{"id":22570,"date":"2025-11-06T19:49:57","date_gmt":"2025-11-06T19:49:57","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=22570"},"modified":"2025-11-06T19:49:57","modified_gmt":"2025-11-06T19:49:57","slug":"azure-ml-%e3%83%91%e3%82%a4%e3%83%97%e3%83%a9%e3%82%a4%e3%83%b3%e3%81%ae%e5%ae%9f%e8%a1%8c%e3%82%b9%e3%83%86%e3%83%bc%e3%82%bf%e3%82%b9%e3%82%92%e5%8f%96%e5%be%97%e3%81%97%e3%81%a6%e3%81%bf%e3%81%9f","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/22570\/","title":{"rendered":"Azure ML \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5b9f\u884c\u30b9\u30c6\u30fc\u30bf\u30b9\u3092\u53d6\u5f97\u3057\u3066\u307f\u305f"},"content":{"rendered":"\n<\/p>\n<div>\n<h2 id=\"%E3%82%84%E3%82%8A%E3%81%9F%E3%81%84%E3%81%93%E3%81%A8\" data-line=\"0\" class=\"code-line\">\n \u3084\u308a\u305f\u3044\u3053\u3068<\/h2>\n<p data-line=\"2\" class=\"code-line\">ML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u516c\u958b\u3057\u3066\u5916\u90e8\u304b\u3089\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u52d5\u304b\u3059\u3068\u304d\u306b\u3001\u5b9f\u884c\u30b9\u30c6\u30fc\u30bf\u30b9\u3092\u78ba\u8a8d\u3057\u305f\u3044\u3002<\/p>\n<p data-line=\"4\" class=\"code-line\">\u5177\u4f53\u7684\u306b\u306f\u3001Azure ML Workspace \u3067\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u6700\u65b0\u306e\u30b8\u30e7\u30d6\u306e\u72b6\u614b\uff08\u5b9f\u884c\u4e2d\u3001\u5b8c\u4e86\u3001\u5931\u6557\u306a\u3069\uff09\u3092 API \u7d4c\u7531\u3067\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3044\u3002<\/p>\n<p data-line=\"6\" class=\"code-line\">\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u958b\u59cb\u3068\u30b8\u30e7\u30d6\u306e\u53d6\u308a\u6d88\u3057\u306f\u5225\u8a18\u4e8b\u306e\u4e88\u5b9a\u3002<\/p>\n<h2 id=\"%E5%89%8D%E6%8F%90%E6%9D%A1%E4%BB%B6\" data-line=\"8\" class=\"code-line\">\n \u524d\u63d0\u6761\u4ef6<\/h2>\n<ul data-line=\"10\" class=\"code-line\">\n<li data-line=\"10\" class=\"code-line\">Azure ML Workspace\u3001Pipeline \u304c\u4f5c\u6210\u6e08\u307f<\/li>\n<li data-line=\"11\" class=\"code-line\">Python \u74b0\u5883\uff08Flask \u3092\u4f7f\u7528\uff09<\/li>\n<li data-line=\"12\" class=\"code-line\">Azure CLI \u3067\u30ed\u30b0\u30a4\u30f3\u6e08\u307f<\/li>\n<\/ul>\n<h2 id=\"%E5%BF%85%E8%A6%81%E3%81%AA%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%81%AE%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\" data-line=\"14\" class=\"code-line\">\n \u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n<div class=\"code-block-container\">\n<pre class=\"language-bash\"><code class=\"language-bash code-line\" data-line=\"16\">uv <span class=\"token function\">add<\/span> azure-ai-ml azure-identity\n<\/code><\/pre>\n<\/div>\n<h2 id=\"%E7%92%B0%E5%A2%83%E5%A4%89%E6%95%B0%E3%81%AE%E8%A8%AD%E5%AE%9A\" data-line=\"20\" class=\"code-line\">\n \u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a<\/h2>\n<p data-line=\"22\" class=\"code-line\"><code>.env<\/code> \u30d5\u30a1\u30a4\u30eb\u306b Azure ML \u306e\u63a5\u7d9a\u60c5\u5831\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-bash\"><code class=\"language-bash code-line\" data-line=\"24\"><span class=\"token assign-left variable\">AZURE_SUBSCRIPTION_ID<\/span><span class=\"token operator\">=<\/span>your-subscription-id\n<span class=\"token assign-left variable\">AZURE_RESOURCE_GROUP<\/span><span class=\"token operator\">=<\/span>your-resource-group\n<span class=\"token assign-left variable\">AZURE_WORKSPACE_NAME<\/span><span class=\"token operator\">=<\/span>your-workspace-name\n<\/code><\/pre>\n<\/div>\n<h2 id=\"%E5%AE%9F%E8%A3%85%E6%96%B9%E6%B3%95\" data-line=\"30\" class=\"code-line\">\n \u5b9f\u88c5\u65b9\u6cd5<\/h2>\n<h3 id=\"1.-azure-ml-client-%E3%82%92%E5%8F%96%E5%BE%97%E3%81%99%E3%82%8B%E9%96%A2%E6%95%B0%E3%82%92%E4%BD%9C%E6%88%90\" data-line=\"32\" class=\"code-line\">\n 1. Azure ML Client \u3092\u53d6\u5f97\u3059\u308b\u95a2\u6570\u3092\u4f5c\u6210<\/h3>\n<p data-line=\"34\" class=\"code-line\">\u307e\u305a\u306f Azure ML \u306b\u63a5\u7d9a\u3059\u308b\u305f\u3081\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u53d6\u5f97\u3059\u308b\u95a2\u6570\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"36\"><span class=\"token keyword\">import<\/span> os\n<span class=\"token keyword\">from<\/span> azure<span class=\"token punctuation\">.<\/span>ai<span class=\"token punctuation\">.<\/span>ml <span class=\"token keyword\">import<\/span> MLClient\n<span class=\"token keyword\">from<\/span> azure<span class=\"token punctuation\">.<\/span>identity <span class=\"token keyword\">import<\/span> DefaultAzureCredential\n\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">get_ml_client<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> MLClient<span class=\"token punctuation\">:<\/span>\n    <span class=\"token triple-quoted-string string\">\"\"\"Azure ML Client\u3092\u53d6\u5f97\"\"\"<\/span>\n    subscription_id <span class=\"token operator\">=<\/span> os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"AZURE_SUBSCRIPTION_ID\"<\/span><span class=\"token punctuation\">)<\/span>\n    resource_group <span class=\"token operator\">=<\/span> os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"AZURE_RESOURCE_GROUP\"<\/span><span class=\"token punctuation\">)<\/span>\n    workspace_name <span class=\"token operator\">=<\/span> os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"AZURE_WORKSPACE_NAME\"<\/span><span class=\"token punctuation\">)<\/span>\n\n    credential <span class=\"token operator\">=<\/span> DefaultAzureCredential<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n    <span class=\"token keyword\">return<\/span> MLClient<span class=\"token punctuation\">(<\/span>\n        credential<span class=\"token operator\">=<\/span>credential<span class=\"token punctuation\">,<\/span>\n        subscription_id<span class=\"token operator\">=<\/span>subscription_id<span class=\"token punctuation\">,<\/span>\n        resource_group_name<span class=\"token operator\">=<\/span>resource_group<span class=\"token punctuation\">,<\/span>\n        workspace_name<span class=\"token operator\">=<\/span>workspace_name<span class=\"token punctuation\">,<\/span>\n    <span class=\"token punctuation\">)<\/span>\n<\/code><\/pre>\n<\/div>\n<p data-line=\"56\" class=\"code-line\"><code>DefaultAzureCredential()<\/code> \u306f\u3001\u30ed\u30fc\u30ab\u30eb\u958b\u767a\u6642\u306f Azure CLI \u306e\u8a8d\u8a3c\u60c5\u5831\u3092\u4f7f\u3044\u3001\u672c\u756a\u74b0\u5883\u3067\u306f\u30de\u30cd\u30fc\u30b8\u30c9ID\u3092\u81ea\u52d5\u7684\u306b\u4f7f\u7528\u3057\u3066\u304f\u308c\u308b\u4fbf\u5229\u306a\u8a8d\u8a3c\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<h3 id=\"2.-%E6%9C%80%E6%96%B0%E3%82%B8%E3%83%A7%E3%83%96%E3%82%92%E5%8F%96%E5%BE%97%E3%81%99%E3%82%8B%E9%96%A2%E6%95%B0%E3%82%92%E4%BD%9C%E6%88%90\" data-line=\"58\" class=\"code-line\">\n 2. \u6700\u65b0\u30b8\u30e7\u30d6\u3092\u53d6\u5f97\u3059\u308b\u95a2\u6570\u3092\u4f5c\u6210<\/h3>\n<p data-line=\"60\" class=\"code-line\">\u6b21\u306b\u3001\u6700\u65b0\u306e\u30b8\u30e7\u30d6\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u95a2\u6570\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"62\"><span class=\"token keyword\">def<\/span> <span class=\"token function\">get_latest_job<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token triple-quoted-string string\">\"\"\"\u6700\u65b0\u306e\u30b8\u30e7\u30d6\u60c5\u5831\u3092\u53d6\u5f97\"\"\"<\/span>\n    ml_client <span class=\"token operator\">=<\/span> get_ml_client<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n\n    \n    jobs <span class=\"token operator\">=<\/span> ml_client<span class=\"token punctuation\">.<\/span>jobs<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">(<\/span>max_results<span class=\"token operator\">=<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span>\n\n    latest_job <span class=\"token operator\">=<\/span> <span class=\"token boolean\">None<\/span>\n    <span class=\"token keyword\">for<\/span> job <span class=\"token keyword\">in<\/span> jobs<span class=\"token punctuation\">:<\/span>\n        latest_job <span class=\"token operator\">=<\/span> job\n        <span class=\"token keyword\">break<\/span>  \n\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> latest_job<span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span>\n\n    \n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span>\n        <span class=\"token string\">'job_name'<\/span><span class=\"token punctuation\">:<\/span> latest_job<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">,<\/span>\n        <span class=\"token string\">'status'<\/span><span class=\"token punctuation\">:<\/span> latest_job<span class=\"token punctuation\">.<\/span>status<span class=\"token punctuation\">,<\/span>\n        <span class=\"token string\">'creation_time'<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>latest_job<span class=\"token punctuation\">.<\/span>creation_context<span class=\"token punctuation\">.<\/span>created_at<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> latest_job<span class=\"token punctuation\">.<\/span>creation_context <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span>\n        <span class=\"token string\">'error'<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>latest_job<span class=\"token punctuation\">.<\/span>properties<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">'error'<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">hasattr<\/span><span class=\"token punctuation\">(<\/span>latest_job<span class=\"token punctuation\">,<\/span> <span class=\"token string\">'properties'<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">and<\/span> latest_job<span class=\"token punctuation\">.<\/span>properties<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">'error'<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token boolean\">None<\/span>\n    <span class=\"token punctuation\">}<\/span>\n<\/code><\/pre>\n<\/div>\n<p data-line=\"87\" class=\"code-line\">\u3053\u3053\u3067\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u3001<code>ml_client.jobs.list(max_results=1)<\/code> \u304c<strong>\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u3092\u8fd4\u3059<\/strong>\u3053\u3068\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001for \u30eb\u30fc\u30d7\u3067\u53d6\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p data-line=\"89\" class=\"code-line\">\u307e\u305f\u3001<code>jobs.list()<\/code> \u306f\u4f5c\u6210\u65e5\u6642\u306e\u964d\u9806\u3067\u30bd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001<code>max_results=1<\/code> \u3067\u6700\u65b0\u306e1\u4ef6\u3060\u3051\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"3.-flask-%E3%81%AE%E3%82%A8%E3%83%B3%E3%83%89%E3%83%9D%E3%82%A4%E3%83%B3%E3%83%88%E3%82%92%E4%BD%9C%E6%88%90\" data-line=\"91\" class=\"code-line\">\n 3. Flask \u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u4f5c\u6210<\/h3>\n<p data-line=\"93\" class=\"code-line\">\u6700\u5f8c\u306b\u3001API \u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-python\"><code class=\"language-python code-line\" data-line=\"95\"><span class=\"token keyword\">from<\/span> flask <span class=\"token keyword\">import<\/span> Blueprint<span class=\"token punctuation\">,<\/span> jsonify\n\nbp <span class=\"token operator\">=<\/span> Blueprint<span class=\"token punctuation\">(<\/span><span class=\"token string\">'azure_ml'<\/span><span class=\"token punctuation\">,<\/span> __name__<span class=\"token punctuation\">)<\/span>\n\n<span class=\"token decorator annotation punctuation\">@bp<span class=\"token punctuation\">.<\/span>route<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">'\/azure-ml\/jobs\/latest'<\/span><span class=\"token punctuation\">,<\/span> methods<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">'GET'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">get_latest_job_status<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span>\n    <span class=\"token triple-quoted-string string\">\"\"\"Azure ML\u306e\u6700\u65b0\u30b8\u30e7\u30d6\u72b6\u614b\u3092\u53d6\u5f97\"\"\"<\/span>\n    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span>\n        job_info <span class=\"token operator\">=<\/span> get_latest_job<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\n\n        <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> job_info<span class=\"token punctuation\">:<\/span>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span>\n                <span class=\"token string\">\"message\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"\u30b8\u30e7\u30d6\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\"<\/span>\n            <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">404<\/span>\n\n        <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span>job_info<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">200<\/span>\n\n    <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span>\n        <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span>\n            <span class=\"token string\">\"message\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"An internal server error has occurred\"<\/span>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">500<\/span>\n<\/code><\/pre>\n<\/div>\n<h2 id=\"%E5%AE%9F%E9%9A%9B%E3%81%AB%E5%91%BC%E3%81%B3%E5%87%BA%E3%81%97%E3%81%A6%E3%81%BF%E3%82%8B\" data-line=\"119\" class=\"code-line\">\n \u5b9f\u969b\u306b\u547c\u3073\u51fa\u3057\u3066\u307f\u308b<\/h2>\n<div class=\"code-block-container\">\n<pre class=\"language-bash\"><code class=\"language-bash code-line\" data-line=\"121\"><span class=\"token function\">curl<\/span> http:\/\/localhost:5000\/azure-ml\/jobs\/latest\n<\/code><\/pre>\n<\/div>\n<p data-line=\"125\" class=\"code-line\">\u30ec\u30b9\u30dd\u30f3\u30b9\u4f8b\uff1a<\/p>\n<div class=\"code-block-container\">\n<pre class=\"language-json\"><code class=\"language-json code-line\" data-line=\"127\"><span class=\"token punctuation\">{<\/span>\n  <span class=\"token property\">\"job_name\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"my-training-job-20250105\"<\/span><span class=\"token punctuation\">,<\/span>\n  <span class=\"token property\">\"status\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"Completed\"<\/span><span class=\"token punctuation\">,<\/span>\n  <span class=\"token property\">\"creation_time\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"2025-01-05 10:30:00\"<\/span><span class=\"token punctuation\">,<\/span>\n  <span class=\"token property\">\"error\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token null keyword\">null<\/span>\n<span class=\"token punctuation\">}<\/span>\n<\/code><\/pre>\n<\/div>\n<h2 id=\"%E5%8F%96%E5%BE%97%E3%81%A7%E3%81%8D%E3%82%8B%E3%82%B9%E3%83%86%E3%83%BC%E3%82%BF%E3%82%B9%E3%81%AE%E7%A8%AE%E9%A1%9E\" data-line=\"136\" class=\"code-line\">\n \u53d6\u5f97\u3067\u304d\u308b\u30b9\u30c6\u30fc\u30bf\u30b9\u306e\u7a2e\u985e<\/h2>\n<p data-line=\"138\" class=\"code-line\">Azure ML \u306e\u30b8\u30e7\u30d6\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b9\u30c6\u30fc\u30bf\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<div class=\"s_table\"><table data-line=\"140\" class=\"code-line\">\n<thead data-line=\"140\" class=\"code-line\">\n<tr data-line=\"140\" class=\"code-line\">\n<th>\u30b9\u30c6\u30fc\u30bf\u30b9<\/th>\n<th>\u8aac\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody data-line=\"142\" class=\"code-line\">\n<tr data-line=\"142\" class=\"code-line\">\n<td><code>Running<\/code><\/td>\n<td>\u5b9f\u884c\u4e2d<\/td>\n<\/tr>\n<tr data-line=\"143\" class=\"code-line\">\n<td><code>Completed<\/code><\/td>\n<td>\u5b8c\u4e86<\/td>\n<\/tr>\n<tr data-line=\"144\" class=\"code-line\">\n<td><code>Failed<\/code><\/td>\n<td>\u5931\u6557<\/td>\n<\/tr>\n<tr data-line=\"145\" class=\"code-line\">\n<td><code>Queued<\/code><\/td>\n<td>\u30ad\u30e5\u30fc\u306b\u5165\u3063\u3066\u3044\u308b<\/td>\n<\/tr>\n<tr data-line=\"146\" class=\"code-line\">\n<td><code>Starting<\/code><\/td>\n<td>\u958b\u59cb\u4e2d<\/td>\n<\/tr>\n<tr data-line=\"147\" class=\"code-line\">\n<td><code>Canceled<\/code><\/td>\n<td>\u30ad\u30e3\u30f3\u30bb\u30eb\u6e08\u307f<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p data-line=\"149\" class=\"code-line\"><span class=\"embed-block zenn-embedded zenn-embedded-card\"><iframe id=\"zenn-embedded__eecc2a5a4ada4\" src=\"https:\/\/embed.zenn.studio\/card#zenn-embedded__eecc2a5a4ada4\" data-content=\"https%3A%2F%2Flearn.microsoft.com%2Fja-jp%2Frest%2Fapi%2Fazureml%2Fjobs%2Flist%3Fview%3Drest-azureml-2025-09-01%26tabs%3DHTTP%23jobstatus\" frameborder=\"0\" scrolling=\"no\" loading=\"lazy\"><\/iframe><\/span><a target=\"_blank\" href=\"https:\/\/learn.microsoft.com\/ja-jp\/rest\/api\/azureml\/jobs\/list?view=rest-azureml-2025-09-01&amp;tabs=HTTP#jobstatus\" style=\"display:none\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/learn.microsoft.com\/ja-jp\/rest\/api\/azureml\/jobs\/list?view=rest-azureml-2025-09-01&amp;tabs=HTTP#jobstatus<\/a><\/p>\n<h2 id=\"%E3%81%A9%E3%82%93%E3%81%AA%E6%99%82%E3%81%AB%E4%BD%BF%E3%81%88%E3%82%8B%EF%BC%9F\" data-line=\"151\" class=\"code-line\">\n \u3069\u3093\u306a\u6642\u306b\u4f7f\u3048\u308b\uff1f<\/h2>\n<ul data-line=\"153\" class=\"code-line\">\n<li data-line=\"153\" class=\"code-line\">ML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5916\u90e8\u304b\u3089\u5b9f\u884c\u3057\u305f\u5f8c\u3001\u5b8c\u4e86\u3092\u5f85\u3061\u305f\u3044\u3068\u304d<\/li>\n<li data-line=\"154\" class=\"code-line\">\u30b8\u30e7\u30d6\u306e\u5b9f\u884c\u72b6\u6cc1\u3092\u76e3\u8996\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u8868\u793a\u3057\u305f\u3044\u3068\u304d<\/li>\n<li data-line=\"155\" class=\"code-line\">CI\/CD \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067 ML \u30e2\u30c7\u30eb\u306e\u518d\u5b66\u7fd2\u72b6\u6cc1\u3092\u78ba\u8a8d\u3057\u305f\u3044\u3068\u304d<\/li>\n<li data-line=\"156\" class=\"code-line\">Slack \u3084 Teams \u306b\u5b9f\u884c\u72b6\u6cc1\u3092\u901a\u77e5\u3057\u305f\u3044\u3068\u304d<\/li>\n<\/ul>\n<h2 id=\"%E6%B3%A8%E6%84%8F%E7%82%B9\" data-line=\"158\" class=\"code-line\">\n \u6ce8\u610f\u70b9<\/h2>\n<ul data-line=\"160\" class=\"code-line\">\n<li data-line=\"160\" class=\"code-line\">\n<code>DefaultAzureCredential<\/code> \u3092\u4f7f\u3046\u5834\u5408\u3001\u30ed\u30fc\u30ab\u30eb\u958b\u767a\u3067\u306f\u4e8b\u524d\u306b <code>az login<\/code> \u304c\u5fc5\u8981<\/li>\n<li data-line=\"161\" class=\"code-line\">\u672c\u756a\u74b0\u5883\u3067\u306f\u30de\u30cd\u30fc\u30b8\u30c9ID\u306e\u6a29\u9650\u8a2d\u5b9a\u304c\u5fc5\u8981\uff08Azure ML Workspace \u3078\u306e\u8aad\u307f\u53d6\u308a\u6a29\u9650\uff09<\/li>\n<li data-line=\"162\" class=\"code-line\">\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u304b\u3089\u53d6\u5f97\u3059\u308b\u969b\u3001\u30ea\u30b9\u30c8\u5168\u4f53\u3092\u5c55\u958b\u3059\u308b\u3068\u5927\u91cf\u306e\u30b8\u30e7\u30d6\u304c\u53d6\u5f97\u3055\u308c\u308b\u305f\u3081\u3001<code>max_results<\/code> \u3092\u6307\u5b9a\u3059\u308b\u306e\u304c\u671b\u307e\u3057\u3044<\/li>\n<\/ul>\n<h2 id=\"%E3%81%BE%E3%81%A8%E3%82%81\" data-line=\"164\" class=\"code-line\">\n \u307e\u3068\u3081<\/h2>\n<ul data-line=\"166\" class=\"code-line\">\n<li data-line=\"166\" class=\"code-line\">Azure ML Python SDK \u3092\u4f7f\u3048\u3070\u3001\u7c21\u5358\u306b\u30b8\u30e7\u30d6\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u3092\u53d6\u5f97\u3067\u304d\u308b<\/li>\n<li data-line=\"167\" class=\"code-line\">\n<code>MLClient.jobs.list()<\/code> \u306f\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u3092\u8fd4\u3059\u305f\u3081\u3001for \u30eb\u30fc\u30d7\u3067\u306e\u53d6\u5f97\u304c\u5fc5\u8981<\/li>\n<li data-line=\"168\" class=\"code-line\">\n<code>DefaultAzureCredential<\/code> \u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u74b0\u5883\u3054\u3068\u306b\u8a8d\u8a3c\u65b9\u6cd5\u3092\u5207\u308a\u66ff\u3048\u3089\u308c\u308b<\/li>\n<li data-line=\"169\" class=\"code-line\">\u5916\u90e8\u304b\u3089\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5b9f\u884c\u3059\u308b\u969b\u306e\u76e3\u8996\u306b\u4fbf\u5229<\/li>\n<\/ul>\n<h2 id=\"%E5%8F%82%E8%80%83\" data-line=\"171\" class=\"code-line\">\n \u53c2\u8003<\/h2>\n<\/div>\n\n<br \/><a href=\"https:\/\/zenn.dev\/ncdc\/articles\/09965bffa77493\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u3084\u308a\u305f\u3044\u3053\u3068 ML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u516c\u958b\u3057\u3066\u5916\u90e8\u304b\u3089\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u52d5\u304b\u3059\u3068\u304d\u306b\u3001\u5b9f\u884c\u30b9\u30c6\u30fc\u30bf\u30b9\u3092\u78ba\u8a8d\u3057\u305f\u3044\u3002 \u5177\u4f53\u7684\u306b\u306f\u3001Azure ML Workspace \u3067\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u6700\u65b0\u306e\u30b8\u30e7\u30d6\u306e\u72b6\u614b\uff08\u5b9f\u884c\u4e2d\u3001\u5b8c\u4e86\u3001\u5931\u6557\u306a\u3069\uff09\u3092  [&hellip;]","protected":false},"author":1,"featured_media":22571,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-22570","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Azure ML \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5b9f\u884c\u30b9\u30c6\u30fc\u30bf\u30b9\u3092\u53d6\u5f97\u3057\u3066\u307f\u305f - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/zenn.dev\/ncdc\/articles\/09965bffa77493\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Azure ML \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5b9f\u884c\u30b9\u30c6\u30fc\u30bf\u30b9\u3092\u53d6\u5f97\u3057\u3066\u307f\u305f - \u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"og:description\" content=\"\u3084\u308a\u305f\u3044\u3053\u3068 ML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u516c\u958b\u3057\u3066\u5916\u90e8\u304b\u3089\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u52d5\u304b\u3059\u3068\u304d\u306b\u3001\u5b9f\u884c\u30b9\u30c6\u30fc\u30bf\u30b9\u3092\u78ba\u8a8d\u3057\u305f\u3044\u3002 \u5177\u4f53\u7684\u306b\u306f\u3001Azure ML Workspace \u3067\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u6700\u65b0\u306e\u30b8\u30e7\u30d6\u306e\u72b6\u614b\uff08\u5b9f\u884c\u4e2d\u3001\u5b8c\u4e86\u3001\u5931\u6557\u306a\u3069\uff09\u3092 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/zenn.dev\/ncdc\/articles\/09965bffa77493\" \/>\n<meta property=\"og:site_name\" content=\"\u30dd\u30b1\u30b3\u30f3\" \/>\n<meta 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