>\u30e2\u30d0\u30a4\u30eb\u3084\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3092\u542b\u3080\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u5c55\u958b\u3002<\/li>\n<li>\u62e1\u5f35\u6027\u3068\u5805\u7262\u6027\u3092\u5fc5\u8981\u3068\u3059\u308b\u4f01\u696d\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>PyTorch\u3092\u9078\u3076<\/strong> \u306e\u305f\u3081\u3060\uff1a\n<ul>\n<li>\u65ac\u65b0\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u7814\u7a76\u4e3b\u5c0e\u578b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3002<\/li>\n<li>Python\u306e\u30b9\u30ad\u30eb\u304c\u9ad8\u304f\u3001\u5b9f\u9a13\u306b\u91cd\u70b9\u3092\u7f6e\u304f\u30c1\u30fc\u30e0\u3002<\/li>\n<li>NLP\u3084\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306a\u3069\u3001\u52d5\u7684\u306a\u30e2\u30c7\u30eb\u8abf\u6574\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u30d3\u30b8\u30cd\u30b9\u3067\u306f\u3001\u6700\u521d\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u306b\u306fKeras\u3092\u3001\u30ea\u30b5\u30fc\u30c1\u306b\u306fPyTorch\u3092\u3001\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u306b\u306fTensorFlow\u3092\u4f7f\u7528\u3059\u308b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30fb\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u9593\u3067\u306e\u67d4\u8edf\u6027\u3068\u52b9\u7387\u6027\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<h2><strong>\u7d50\u8ad6<\/strong><\/h2>\n<p>2026\u5e74\u3060\u3001, <strong>Keras\u3001TensorFlow<\/strong>\u3001 \u305d\u3057\u3066 <strong>\u30d1\u30a4\u30c8\u30fc\u30c1<\/strong> \u306f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5206\u91ce\u3067\u306f\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3067\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u304c\u7570\u306a\u308b\u5206\u91ce\u306b\u79c0\u3067\u3066\u3044\u308b\u3002 <strong>\u30b1\u30e9\u30b9<\/strong> \u306f\u3001\u30e9\u30d4\u30c3\u30c9\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u306e\u305f\u3081\u306e\u30b7\u30f3\u30d7\u30eb\u3055\u3068\u30b9\u30d4\u30fc\u30c9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3001 <strong>\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc<\/strong> \u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u672c\u756a\u914d\u5099\u3067\u512a\u4f4d\u306b\u7acb\u3064\u3002 <strong>\u30d1\u30a4\u30c8\u30fc\u30c1<\/strong> \u306f\u3001\u67d4\u8edf\u6027\u3068\u7814\u7a76\u9769\u65b0\u3067\u30ea\u30fc\u30c9\u3057\u3066\u3044\u308b\u3002\u306b\u3064\u3044\u3066 <strong>\u30ab\u30fc\u30de\u30c6\u30c3\u30af<\/strong>\u3053\u308c\u3089\u306e\u9055\u3044\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u30aa\u30fc\u30c0\u30fc\u30e1\u30fc\u30c9\u304c\u53ef\u80fd\u306b\u306a\u308b\u3002 <a href=\"https:\/\/www.carmatec.com\/ja\/%e4%ba%ba%e5%b7%a5%e7%9f%a5%e8%83%bd%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/a> \u306f\u3001\u65b0\u8208\u4f01\u696d\u304b\u3089\u30b0\u30ed\u30fc\u30d0\u30eb\u4f01\u696d\u306b\u81f3\u308b\u307e\u3067\u3001\u591a\u69d8\u306a\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u5f37\u307f\u3092\u6d3b\u304b\u3057\u3001\u9769\u65b0\u7684\u306aIT\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u4fe1\u983c\u3067\u304d\u308b\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3057\u3066\u3001\u4f01\u696d\u304cAI\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u652f\u63f4\u3057\u3001\u30c7\u30b8\u30bf\u30eb\u5316\u304c\u9032\u3080\u4e16\u754c\u3067\u306e\u5909\u9769\u3068\u6210\u529f\u3092\u5f8c\u62bc\u3057\u3057\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>The rapid evolution of artificial intelligence (AI) and machine learning (ML) has positioned deep learning frameworks as critical tools for developers, researchers, and businesses. Among the most prominent frameworks in 2026 are Keras, TensorFlow, and PyTorch, each offering unique strengths for building and deploying neural networks. For companies like Carmatec, a leader in innovative IT [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":46364,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-46287","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts\/46287","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/comments?post=46287"}],"version-history":[{"count":0,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts\/46287\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/media\/46364"}],"wp:attachment":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/media?parent=46287"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/categories?post=46287"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/tags?post=46287"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}