{"id":10437,"date":"2025-06-26T17:26:32","date_gmt":"2025-06-26T09:26:32","guid":{"rendered":"https:\/\/ai-stack.ai\/what-is-mlops"},"modified":"2025-06-26T17:56:33","modified_gmt":"2025-06-26T09:56:33","slug":"what-is-mlops","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/ja\/what-is-mlops","title":{"rendered":"MLOps\u3068\u306f\u4f55\u304b\uff1f\u73fe\u4ee3\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u6b20\u304b\u305b\u306a\u3044\u8981\u7d20\uff01"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">MLOps\u306e\u5b9a\u7fa9\u3068\u91cd\u8981\u6027<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">MLOps\u3068\u306f\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MLOps\uff08Machine Learning 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\u81ea\u52d5\u5316\u306fMLOps\u306e\u4e2d\u6838\u3067\u3059\u3002\u30c7\u30fc\u30bf\u6e96\u5099\u304b\u3089\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30fb\u8a55\u4fa1\u30fb\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u306e\u5168\u5de5\u7a0b\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u4eba\u70ba\u7684\u30df\u30b9\u3092\u6e1b\u3089\u3057\u3001\u4f5c\u696d\u52b9\u7387\u3068\u30d7\u30ed\u30bb\u30b9\u306e\u4e00\u8cab\u6027\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7d99\u7d9a\u7684\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\uff0f\u30c7\u30ea\u30d0\u30ea\u30fc\uff08CI\/CD\uff09\uff1a<\/strong>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3067\u4f7f\u308f\u308c\u308bCI\/CD\u306e\u8003\u3048\u65b9\u3092\u5fdc\u7528\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u5411\u3051\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u7d99\u7d9a\u7684\u306a\u7d71\u5408\u30fb\u30c7\u30d7\u30ed\u30a4\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u81ea\u52d5\u30c6\u30b9\u30c8\u3001\u30e2\u30c7\u30eb\u306e\u691c\u8a3c\u3001\u6027\u80fd\u8a55\u4fa1\u3001\u6bb5\u968e\u7684\u30c7\u30d7\u30ed\u30a4\u306a\u3069\u304c\u542b\u307e\u308c\u3001\u5b89\u5168\u304b\u3064\u5b89\u5b9a\u7684\u306b\u672c\u756a\u74b0\u5883\u3078\u53cd\u6620\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u76e3\u8996\u3068\u53ef\u89b3\u6e2c\u6027\uff1a<\/strong> \u672c\u756a\u74b0\u5883\u3067\u7a3c\u50cd\u3059\u308b\u30e2\u30c7\u30eb\u306e\u7d99\u7d9a\u7684\u306a\u76e3\u8996\u306f\u3001MLOps\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059\u3002\u5f93\u6765\u306e\u30b7\u30b9\u30c6\u30e0\u6027\u80fd\u76e3\u8996\u306b\u52a0\u3048\u3001\u4e88\u6e2c\u7cbe\u5ea6\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u3001\u7279\u5fb4\u91cf\u5206\u5e03\u306e\u5909\u5316\u306a\u3069\u3001\u30e2\u30c7\u30eb\u7279\u6709\u306e\u6307\u6a19\u3082\u89b3\u6e2c\u5bfe\u8c61\u306b\u542b\u307e\u308c\u307e\u3059\u3002\u7570\u5e38\u3092\u65e9\u671f\u306b\u691c\u77e5\u3057\u3001\u30e2\u30c7\u30eb\u52a3\u5316\u306b\u3088\u308b\u30d3\u30b8\u30cd\u30b9\u30ea\u30b9\u30af\u3092\u672a\u7136\u306b\u9632\u3050\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">MLOps\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u4e3b\u8981\u30c4\u30fc\u30eb<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/mlflow.org\/\" data-type=\"link\" data-id=\"https:\/\/mlflow.org\/\" target=\"_blank\" rel=\"noopener\">MLflow<\/a>\uff1a<\/strong> \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u7ba1\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002\u5b9f\u9a13\u306e\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3001\u30e2\u30c7\u30eb\u306e\u767b\u9332\u30fb\u7ba1\u7406\u30fb\u30c7\u30d7\u30ed\u30a4\u304c\u53ef\u80fd\u3002\u3055\u307e\u3056\u307e\u306aML\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u5bfe\u5fdc\u3057\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u30fb\u6307\u6a19\u30fb\u6210\u679c\u7269\u306e\u8a18\u9332\u3084\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3002<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.kubeflow.org\/\" target=\"_blank\" rel=\"noopener\">Kubeflow<\/a>\uff1a<\/strong> Kubernetes\u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u305f\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306aML\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u57fa\u76e4\u3002\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306b\u304a\u3051\u308b\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9\u30fb\u904b\u7528\u3092\u652f\u63f4\u3057\u3001\u5206\u6563\u5b66\u7fd2\u3084\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3082\u5bfe\u5fdc\u3002<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/dvc.org\/\" data-type=\"link\" data-id=\"https:\/\/dvc.org\/\" target=\"_blank\" rel=\"noopener\">DVC\uff08Data Version Control\uff09<\/a>\uff1a<\/strong> \u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306b\u7279\u5316\u3057\u305f\u30c4\u30fc\u30eb\u3002\u5927\u5bb9\u91cf\u30c7\u30fc\u30bf\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3092Git\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u9023\u643a\u3057\u3001\u30b3\u30fc\u30c9\u30fb\u30c7\u30fc\u30bf\u30fb\u30e2\u30c7\u30eb\u3092\u4e00\u4f53\u3067\u7ba1\u7406\u53ef\u80fd\u306b\u3002<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/airflow.apache.org\/\" target=\"_blank\" rel=\"noopener\">Apache Airflow<\/a>\uff1a<\/strong>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb\u3002\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3084\u30e2\u30c7\u30eb\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9\u306b\u5229\u7528\u3055\u308c\u3001\u67d4\u8edf\u306a\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3068\u76e3\u8996\u6a5f\u80fd\u3092\u63d0\u4f9b\u3002<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/wandb.ai\/site\/\" target=\"_blank\" rel=\"noopener\">Weights &amp; Biases\uff08wandb\uff09<\/a>\uff1a<\/strong> \u5b9f\u9a13\u7ba1\u7406\u3068\u30c1\u30fc\u30e0\u5354\u696d\u306b\u7279\u5316\u3057\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u53ef\u8996\u5316\u3084\u6307\u6a19\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u5171\u6709\u6a5f\u80fd\u304c\u5145\u5b9f\u3057\u3066\u304a\u308a\u3001\u7814\u7a76\u958b\u767a\u578b\u306e\u30c1\u30fc\u30e0\u306b\u6700\u9069\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">INFINITIX\u306eAI-Stack\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u63d0\u4f9b\u3059\u308bMLOps\u30b5\u30fc\u30d3\u30b9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/ai-stack.ai\" data-type=\"link\" data-id=\"ai-stack.ai\">AI-Stack<\/a>\u306f\u3001\u4f01\u696d\u306eAI\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u7814\u7a76\u8005\u304c\u30b9\u30e0\u30fc\u30ba\u304b\u3064\u52b9\u7387\u7684\u306bAI\u958b\u767a\u3092\u884c\u3048\u308b\u3088\u3046\u3001\u3055\u307e\u3056\u307e\u306aMLOps\u6a5f\u80fd\u3082\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u4e3b\u306a\u30b5\u30fc\u30d3\u30b9\u306e\u4e00\u3064\u304c\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">MLS(Machine Learning Service)&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI-Stack\u306eMLS\u6a5f\u80fd\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u5411\u3051\u306b\u9ad8\u901f\u304b\u3064\u67d4\u8edf\u306a\u6a5f\u68b0\u5b66\u7fd2\u958b\u767a\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30b3\u30f3\u30c6\u30ca\u5316\u3055\u308c\u305f\u958b\u767a\u74b0\u5883\u3092\u8fc5\u901f\u306b\u7acb\u3061\u4e0a\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u4eba\u6c17\u306e\u3042\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u3066ML\u958b\u767a\u3092\u7c21\u7d20\u5316\u30fb\u9ad8\u901f\u5316\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u6642\u306b\u306f\u3001\u30b9\u30da\u30c3\u30af\u3084\u5171\u6709\u30e1\u30e2\u30ea\u306a\u3069\u3092\u8a2d\u5b9a\u3057\u3001POD\u3078\u30b3\u30f3\u30c6\u30ca\u3092\u5c55\u958b\u3002\u305d\u306e\u5f8c\u3001\u30b5\u30fc\u30d3\u30b9\u3092\u901a\u3058\u3066\u7ba1\u7406\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u308b\u64cd\u4f5c\u74b0\u5883\u306b\u306f\u3001SSH\u3001Jupyter\u3001JupyterLab\u3001Web Terminal\u3001Code Server\u306a\u3069\u304c\u3042\u308a\u3001\u30a4\u30d9\u30f3\u30c8\u30ed\u30b0\u3084\u76e3\u8996\u6a5f\u80fd\u3082\u5099\u3048\u3066\u304a\u308a\u3001\u958b\u767a\u72b6\u6cc1\u306e\u53ef\u8996\u5316\u3068\u5b89\u5b9a\u904b\u7528\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">MLS\u306e\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>1\u5206\u3067\u74b0\u5883\u69cb\u7bc9<\/strong>\uff1a\u76f4\u611f\u7684\u3067\u4f7f\u3044\u3084\u3059\u3044GUI\u306b\u3088\u308a\u3001\u6570\u30af\u30ea\u30c3\u30af\u30671\u5206\u4ee5\u5185\u306b\u958b\u767a\u74b0\u5883\u3092\u69cb\u7bc9\u53ef\u80fd\u3002\u74b0\u5883\u6e96\u5099\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u306e\u7d71\u5408<\/strong>\uff1a\u8c4a\u5bcc\u3067\u5b9f\u7e3e\u3042\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u304c\u7d71\u5408\u3055\u308c\u3066\u304a\u308a\u3001\u958b\u767a\u8005\u306f\u3059\u3050\u306b\u4f7f\u3044\u6163\u308c\u305f\u74b0\u5883\u3067\u4f5c\u696d\u3092\u958b\u59cb\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u958b\u767a\u52b9\u7387\u306e\u52a0\u901f<\/strong>\uff1a\u6700\u9069\u5316\u3055\u308c\u305f\u74b0\u5883\u3068\u30c4\u30fc\u30eb\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u958b\u767a\u30fb\u5b9f\u9a13\u306e\u30b5\u30a4\u30af\u30eb\u3092\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7\u3057\u3001\u5168\u4f53\u306e\u751f\u7523\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeadI7m9mUpEMNw1ScswvtXbCUR7qdY96C2I9JTKTVaJ7L_jDv_1PfwHefTPeapVFY_XDBK8R7HQyJObkFPqIdoBZ9L7IDcqkS3CVyekj94F7t5eUoquSIB8I_dcN88vbUnsgvQ?key=ejk7dTt9zgiTILWPlfbHlw\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">RCS(Rapid Container Service)\uff1a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI-Stack\u306eRCS\u6a5f\u80fd\u306f\u3001AI\u63a8\u8ad6\u3084AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30b5\u30fc\u30d3\u30b9\u63d0\u4f9b\u306b\u7279\u5316\u3057\u305f\u30b3\u30f3\u30c6\u30ca\u7ba1\u7406\u6a5f\u80fd\u3067\u3059\u3002\u4f01\u696d\u304cAI\u30b5\u30fc\u30d3\u30b9\u3092\u8fc5\u901f\u306b\u30c7\u30d7\u30ed\u30a4\u30fb\u7ba1\u7406\u30fb\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3067\u304d\u308b\u3088\u3046\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30b9\u30da\u30c3\u30af\u8a2d\u5b9a\u3001ConfigMap\u3001Persistent Volume\u3001\u5171\u6709\u30e1\u30e2\u30ea\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30dd\u30ea\u30b7\u30fc\u306a\u3069\u3092\u8a2d\u5b9a\u3057\u3001\u30b3\u30f3\u30c6\u30ca\u3092POD\u306b\u30c7\u30d7\u30ed\u30a4\u3002\u30b5\u30fc\u30d3\u30b9\u3084Ingress\u7d4c\u7531\u3067\u4e00\u62ec\u7ba1\u7406\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RCS\u306f\u3055\u3089\u306b\u4ee5\u4e0b\u306e\u904b\u7528\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\uff1a\u30ed\u30fc\u30ea\u30f3\u30b0\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\uff0f\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3001\u30c8\u30dd\u30ed\u30b8\u7ba1\u7406\u3001\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u30a4\u30d9\u30f3\u30c8\u30ed\u30b0\u3001\u76e3\u8996\u6a5f\u80fd<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RCS\u306e\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8fc5\u901f\u306a\u30c7\u30d7\u30ed\u30a4<\/strong>\uff1a\u30b7\u30f3\u30d7\u30eb\u306a\u8a2d\u5b9a\u3060\u3051\u3067AI\u30a2\u30d7\u30ea\u3092\u3059\u3050\u306b\u672c\u756a\u6295\u5165\u53ef\u80fd\u3002\u9762\u5012\u306a\u624b\u52d5\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306f\u4e0d\u8981\u3002<\/li>\n\n\n\n<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996<\/strong>\uff1a\u30b5\u30fc\u30d3\u30b9\u306e\u7a3c\u50cd\u72b6\u6cc1\u3092\u5e38\u6642\u53ef\u8996\u5316\u3002<\/li>\n\n\n\n<li><strong>\u67d4\u8edf\u306a\u62e1\u5f35\u6027<\/strong>\uff1a\u9700\u8981\u306b\u5fdc\u3058\u3066AI\u30b5\u30fc\u30d3\u30b9\u306e\u898f\u6a21\u3092\u67d4\u8edf\u306b\u62e1\u5f35\u53ef\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u52b9\u7387\u7684\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406 <\/strong>\uff1aAI\u30b5\u30fc\u30d3\u30b9\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3084\u4fdd\u5b88\u3092\u7c21\u7d20\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd_HXiOGhNAwXgs6BmwojX1U7uvj6BBYmjNZn-9suQe7B5NqOfGD07akHz5Cn6lfb0bpkK7U4eHoOzinIgFVCQHT8-YcOArVboq25TZjANmyx33uzWLuHgabygj8k-Dg0jsZpBwhQ?key=ejk7dTt9zgiTILWPlfbHlw\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">MLOps\u304c\u7d44\u7e54\u3068\u7523\u696d\u306b\u3082\u305f\u3089\u3059\u5f71\u97ff<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MLOps\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u958b\u767a\u624b\u6cd5\u3060\u3051\u3067\u306a\u304f\u3001\u7d44\u7e54\u306e\u904b\u55b6\u30b9\u30bf\u30a4\u30eb\u305d\u306e\u3082\u306e\u3092\u5909\u9769\u3057\u307e\u3059\u3002\u4f01\u696d\u306fMLOps\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u4fca\u654f\u306aAI\u958b\u767a\u4f53\u5236\u3092\u69cb\u7bc9\u3057\u3001\u5e02\u5834\u306e\u5909\u5316\u3084\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u7d20\u65e9\u304f\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u90e8\u9580\u3092\u8d85\u3048\u305f\u5354\u696d\u3092\u4fc3\u9032\u3057\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u5fd7\u5411\u306e\u7d44\u7e54\u69cb\u9020\u3078\u3068\u9032\u5316\u3055\u305b\u308b\u52b9\u679c\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7523\u696d\u5168\u4f53\u306b\u76ee\u3092\u5411\u3051\u308b\u3068\u3001MLOps\u306fAI\u306e\u7523\u696d\u5316\u3092\u52a0\u901f\u3059\u308b\u91cd\u8981\u306a\u30c9\u30e9\u30a4\u30d0\u30fc\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3066\u3044\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u5c0e\u5165\u306e\u30cf\u30fc\u30c9\u30eb\u3092\u4e0b\u3052\u3001\u3088\u308a\u591a\u304f\u306e\u4f01\u696d\u304cAI\u6280\u8853\u306e\u6069\u6075\u3092\u53d7\u3051\u3089\u308c\u308b\u74b0\u5883\u3092\u5b9f\u73fe\u3002\u3055\u3089\u306b\u3001MLOps\u306e\u666e\u53ca\u306f\u3001\u95a2\u9023\u30c4\u30fc\u30eb\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3092\u6210\u9577\u3055\u305b\u3001\u65b0\u305f\u306a\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u3084\u5e02\u5834\u6a5f\u4f1a\u3092\u751f\u307f\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>MLOps\uff08Machine Learning 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