{"id":43739,"date":"2025-08-04T15:49:28","date_gmt":"2025-08-04T06:49:28","guid":{"rendered":"https:\/\/techgym.jp\/?p=43739"},"modified":"2025-10-27T18:10:09","modified_gmt":"2025-10-27T09:10:09","slug":"version-package","status":"publish","type":"post","link":"https:\/\/techgym.jp\/column\/version-package\/","title":{"rendered":"Python\u30d1\u30c3\u30b1\u30fc\u30b8\uff08\u30e9\u30a4\u30d6\u30e9\u30ea\uff09\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d\u65b9\u6cd5\uff5cpip\u30fb\u30b3\u30fc\u30c9\u30fb\u30b3\u30de\u30f3\u30c9\u5225\u89e3\u8aac"},"content":{"rendered":"\n<p><style>\n.ranking-table {\n    width: 100%;\n    border-collapse: collapse;\n    margin: 20px 0;\n}\n.ranking-table td {\n    padding: 20px;\n    border: 1px solid #e0e0e0;\n    vertical-align: top;\n}\n.ranking-table td:first-child {\n    width: 200px;\n    text-align: center;\n    background-color: #f9f9f9;\n}\n.ranking-table img {\n    display: block;\n    margin: 10px auto;\n    max-width: 100%;\n    height: auto;\n}\n.ranking-table a {\n    color: #0066cc;\n    text-decoration: none;\n    font-weight: bold;\n}\n.ranking-table a:hover {\n    text-decoration: underline;\n}\n<\/style><\/p>\n<table class=\"ranking-table\">\n<tbody>\n<tr>\n<td><a href=\"\/\/af.moshimo.com\/af\/c\/click?a_id=5161740&amp;p_id=6820&amp;pc_id=19517&amp;pl_id=90728\" rel=\"nofollow\" referrerpolicy=\"no-referrer-when-downgrade\" attributionsrc=\"\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/image.moshimo.com\/af-img\/6634\/000000090728.png?resize=120%2C60\" width=\"120\" height=\"60\" style=\"border: none;\" \/><\/a><img decoding=\"async\" src=\"\/\/i.moshimo.com\/af\/i\/impression?a_id=5161740&amp;p_id=6820&amp;pc_id=19517&amp;pl_id=90728\" width=\"1\" height=\"1\" style=\"border: none;\" loading=\"lazy\" \/><strong><a href=\"http:\/\/msm.to\/2ULVG5u\" target=\"_blank\" rel=\"noopener\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30dc\u30fc\u30c9<\/a><\/strong><\/td>\n<td>\n<p><strong>20\u4e07\u4ef6\u4ee5\u4e0a\u306e\u6848\u4ef6\u304b\u3089\u3001\u526f\u696d\u306b\u6700\u9069\u306a\u30ea\u30e2\u30fc\u30c8\u30fb\u90313\u301c\u306e\u6848\u4ef6\u3092\u4e00\u62ec\u691c\u7d22\u3067\u304d\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/strong><strong>\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u767b\u9332\u3067AI\u30b9\u30ab\u30a6\u30c8\u304c\u81ea\u52d5\u7684\u306b\u30de\u30c3\u30c1\u30f3\u30b0\u6848\u4ef6\u3092\u63d0\u6848\u3002<\/strong><strong>\u5e02\u5834\u7d71\u8a08\u3084\u5358\u4fa1\u76f8\u5834\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u53e3\u30b3\u30df\u3082\u7121\u6599\u3067\u95b2\u89a7\u53ef\u80fd\u306a\u305f\u3081\u3001\u672c\u696d\u3092\u7d9a\u3051\u306a\u304c\u3089\u52b9\u7387\u7684\u306b\u9ad8\u5358\u4fa1\u306e\u526f\u696d\u6848\u4ef6\u3092\u63a2\u305b\u307e\u3059\u3002<a href=\"http:\/\/msm.to\/2ULVG5u\" target=\"_blank\" rel=\"noopener\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30dc\u30fc\u30c9<\/a><\/strong><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45E9XQ+679KMQ+40EC+61C2P\" rel=\"nofollow\"> <img loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"120\" height=\"60\" alt=\"\" src=\"https:\/\/www29.a8.net\/svt\/bgt?aid=250928846375&amp;wid=001&amp;eno=01&amp;mid=s00000018714001014000&amp;mc=1\" \/><\/a> <img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"1\" height=\"1\" src=\"https:\/\/i0.wp.com\/www14.a8.net\/0.gif?resize=1%2C1&#038;ssl=1\" alt=\"\" \/> <strong><a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45E9XQ+679KMQ+40EC+5YJRM\" target=\"_blank\" rel=\"noopener\">IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba<\/a><\/strong><\/td>\n<td>\n<p><strong>\u90312\u301c3\u65e5\u304b\u3089\u50cd\u3051\u308b\u67d4\u8edf\u306a\u6848\u4ef6\u304c\u696d\u754c\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u8c4a\u5bcc\u3055\u3092\u8a87\u308b\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3002<\/strong><strong>\u30a8\u30f3\u30c9\u76f4\u5951\u7d04\u306e\u305f\u3081\u9ad8\u5358\u4fa1\u3067\u3001\u90313\u65e5\u7a3c\u50cd\u3067\u3082\u5341\u5206\u306a\u5831\u916c\u3092\u5f97\u3089\u308c\u307e\u3059\u3002\u30ea\u30e2\u30fc\u30c8\u3084\u6642\u9593\u30d5\u30ec\u30ad\u30b7\u30d6\u30eb\u306a\u6848\u4ef6\u3082\u591a\u6570\u3002\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u30fb\u30d9\u30f3\u30c1\u30e3\u30fc\u4e2d\u5fc3\u3067\u3001\u30c8\u30ec\u30f3\u30c9\u6280\u8853\u3092\u4f7f\u3063\u305f\u9b45\u529b\u7684\u306a\u6848\u4ef6\u304c\u63c3\u3063\u3066\u3044\u307e\u3059\u3002\u5c02\u5c5e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6848\u4ef6\u7d39\u4ecb\u304b\u3089\u5951\u7d04\u4ea4\u6e09\u307e\u3067\u30b5\u30dd\u30fc\u30c8\u3002\u5229\u7528\u4f01\u696d2,000\u793e\u4ee5\u4e0a\u306e\u5b9f\u7e3e\u3002<a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45E9XQ+679KMQ+40EC+5YJRM\" target=\"_blank\" rel=\"noopener\">IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba<\/a><\/strong><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45G89H+AOM1KI+3TVC+BYLJL\" rel=\"nofollow\"> <img loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"100\" height=\"60\" alt=\"\" src=\"https:\/\/www21.a8.net\/svt\/bgt?aid=251019989646&amp;wid=001&amp;eno=01&amp;mid=s00000017868002009000&amp;mc=1\" \/><\/a> <img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"1\" height=\"1\" src=\"https:\/\/i0.wp.com\/www16.a8.net\/0.gif?resize=1%2C1&#038;ssl=1\" alt=\"\" \/> <strong> <a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45G89H+AOM1KI+3TVC+BWVTE\" target=\"_blank\" rel=\"noopener\">Midworks<\/a> <\/strong><\/td>\n<td><strong>10,000\u4ef6\u4ee5\u4e0a\u306e\u6848\u4ef6\u3092\u4fdd\u6709\u3057\u3001\u90313\u65e5\u301c\u30fb\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u306a\u3069\u67d4\u8edf\u306a\u50cd\u304d\u65b9\u306b\u5bfe\u5fdc\u3002\u9ad8\u5358\u4fa1\u6848\u4ef6\u304c\u8c4a\u5bcc\u3067\u3001\u5831\u916c\u4fdd\u969c\u5236\u5ea6\uff0860%\uff09\u3084\u4fdd\u967a\u6599\u8ca0\u62c5\uff0850%\uff09\u306a\u3069\u6b63\u793e\u54e1\u4e26\u307f\u306e\u624b\u539a\u3044\u798f\u5229\u539a\u751f\u304c\u7279\u5fb4\u3002\u901a\u52e4\u4ea4\u901a\u8cbb\uff08\u67083\u4e07\u5186\uff09\u3001\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u8cbb\u7528\uff08\u67081\u4e07\u5186\uff09\u306e\u652f\u7d66\u306b\u52a0\u3048\u3001\u30ea\u30ed\u30af\u30e9\u30d6\u30fbfreee\u304c\u7121\u6599\u5229\u7528\u53ef\u80fd\u3002\u975e\u516c\u958b\u6848\u4ef680%\u4ee5\u4e0a\u3001\u652f\u6255\u3044\u30b5\u30a4\u30c820\u65e5\u3067\u5b89\u5fc3\u3057\u3066\u7a3c\u50cd\u3067\u304d\u307e\u3059\u3002<a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45G89H+AOM1KI+3TVC+BWVTE\" target=\"_blank\" rel=\"noopener\">Midworks<\/a><\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n<p><iframe loading=\"lazy\" width=\"560\" height=\"314\" src=\"\/\/www.youtube.com\/embed\/7iX9nAJE0cE\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n\n<h2>Python\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d\u304c\u91cd\u8981\u306a\u7406\u7531<\/h2>\n<p>Python\u3067\u306e\u958b\u767a\u306b\u304a\u3044\u3066\u3001\u4f7f\u7528\u3057\u3066\u3044\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\uff08\u30e9\u30a4\u30d6\u30e9\u30ea\uff09\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u9055\u3044\u306b\u3088\u308b\u4e92\u63db\u6027\u554f\u984c\u306e\u56de\u907f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306e\u78ba\u8a8d\u3001\u958b\u767a\u74b0\u5883\u306e\u7d71\u4e00\u306a\u3069\u306b\u5fc5\u8981\u4e0d\u53ef\u6b20\u306a\u4f5c\u696d\u3067\u3059\u3002<\/p>\n<h2>\u65b9\u6cd51\uff1apip\u30b3\u30de\u30f3\u30c9\u3067\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d<\/h2>\n<h3>\u5168\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u4e00\u89a7\u8868\u793a<\/h3>\n<p><strong>\u3059\u3079\u3066\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8868\u793a<\/strong><\/p>\n<pre><code class=\"language-bash\">pip list\n<\/code><\/pre>\n<p><strong>\u7279\u5b9a\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u307f\u691c\u7d22<\/strong><\/p>\n<pre><code class=\"language-bash\">pip list | grep numpy\npip list | findstr pandas\n<\/code><\/pre>\n<p><strong>\u8a73\u7d30\u60c5\u5831\u3092\u8868\u793a<\/strong><\/p>\n<pre><code class=\"language-bash\">pip show numpy\npip show pandas\n<\/code><\/pre>\n<h3>\u30a2\u30a6\u30c8\u30c7\u30fc\u30c8\u3055\u308c\u305f\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u78ba\u8a8d<\/h3>\n<p><strong>\u66f4\u65b0\u304c\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u4e00\u89a7<\/strong><\/p>\n<pre><code class=\"language-bash\">pip list --outdated\npip list -o\n<\/code><\/pre>\n<p><strong>JSON\u5f62\u5f0f\u3067\u51fa\u529b<\/strong><\/p>\n<pre><code class=\"language-bash\">pip list --format=json\npip list --outdated --format=json\n<\/code><\/pre>\n<h2>\u65b9\u6cd52\uff1aPython\u30b3\u30fc\u30c9\u5185\u3067\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d<\/h2>\n<h3>__version__\u5c5e\u6027\u3092\u4f7f\u7528<\/h3>\n<p><strong>\u57fa\u672c\u7684\u306a\u78ba\u8a8d\u65b9\u6cd5<\/strong><\/p>\n<pre><code class=\"language-python\">import numpy\nprint(numpy.__version__)\n\nimport pandas\nprint(pandas.__version__)\n\nimport requests\nprint(requests.__version__)\n<\/code><\/pre>\n<p><strong>\u8907\u6570\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4e00\u5ea6\u306b\u78ba\u8a8d<\/strong><\/p>\n<pre><code class=\"language-python\">packages = ['numpy', 'pandas', 'matplotlib', 'requests']\nfor package in packages:\n    try:\n        module = __import__(package)\n        print(f\"{package}: {module.__version__}\")\n    except ImportError:\n        print(f\"{package}: Not installed\")\n<\/code><\/pre>\n<h3>pkg_resources\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528<\/h3>\n<p><strong>\u6a19\u6e96\u7684\u306a\u65b9\u6cd5<\/strong><\/p>\n<pre><code class=\"language-python\">import pkg_resources\nprint(pkg_resources.get_distribution(\"numpy\").version)\nprint(pkg_resources.get_distribution(\"pandas\").version)\n<\/code><\/pre>\n<p><strong>\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u4ed8\u304d<\/strong><\/p>\n<pre><code class=\"language-python\">import pkg_resources\n\ndef get_package_version(package_name):\n    try:\n        return pkg_resources.get_distribution(package_name).version\n    except pkg_resources.DistributionNotFound:\n        return \"Not installed\"\n\nprint(f\"numpy: {get_package_version('numpy')}\")\nprint(f\"pandas: {get_package_version('pandas')}\")\n<\/code><\/pre>\n<h3>importlib.metadata\u3092\u4f7f\u7528\uff08Python 3.8+\uff09<\/h3>\n<p><strong>Python 3.8\u4ee5\u964d\u306e\u63a8\u5968\u65b9\u6cd5<\/strong><\/p>\n<pre><code class=\"language-python\">from importlib.metadata import version\n\nprint(version('numpy'))\nprint(version('pandas'))\nprint(version('requests'))\n<\/code><\/pre>\n<p><strong>\u95a2\u6570\u5316\u3057\u3066\u4f7f\u7528<\/strong><\/p>\n<pre><code class=\"language-python\">from importlib.metadata import version, PackageNotFoundError\n\ndef check_version(package_name):\n    try:\n        return version(package_name)\n    except PackageNotFoundError:\n        return \"Not installed\"\n\npackages = ['numpy', 'pandas', 'matplotlib']\nfor pkg in packages:\n    print(f\"{pkg}: {check_version(pkg)}\")\n<\/code><\/pre>\n<h2>\u65b9\u6cd53\uff1arequirements.txt\u3068\u306e\u6bd4\u8f03<\/h2>\n<h3>\u73fe\u5728\u306e\u74b0\u5883\u3092requirements.txt\u306b\u51fa\u529b<\/h3>\n<p><strong>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6e08\u307f\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u51fa\u529b<\/strong><\/p>\n<pre><code class=\"language-bash\">pip freeze &gt; requirements.txt\npip list --format=freeze &gt; requirements.txt\n<\/code><\/pre>\n<p><strong>\u30ed\u30fc\u30ab\u30eb\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u307f\u51fa\u529b<\/strong><\/p>\n<pre><code class=\"language-bash\">pip freeze --local &gt; requirements-local.txt\n<\/code><\/pre>\n<h3>requirements.txt\u3068\u306e\u5dee\u5206\u78ba\u8a8d<\/h3>\n<p><strong>Python\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u306e\u6bd4\u8f03<\/strong><\/p>\n<pre><code class=\"language-python\">import pkg_resources\nimport re\n\ndef compare_with_requirements(req_file):\n    with open(req_file, 'r') as f:\n        requirements = f.read().splitlines()\n    \n    for req in requirements:\n        if '==' in req:\n            package, version = req.split('==')\n            try:\n                installed = pkg_resources.get_distribution(package).version\n                if installed != version:\n                    print(f\"{package}: required {version}, installed {installed}\")\n            except pkg_resources.DistributionNotFound:\n                print(f\"{package}: not installed\")\n\ncompare_with_requirements('requirements.txt')\n<\/code><\/pre>\n<h2>\u65b9\u6cd54\uff1a\u4eee\u60f3\u74b0\u5883\u5225\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d<\/h2>\n<h3>conda\u74b0\u5883\u3067\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d<\/h3>\n<p><strong>conda list \u30b3\u30de\u30f3\u30c9<\/strong><\/p>\n<pre><code class=\"language-bash\">conda list\nconda list numpy\nconda list | grep pandas\n<\/code><\/pre>\n<p><strong>conda\u3068pip\u306e\u6df7\u5728\u78ba\u8a8d<\/strong><\/p>\n<pre><code class=\"language-bash\">conda list --show-channel-urls\n<\/code><\/pre>\n<h3>venv\/virtualenv\u74b0\u5883\u3067\u306e\u78ba\u8a8d<\/h3>\n<p><strong>\u4eee\u60f3\u74b0\u5883\u306e\u6709\u52b9\u5316\u3068\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d<\/strong><\/p>\n<pre><code class=\"language-bash\"># Windows\nvenv\\Scripts\\activate\npip list\n\n# macOS\/Linux\nsource venv\/bin\/activate\npip list\n<\/code><\/pre>\n<h2>\u65b9\u6cd55\uff1a\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306ePython\u74b0\u5883\u78ba\u8a8d<\/h2>\n<h3>Python\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u95a2\u4fc2<\/h3>\n<p><strong>Python\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d<\/strong><\/p>\n<pre><code class=\"language-python\">import sys\nprint(sys.version)\nprint(sys.version_info)\n<\/code><\/pre>\n<p><strong>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30d1\u30b9\u306e\u78ba\u8a8d<\/strong><\/p>\n<pre><code class=\"language-python\">import numpy\nprint(numpy.__file__)\n\nimport sys\nprint(sys.path)\n<\/code><\/pre>\n<h3>\u8907\u6570\u306ePython\u74b0\u5883\u3067\u306e\u78ba\u8a8d<\/h3>\n<p><strong>\u30b7\u30b9\u30c6\u30e0\u30ef\u30a4\u30c9\u3068\u30e6\u30fc\u30b6\u30fc\u74b0\u5883\u306e\u78ba\u8a8d<\/strong><\/p>\n<pre><code class=\"language-bash\">python -m pip list\npython3 -m pip list\npython -m pip list --user\n<\/code><\/pre>\n<h2>\u5b9f\u8df5\u7684\u306a\u6d3b\u7528\u4f8b<\/h2>\n<h3>\u958b\u767a\u74b0\u5883\u306e\u6a19\u6e96\u5316<\/h3>\n<p><strong>\u74b0\u5883\u60c5\u5831\u306e\u8a18\u9332\u30b9\u30af\u30ea\u30d7\u30c8<\/strong><\/p>\n<pre><code class=\"language-python\">import platform\nimport sys\nfrom importlib.metadata import version, PackageNotFoundError\n\ndef record_environment():\n    print(f\"Python: {sys.version}\")\n    print(f\"Platform: {platform.platform()}\")\n    print(\"Packages:\")\n    \n    important_packages = [\n        'numpy', 'pandas', 'matplotlib', 'scikit-learn',\n        'requests', 'flask', 'django', 'fastapi'\n    ]\n    \n    for pkg in important_packages:\n        try:\n            ver = version(pkg)\n            print(f\"  {pkg}: {ver}\")\n        except PackageNotFoundError:\n            print(f\"  {pkg}: Not installed\")\n\nrecord_environment()\n<\/code><\/pre>\n<h3>\u30d0\u30fc\u30b8\u30e7\u30f3\u4e92\u63db\u6027\u30c1\u30a7\u30c3\u30af<\/h3>\n<p><strong>\u6700\u5c0f\u8981\u6c42\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30c1\u30a7\u30c3\u30af<\/strong><\/p>\n<pre><code class=\"language-python\">from packaging import version\nfrom importlib.metadata import version as get_version\n\ndef check_minimum_version(package_name, min_version):\n    try:\n        installed_version = get_version(package_name)\n        if version.parse(installed_version) &gt;= version.parse(min_version):\n            print(f\"{package_name} {installed_version} OK (&gt;= {min_version})\")\n            return True\n        else:\n            print(f\"{package_name} {installed_version} NG (&lt; {min_version})\")\n            return False\n    except Exception as e:\n        print(f\"{package_name}: {e}\")\n        return False\n\n# \u4f7f\u7528\u4f8b\ncheck_minimum_version('numpy', '1.20.0')\ncheck_minimum_version('pandas', '1.3.0')\n<\/code><\/pre>\n<h2>\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/h2>\n<h3>\u3088\u304f\u3042\u308b\u554f\u984c\u3068\u89e3\u6c7a\u6cd5<\/h3>\n<p><strong>ModuleNotFoundError\u306e\u5bfe\u51e6<\/strong><\/p>\n<pre><code class=\"language-python\">try:\n    import numpy\n    print(f\"numpy: {numpy.__version__}\")\nexcept ImportError:\n    print(\"numpy is not installed\")\n    print(\"Install with: pip install numpy\")\n<\/code><\/pre>\n<p><strong>__version__\u5c5e\u6027\u304c\u306a\u3044\u5834\u5408<\/strong><\/p>\n<pre><code class=\"language-python\">def safe_get_version(module_name):\n    try:\n        module = __import__(module_name)\n        if hasattr(module, '__version__'):\n            return module.__version__\n        else:\n            # pkg_resources\u3092\u4f7f\u7528\n            import pkg_resources\n            return pkg_resources.get_distribution(module_name).version\n    except:\n        return \"Version not available\"\n\nprint(safe_get_version('some_package'))\n<\/code><\/pre>\n<h3>\u8907\u6570\u306ePython\u74b0\u5883\u3067\u306e\u6df7\u4e71\u56de\u907f<\/h3>\n<p><strong>\u73fe\u5728\u306ePython\u5b9f\u884c\u74b0\u5883\u306e\u78ba\u8a8d<\/strong><\/p>\n<pre><code class=\"language-python\">import sys\nimport os\n\nprint(f\"Python executable: {sys.executable}\")\nprint(f\"Python version: {sys.version}\")\nprint(f\"Current working directory: {os.getcwd()}\")\nprint(f\"PYTHONPATH: {sys.path}\")\n<\/code><\/pre>\n<h2>\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h2>\n<h3>requirements.txt\u306e\u52b9\u679c\u7684\u306a\u7ba1\u7406<\/h3>\n<p><strong>\u958b\u767a\u7528requirements-dev.txt<\/strong><\/p>\n<pre><code># requirements-dev.txt\nnumpy&gt;=1.21.0\npandas&gt;=1.3.0\nmatplotlib&gt;=3.4.0\njupyter&gt;=1.0.0\npytest&gt;=6.0.0\n<\/code><\/pre>\n<p><strong>\u672c\u756a\u7528requirements.txt<\/strong><\/p>\n<pre><code># requirements.txt\nnumpy==1.21.5\npandas==1.3.5\nrequests==2.28.1\n<\/code><\/pre>\n<h3>\u30d0\u30fc\u30b8\u30e7\u30f3\u56fa\u5b9avs\u7bc4\u56f2\u6307\u5b9a<\/h3>\n<p><strong>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30d0\u30fc\u30b8\u30e7\u30cb\u30f3\u30b0\u306e\u6d3b\u7528<\/strong><\/p>\n<pre><code># \u63a8\u5968\u30d1\u30bf\u30fc\u30f3\nnumpy&gt;=1.21.0,&lt;2.0.0  # \u30e1\u30b8\u30e3\u30fc\u30d0\u30fc\u30b8\u30e7\u30f3\u56fa\u5b9a\npandas~=1.3.0         # \u30de\u30a4\u30ca\u30fc\u30d0\u30fc\u30b8\u30e7\u30f3\u56fa\u5b9a\nrequests&gt;=2.25.0      # \u6700\u5c0f\u30d0\u30fc\u30b8\u30e7\u30f3\u6307\u5b9a\n<\/code><\/pre>\n<h2>\u81ea\u52d5\u5316\u3068CI\/CD\u7d71\u5408<\/h2>\n<h3>GitHub Actions\u3067\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u30c1\u30a7\u30c3\u30af<\/h3>\n<p><strong>\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/strong><\/p>\n<pre><code class=\"language-yaml\">name: Check Package Versions\non: [push, pull_request]\njobs:\n  version-check:\n    runs-on: ubuntu-latest\n    steps:\n    - uses: actions\/checkout@v2\n    - name: Set up Python\n      uses: actions\/setup-python@v2\n      with:\n        python-version: 3.9\n    - name: Install dependencies\n      run: pip install -r requirements.txt\n    - name: Check versions\n      run: |\n        pip list\n        python -c \"import sys; print(sys.version)\"\n<\/code><\/pre>\n<h3>\u5b9a\u671f\u7684\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u30c1\u30a7\u30c3\u30af\u30b9\u30af\u30ea\u30d7\u30c8<\/h3>\n<p><strong>\u66f4\u65b0\u78ba\u8a8d\u306e\u81ea\u52d5\u5316<\/strong><\/p>\n<pre><code class=\"language-python\">import subprocess\nimport json\n\ndef check_outdated_packages():\n    result = subprocess.run(\n        ['pip', 'list', '--outdated', '--format=json'],\n        capture_output=True, text=True\n    )\n    \n    if result.returncode == 0:\n        outdated = json.loads(result.stdout)\n        if outdated:\n            print(\"Outdated packages:\")\n            for pkg in outdated:\n                print(f\"  {pkg['name']}: {pkg['version']} -&gt; {pkg['latest_version']}\")\n        else:\n            print(\"All packages are up to date\")\n    else:\n        print(\"Error checking packages\")\n\ncheck_outdated_packages()\n<\/code><\/pre>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>Python\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d\u306f\u3001\u5b89\u5b9a\u3057\u305f\u958b\u767a\u74b0\u5883\u306e\u7dad\u6301\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u7528\u9014\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u65b9\u6cd5\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u7ba1\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u65e5\u5e38\u7684\u306a\u78ba\u8a8d<\/strong>: <code>pip list<\/code>\u3001<code>pip show<\/code><\/li>\n<li><strong>\u30b3\u30fc\u30c9\u5185\u3067\u306e\u78ba\u8a8d<\/strong>: <code>importlib.metadata.version()<\/code><\/li>\n<li><strong>\u74b0\u5883\u306e\u8a18\u9332<\/strong>: <code>pip freeze<\/code><\/li>\n<li><strong>\u81ea\u52d5\u5316<\/strong>: \u30b9\u30af\u30ea\u30d7\u30c8\u3068CI\/CD\u7d71\u5408<\/li>\n<\/ul>\n<p>\u5b9a\u671f\u7684\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u30c1\u30a7\u30c3\u30af\u3068\u9069\u5207\u306a\u4f9d\u5b58\u95a2\u4fc2\u7ba1\u7406\u306b\u3088\u308a\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u306e\u8efd\u6e1b\u3068\u958b\u767a\u52b9\u7387\u306e\u5411\u4e0a\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002\u7279\u306b\u672c\u756a\u74b0\u5883\u3067\u306f\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u56fa\u5b9a\u3068\u5b9a\u671f\u7684\u306a\u66f4\u65b0\u8a08\u753b\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p><iframe loading=\"lazy\" width=\"560\" height=\"314\" src=\"\/\/www.youtube.com\/embed\/7iX9nAJE0cE\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u25a0<a href=\"https:\/\/amzn.to\/3VxGkpx\">\u300c\u3089\u304f\u3089\u304fPython\u587e\u300d\u304c\u5207\u308a\u958b\u304f\u300c\u546a\u6587\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u300d\u3068\u306f\uff1f<\/a><\/h2>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"9EGJ9fdB7N\"><a href=\"https:\/\/techgym.jp\/about\/rakurakupython\/\">\u3010\u9769\u547d\u7684\u5b66\u7fd2\u6cd5\u3011\u300c\u3089\u304f\u3089\u304fPython\u587e\u300d\u304c\u5207\u308a\u958b\u304f\u3001\u546a\u6587\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u3044\u3046\u65b0\u6642\u4ee3\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u7fd2\u5f97\u8853<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u3010\u9769\u547d\u7684\u5b66\u7fd2\u6cd5\u3011\u300c\u3089\u304f\u3089\u304fPython\u587e\u300d\u304c\u5207\u308a\u958b\u304f\u3001\u546a\u6587\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u3044\u3046\u65b0\u6642\u4ee3\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u7fd2\u5f97\u8853&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/about\/rakurakupython\/embed\/#?secret=YIx4LH18rU#?secret=9EGJ9fdB7N\" data-secret=\"9EGJ9fdB7N\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u25a0\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30aa\u30ea\u30b8\u30ca\u30eb\u30a2\u30d7\u30ea\u3092\u958b\u767a\u30fb\u516c\u958b\u3057\u3066\u307f\u305f\uff01\uff01<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"9NoO7qtunZ\"><a href=\"https:\/\/techgym.jp\/column\/ori-app\/\">\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30aa\u30ea\u30b8\u30ca\u30eb\u30a2\u30d7\u30ea\u3092\u958b\u767a\u30fb\u516c\u958b\u3057\u3066\u307f\u305f\uff01\uff01<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30aa\u30ea\u30b8\u30ca\u30eb\u30a2\u30d7\u30ea\u3092\u958b\u767a\u30fb\u516c\u958b\u3057\u3066\u307f\u305f\uff01\uff01&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/column\/ori-app\/embed\/#?secret=O0D2XmZoTr#?secret=9NoO7qtunZ\" data-secret=\"9NoO7qtunZ\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u25a0AI\u6642\u4ee3\u306e\u7b2c\u4e00\u6b69\uff01\u300cAI\u99c6\u52d5\u958b\u767a\u30b3\u30fc\u30b9\u300d\u306f\u3058\u3081\u307e\u3057\u305f\uff01<\/p>\n\n\n\n<p>\u30c6\u30c3\u30af\u30b8\u30e0\u6771\u4eac\u672c\u6821\u3067\u5148\u884c\u958b\u59cb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"uVMBRdAbk0\"><a href=\"https:\/\/techgym.jp\/about\/ai-driven-development\/\">AI\u99c6\u52d5\u958b\u767a\/\u751f\u6210AI\u30a8\u30f3\u30b8\u30cb\u30a2\u30b3\u30fc\u30b9\uff08\u521d\u5fc3\u8005\u5411\u3051\uff09<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;AI\u99c6\u52d5\u958b\u767a\/\u751f\u6210AI\u30a8\u30f3\u30b8\u30cb\u30a2\u30b3\u30fc\u30b9\uff08\u521d\u5fc3\u8005\u5411\u3051\uff09&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/about\/ai-driven-development\/embed\/#?secret=IoVhOlmChC#?secret=uVMBRdAbk0\" data-secret=\"uVMBRdAbk0\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u25a0\u30c6\u30c3\u30af\u30b8\u30e0\u6771\u4eac\u672c\u6821<\/p>\n\n\n\n<p>\u300c\u6b66\u7530\u587e\u300d\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u7248\u3068\u3044\u3048\u3070\u300c\u30c6\u30c3\u30af\u30b8\u30e0\u300d\u3002<br>\u8b1b\u7fa9\u52d5\u753b\u306a\u3057\u3001\u6559\u79d1\u66f8\u306a\u3057\u3002\u300c\u9032\u6357\u7ba1\u7406\u3068\u30b3\u30fc\u30c1\u30f3\u30b0\u300d\u3067\u52b9\u7387\u5b66\u7fd2\u3002<br>\u3088\u308a\u65e9\u304f\u3001\u3088\u308a\u5b89\u304f\u3001\u3057\u304b\u3082\u5bfe\u9762\u578b\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"2Cn6k6QgPb\"><a href=\"https:\/\/techgym.jp\/tokyo\/tokyo_honko\/\">\u30c6\u30c3\u30af\u30b8\u30e0\u6771\u4eac\u672c\u6821<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u30c6\u30c3\u30af\u30b8\u30e0\u6771\u4eac\u672c\u6821&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/tokyo\/tokyo_honko\/embed\/#?secret=ijPEQ7xeky#?secret=2Cn6k6QgPb\" data-secret=\"2Cn6k6QgPb\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\uff1c\u77ed\u671f\u8b1b\u7fd2\uff1e5\u65e5\u30675\u4e07\u5186\u306e\u300cPython\u30df\u30cb\u30ad\u30e3\u30f3\u30d7\u300d\u958b\u50ac\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"BR6IeWsuUn\"><a 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rel=\"noopener\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30dc\u30fc\u30c9<\/a><\/strong><\/td>\n<td>\n<p><strong>20\u4e07\u4ef6\u4ee5\u4e0a\u306e\u6848\u4ef6\u304b\u3089\u3001\u526f\u696d\u306b\u6700\u9069\u306a\u30ea\u30e2\u30fc\u30c8\u30fb\u90313\u301c\u306e\u6848\u4ef6\u3092\u4e00\u62ec\u691c\u7d22\u3067\u304d\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/strong><strong>\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u767b\u9332\u3067AI\u30b9\u30ab\u30a6\u30c8\u304c\u81ea\u52d5\u7684\u306b\u30de\u30c3\u30c1\u30f3\u30b0\u6848\u4ef6\u3092\u63d0\u6848\u3002<\/strong><strong>\u5e02\u5834\u7d71\u8a08\u3084\u5358\u4fa1\u76f8\u5834\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u53e3\u30b3\u30df\u3082\u7121\u6599\u3067\u95b2\u89a7\u53ef\u80fd\u306a\u305f\u3081\u3001\u672c\u696d\u3092\u7d9a\u3051\u306a\u304c\u3089\u52b9\u7387\u7684\u306b\u9ad8\u5358\u4fa1\u306e\u526f\u696d\u6848\u4ef6\u3092\u63a2\u305b\u307e\u3059\u3002<a href=\"http:\/\/msm.to\/2ULVG5u\" target=\"_blank\" 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rel=\"noopener\">IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba<\/a><\/strong><\/td>\n<td>\n<p><strong>\u90312\u301c3\u65e5\u304b\u3089\u50cd\u3051\u308b\u67d4\u8edf\u306a\u6848\u4ef6\u304c\u696d\u754c\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u8c4a\u5bcc\u3055\u3092\u8a87\u308b\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3002<\/strong><strong>\u30a8\u30f3\u30c9\u76f4\u5951\u7d04\u306e\u305f\u3081\u9ad8\u5358\u4fa1\u3067\u3001\u90313\u65e5\u7a3c\u50cd\u3067\u3082\u5341\u5206\u306a\u5831\u916c\u3092\u5f97\u3089\u308c\u307e\u3059\u3002\u30ea\u30e2\u30fc\u30c8\u3084\u6642\u9593\u30d5\u30ec\u30ad\u30b7\u30d6\u30eb\u306a\u6848\u4ef6\u3082\u591a\u6570\u3002\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u30fb\u30d9\u30f3\u30c1\u30e3\u30fc\u4e2d\u5fc3\u3067\u3001\u30c8\u30ec\u30f3\u30c9\u6280\u8853\u3092\u4f7f\u3063\u305f\u9b45\u529b\u7684\u306a\u6848\u4ef6\u304c\u63c3\u3063\u3066\u3044\u307e\u3059\u3002\u5c02\u5c5e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6848\u4ef6\u7d39\u4ecb\u304b\u3089\u5951\u7d04\u4ea4\u6e09\u307e\u3067\u30b5\u30dd\u30fc\u30c8\u3002\u5229\u7528\u4f01\u696d2,000\u793e\u4ee5\u4e0a\u306e\u5b9f\u7e3e\u3002<a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45E9XQ+679KMQ+40EC+5YJRM\" target=\"_blank\" rel=\"noopener\">IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba<\/a><\/strong><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45G89H+AOM1KI+3TVC+BYLJL\" rel=\"nofollow\"> <img loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"100\" height=\"60\" alt=\"\" src=\"https:\/\/www21.a8.net\/svt\/bgt?aid=251019989646&amp;wid=001&amp;eno=01&amp;mid=s00000017868002009000&amp;mc=1\" \/><\/a> <img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" border=\"0\" width=\"1\" height=\"1\" src=\"https:\/\/i0.wp.com\/www16.a8.net\/0.gif?resize=1%2C1&#038;ssl=1\" alt=\"\" \/> <strong> <a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45G89H+AOM1KI+3TVC+BWVTE\" target=\"_blank\" rel=\"noopener\">Midworks<\/a> <\/strong><\/td>\n<td><strong>10,000\u4ef6\u4ee5\u4e0a\u306e\u6848\u4ef6\u3092\u4fdd\u6709\u3057\u3001\u90313\u65e5\u301c\u30fb\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u306a\u3069\u67d4\u8edf\u306a\u50cd\u304d\u65b9\u306b\u5bfe\u5fdc\u3002\u9ad8\u5358\u4fa1\u6848\u4ef6\u304c\u8c4a\u5bcc\u3067\u3001\u5831\u916c\u4fdd\u969c\u5236\u5ea6\uff0860%\uff09\u3084\u4fdd\u967a\u6599\u8ca0\u62c5\uff0850%\uff09\u306a\u3069\u6b63\u793e\u54e1\u4e26\u307f\u306e\u624b\u539a\u3044\u798f\u5229\u539a\u751f\u304c\u7279\u5fb4\u3002\u901a\u52e4\u4ea4\u901a\u8cbb\uff08\u67083\u4e07\u5186\uff09\u3001\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u8cbb\u7528\uff08\u67081\u4e07\u5186\uff09\u306e\u652f\u7d66\u306b\u52a0\u3048\u3001\u30ea\u30ed\u30af\u30e9\u30d6\u30fbfreee\u304c\u7121\u6599\u5229\u7528\u53ef\u80fd\u3002\u975e\u516c\u958b\u6848\u4ef680%\u4ee5\u4e0a\u3001\u652f\u6255\u3044\u30b5\u30a4\u30c820\u65e5\u3067\u5b89\u5fc3\u3057\u3066\u7a3c\u50cd\u3067\u304d\u307e\u3059\u3002<a href=\"https:\/\/px.a8.net\/svt\/ejp?a8mat=45G89H+AOM1KI+3TVC+BWVTE\" target=\"_blank\" rel=\"noopener\">Midworks<\/a><\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30dc\u30fc\u30c9 20\u4e07\u4ef6\u4ee5\u4e0a\u306e\u6848\u4ef6\u304b\u3089\u3001\u526f\u696d\u306b\u6700\u9069\u306a\u30ea\u30e2\u30fc\u30c8\u30fb\u90313\u301c\u306e\u6848\u4ef6\u3092\u4e00\u62ec\u691c\u7d22\u3067\u304d\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u767b\u9332\u3067AI\u30b9\u30ab\u30a6\u30c8\u304c\u81ea\u52d5\u7684\u306b\u30de\u30c3\u30c1\u30f3\u30b0\u6848\u4ef6\u3092\u63d0\u6848\u3002\u5e02\u5834\u7d71\u8a08\u3084\u5358\u4fa1\u76f8\u5834\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u53e3\u30b3\u30df\u3082\u7121\u6599 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":42501,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[5],"tags":[],"class_list":["post-43739","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-column"],"views":149,"jetpack_featured_media_url":"\/wp-content\/uploads\/2025\/07\/f3403acf5c65aedec0dba821c4c26404.png","jetpack_sharing_enabled":true,"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/posts\/43739","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/comments?post=43739"}],"version-history":[{"count":0,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/posts\/43739\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/media\/42501"}],"wp:attachment":[{"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/media?parent=43739"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/categories?post=43739"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/techgym.jp\/wp-json\/wp\/v2\/tags?post=43739"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}