{"id":7109,"date":"2026-03-15T21:22:41","date_gmt":"2026-03-15T12:22:41","guid":{"rendered":"https:\/\/jfs.or.jp\/jfs-cs\/?p=7109"},"modified":"2026-03-15T21:22:41","modified_gmt":"2026-03-15T12:22:41","slug":"ai-0010","status":"publish","type":"post","link":"https:\/\/jfs.or.jp\/jfs-cs\/ai-0010\/","title":{"rendered":"AI \u00d7 Python\u3067\u7814\u7a76\u304c\u201c30\u79d2\u3067\u7d42\u308f\u308b\u201d\u3088\u3046\u306b\u306a\u3063\u305f\u8a71"},"content":{"rendered":"<h1>\u30cd\u30c3\u30c8\u3067\u3053\u3093\u306a\u8a18\u4e8b\u304c\u3042\u3063\u305f\u3002<\/p>\n<\/h1>\n<p>\u305d\u3053\u307e\u3067\u30b7\u30b9\u30c6\u30e0\u3084AI\u3084Python\u306b\u8a73\u3057\u304f\u306a\u3044\u306e\u3067\u3001\u5185\u5bb9\u306e\u8a55\u4fa1\u306f\u3067\u304d\u306a\u3044\u304c\u3001\u4f55\u304b\u5927\u304d\u306a\u5909\u5316\u304c\u8d77\u3053\u3063\u3066\u3044\u308b\u306e\u304b\u3082\u3057\u308c\u306a\u3044\u306e\u3067\u3001\u3054\u7d39\u4ecb\u3002<\/p>\n<p>\u8a18\u4e8b\u306e\u6295\u7a3f\u8005\u3000Nom@d94231\u3000\u6c0f\u306f\u3001\u300c\u7d71\u8a08\u30fbAI\u3092\u201c\u7b54\u3048\u201d\u3067\u306f\u306a\u304f\u201c\u554f\u3044\u201d\u306b\u5909\u63db\u3059\u308b\u4ed5\u4e8b\u306b\u8208\u5473\u304c\u3042\u308a\u307e\u3059\u300d\u3068\u3002<\/p>\n<p>AI\u3067\u306f\u3001Gemini\u3092\u3088\u304f\u5229\u7528\u3057\u3066\u3044\u308b\u304c\u3001\u53b3\u5bc6\u306a\u56de\u7b54\u304c\u5fc5\u8981\u306a\u5834\u9762\u3067\u306f\u3001\u53e4\u65b0\u805e\uff08\u6539\u5b9a\u524d\u306e\u57fa\u6e96\u30fb\u6cd5\u5f8b\u30fb\u77e5\u8b58\uff09\u3092\u63d0\u4f9b\u3055\u308c\u305f\u308a\u3001\u5927\u9593\u9055\u3044\u306e\u56de\u7b54\u3082\u983b\u767a\u3057\u3066\u3044\u308b\u304c\u3001\u305d\u308c\u3067\u3082\u4e00\u6b21\u8abf\u67fb\u3068\u3057\u3066\u306f\u65b9\u5411\u6027\u304c\u9593\u9055\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u3082\u591a\u3044\u30027\u5272\u306f\u4fe1\u983c\u3067\u304d\u308b\u304c\u30013\u5272\u306f\u7591\u3048\u3068\u3044\u3046\u306e\u304c2026\u5e743\u6708\u306e\u5b9f\u611f\u3060\u3002<br \/>\n\u512a\u79c0\u3060\u304c\u3001\u6642\u4ee3\u306b\u9045\u308c\u308b\u3053\u3068\u3082\u3042\u308b\u90e8\u4e0b\u3092\u7121\u6599\u3067\u96c7\u3063\u3066\u3044\u308b\u3088\u3046\u306a\u3082\u306e\u3060\u3001\u3068\u3044\u3046\u611f\u899a\u304c\u3042\u308b\u3002<\/p>\n<p>\u7d39\u4ecb\u3059\u308b\u8a18\u4e8b\u306f\u3001\u57fa\u790e\u60c5\u5831\u304c\u30cd\u30c3\u30c8\u4e0a\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u3001\u6c17\u8c61\u5e81\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u305f\u3082\u306e\u3067\u3059\u3002<br \/>\n\u591a\u304f\u306e\u73fe\u5834\u306e\u62c5\u5f53\u8005\u3084\u7814\u7a76\u8005\u306f\u3001\u4e16\u306b\u306a\u3044\u30c7\u30fc\u30bf\uff08\u81ea\u793e\u306e\u88fd\u9020\u306b\u304b\u304b\u308f\u308b\u88fd\u9020\u6761\u4ef6\u3068\u826f\u54c1\u4e0d\u826f\u54c1\u767a\u751f\u72b6\u6cc1\u3084\u3001\u7814\u7a76\u4f9d\u983c\u3055\u308c\u305f\u5206\u91ce\u306e\u6700\u5148\u7aef\u518d\u73fe\u5b9f\u9a13\u30c7\u30fc\u30bf\u306a\u3069\uff09\u3092\u3001\u30c7\u30fc\u30bf\u5316\u3059\u308b\u30bb\u30f3\u30b5\u30fc\u306e\u958b\u767a\u304b\u8abf\u9054\u3068\u305d\u306e\u30c7\u30fc\u30bf\u3092\u30c7\u30b8\u30bf\u30eb\u5316\u3057\u3066\u53ce\u96c6\u3059\u308b\u65b9\u6cd5\u304b\u3089\u30b9\u30bf\u30fc\u30c8\u3057\u3001\u305d\u306e\u30c7\u30fc\u30bf\u306e\u89e3\u6790\u307e\u3067\u81ea\u524d\u3067\u884c\u3046\u3053\u3068\u304c\u591a\u3044\u3002<\/p>\n<p>\u305d\u308c\u3067\u3082\u3001\u3053\u306e\u60c5\u5831\u306e\u30c7\u30fc\u30bf\u53d6\u308a\u6271\u3044\u306f\u53c2\u8003\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3001\u3068\u8003\u3048\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h1>\u00a0<\/h1>\n<h2>AI \u00d7 Python\u3067\u7814\u7a76\u304c\u201c30\u79d2\u3067\u7d42\u308f\u308b\u201d\u3088\u3046\u306b\u306a\u3063\u305f\u8a71 \u2015 \u30c7\u30fc\u30bf\u57fa\u76e4 \u2192 \u4eee\u8aac\u91cf\u7523 \u2192 \u9ad8\u901f\u691c\u8a3c\u306e\u6642\u4ee3\u3078<\/h2>\n<p><a href=\"https:\/\/qiita.com\/d94231\/items\/0bf79993886f7d73a81b\">https:\/\/qiita.com\/d94231\/items\/0bf79993886f7d73a81b<\/a><\/p>\n<ul>\n<li><a href=\"https:\/\/qiita.com\/tags\/python\">Python<\/a><\/li>\n<li><a href=\"https:\/\/qiita.com\/tags\/%e7%b5%b1%e8%a8%88\">\u7d71\u8a08<\/a><\/li>\n<li><a href=\"https:\/\/qiita.com\/tags\/%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90\">\u30c7\u30fc\u30bf\u5206\u6790<\/a><\/li>\n<li><a href=\"https:\/\/qiita.com\/tags\/%e7%a0%94%e7%a9%b6\">\u7814\u7a76<\/a><\/li>\n<li><a href=\"https:\/\/qiita.com\/tags\/ai\">AI<\/a><\/li>\n<\/ul>\n<p>\u6700\u7d42\u66f4\u65b0\u65e5\u00a0 <time datetime=\"2026-03-14T12:27:08Z\">2026\u5e7403\u670814\u65e5 <\/time>\u6295\u7a3f\u65e5\u00a02026\u5e7403\u670811\u65e5<\/p>\n<section>\n<p>\u6700\u8fd1\u3001\u7814\u7a76\u306e\u9032\u3081\u65b9\u304c\u5287\u7684\u306b\u5909\u308f\u308a\u307e\u3057\u305f\u3002 <br \/>\n\u304d\u3063\u304b\u3051\u306f\u00a0<strong>AI\u3068Python\u3092\u672c\u683c\u7684\u306b\u5c0e\u5165\u3057\u305f\u3053\u3068<\/strong>\u3002<\/p>\n<p>\u6614\u306a\u304c\u3089\u306e <br \/>\n\u300c\u30c6\u30fc\u30de\u6c7a\u3081 \u2192 \u30c7\u30fc\u30bf\u53ce\u96c6 \u2192 \u5206\u6790\u300d <br \/>\n\u3068\u3044\u3046\u7814\u7a76\u30d5\u30ed\u30fc\u306f\u3001\u3082\u3046\u5b8c\u5168\u306b\u904e\u53bb\u306e\u3082\u306e\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u4eca\u306f\u3001<\/p>\n<p><strong>\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u5148\u306b\u4f5c\u308a\u3001AI\u3067\u4eee\u8aac\u3092\u91cf\u7523\u3057\u3001Python\u3067\u9ad8\u901f\u306b\u691c\u8a3c\u3059\u308b\u3002<\/strong><\/p>\n<p>\u3053\u306e3\u30b9\u30c6\u30c3\u30d7\u3067\u7814\u7a76\u304c\u201c\u56de\u308b\u201d\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u3057\u3066\u9a5a\u304f\u3079\u304d\u3053\u3068\u306b\u3001 <br \/>\n<strong>\u4eee\u8aac\u306e\u691c\u8a3c\u304c30\u79d2\u3067\u7d42\u308f\u308b<\/strong>\u00a0\u3053\u3068\u3082\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001 <br \/>\n<strong>AI\u6642\u4ee3\u306e\u7814\u7a76\u30b9\u30bf\u30a4\u30eb\u304c\u3069\u3046\u5909\u308f\u3063\u305f\u306e\u304b<\/strong> <br \/>\n<strong>\u306a\u305c\u7814\u7a76\u304c\u30b2\u30fc\u30e0\u306e\u3088\u3046\u306b\u9032\u3080\u306e\u304b<\/strong>\u00a0\u3092\u3001 <br \/>\n\u5b9f\u4f8b\u3068\u30b3\u30fc\u30c9\u65ad\u7247\u3092\u4ea4\u3048\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<hr data-sourcepos=\"23:1-24:0\" \/>\n<h1>1. \u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u5148\u306b\u4f5c\u308b\u6642\u4ee3\u3078<\/h1>\n<p>\u6614\u306f <br \/>\n<strong>\u30c6\u30fc\u30de\u6c7a\u3081 \u2192 \u30c7\u30fc\u30bf\u53ce\u96c6 \u2192 \u5206\u6790<\/strong> <br \/>\n\u3068\u3044\u3046\u9806\u756a\u304c\u4e00\u822c\u7684\u3067\u3057\u305f\u3002<\/p>\n<p>\u3067\u3082\u4eca\u306f\u9006\u3067\u3001 <br \/>\n<strong>\u5148\u306b\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u4f5c\u308b<\/strong>\u00a0\u307b\u3046\u304c\u5727\u5012\u7684\u306b\u52b9\u7387\u304c\u826f\u3044\u3002<\/p>\n<h2 data-sourcepos=\"34:1-34:21\">\u5177\u4f53\u7684\u306b\u306f\uff1a<\/h2>\n<ul data-sourcepos=\"36:1-41:0\">\n<li>API\u3067\u30c7\u30fc\u30bf\u53d6\u5f97<\/li>\n<li>Python\u3067\u81ea\u52d5\u53ce\u96c6<\/li>\n<li>pandas\u3067\u524d\u51e6\u7406<\/li>\n<li>parquet\u3067\u4fdd\u5b58\uff08\u9ad8\u901f &amp; \u518d\u73fe\u6027\uff09<\/li>\n<li>Jupyter \/ VSCode \u3067\u518d\u5229\u7528\u53ef\u80fd\u306a\u30ce\u30fc\u30c8\u5316<\/li>\n<\/ul>\n<pre><code># \u4f8b\uff1a\u6c17\u8c61\u5e81API\u304b\u3089\u81ea\u52d5\u53d6\u5f97\r\nimport requests\r\nimport pandas as pd\r\nurl = \"https:\/\/www.jma.go.jp\/bosai\/quake\/data\/list.json\"\r\ndf = pd.DataFrame(requests.get(url).json())\r\ndf.to_parquet(\"earthquake.parquet\")\r\n<\/code><\/pre>\n<p>\u4e00\u5ea6\u3053\u308c\u3092\u4f5c\u308b\u3068\u3001<\/p>\n<p><strong>\u30c7\u30fc\u30bf\u53d6\u5f97 \u2192 \u4eee\u8aac \u2192 \u691c\u8a3c<\/strong><\/p>\n<p>\u306e\u30eb\u30fc\u30d7\u3092\u4f55\u5ea6\u3067\u3082\u56de\u305b\u308b\u201c\u5b9f\u9a13\u5de5\u5834\u201d\u304c\u5b8c\u6210\u3059\u308b\u3002<\/p>\n<hr data-sourcepos=\"58:1-59:0\" \/>\n<h1>2. AI\u3067\u4eee\u8aac\u3092\u91cf\u7523\u3059\u308b\uff0810\u301c50\u500b\u304c\u666e\u901a\uff09<\/h1>\n<p>\u6614\u306f <br \/>\n<strong>\u7814\u7a76\u8005\u306e\u76f4\u611f \u2192 \u4eee\u8aac1\u3064 \u2192 \u691c\u8a3c<\/strong> <br \/>\n\u3068\u3044\u3046\u6d41\u308c\u304c\u591a\u304b\u3063\u305f\u3002<\/p>\n<p>\u3067\u3082AI\u3092\u4f7f\u3046\u3068\u3001 <br \/>\n<strong>\u4eee\u8aac\u304c10\u301c50\u500b\u307e\u3068\u3081\u3066\u51fa\u3066\u304f\u308b<\/strong>\u3002<\/p>\n<h2 data-sourcepos=\"69:1-69:32\">\u5b9f\u969b\u306eAI\u3068\u306e\u5bfe\u8a71\u4f8b\uff1a<\/h2>\n<pre><code>\u300c\u3053\u306e\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u7570\u5e38\u5024\u306e\u539f\u56e0\u5019\u88dc\u309210\u500b\u6319\u3052\u3066\u300d\r\n<\/code><\/pre>\n<p>AI\u306f\u3059\u3050\u306b\uff1a<\/p>\n<ul data-sourcepos=\"77:1-87:0\">\n<li>\u5730\u7406\u7684\u504f\u308a<\/li>\n<li>\u89b3\u6e2c\u70b9\u306e\u30ce\u30a4\u30ba<\/li>\n<li>\u5b63\u7bc0\u6027<\/li>\n<li>\u5916\u308c\u5024\u306e\u6df7\u5165<\/li>\n<li>\u8a08\u6e2c\u6a5f\u5668\u306e\u8aa4\u5dee<\/li>\n<li>\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306e\u504f\u308a<\/li>\n<li>\u793e\u4f1a\u30a4\u30d9\u30f3\u30c8\u306e\u5f71\u97ff<\/li>\n<li>\u4f11\u65e5\u52b9\u679c<\/li>\n<li>\u30c8\u30ec\u30f3\u30c9\u5909\u5316<\/li>\n<li>\u30c7\u30fc\u30bf\u6b20\u640d\u306e\u5f71\u97ff<\/li>\n<\/ul>\n<p>\u306a\u3069\u3092\u4e00\u6c17\u306b\u51fa\u3057\u3066\u304f\u308b\u3002<\/p>\n<p><strong>\u4eba\u9593\u3060\u3051\u3067\u306f\u7d76\u5bfe\u306b\u51fa\u306a\u3044\u4eee\u8aac\u304c\u51fa\u308b\u3002<\/strong> <br \/>\n\u3053\u308c\u304cAI\u306e\u6700\u5927\u306e\u5f37\u307f\u3002<\/p>\n<hr data-sourcepos=\"93:1-94:0\" \/>\n<h1>3. Python\u3067\u9ad8\u901f\u691c\u8a3c\uff0830\u79d2\u3067\u4eee\u8aac\u304c\u6b7b\u306c\uff09<\/h1>\n<p>\u4eee\u8aac\u3092\u691c\u8a3c\u3059\u308b\u30b3\u30fc\u30c9\u3092\u30c6\u30f3\u30d7\u30ec\u5316\u3057\u3066\u304a\u304f\u3068\u3001 <br \/>\n<strong>\u4eee\u8aac \u2192 \u30b3\u30fc\u30c9\u5b9f\u884c \u2192 \u7d71\u8a08\u691c\u5b9a \u2192 \u7d50\u679c<\/strong> <br \/>\n\u304c\u6570\u5341\u79d2\u301c\u6570\u5206\u3067\u7d42\u308f\u308b\u3002<\/p>\n<pre><code># t\u691c\u5b9a\u306e\u30c6\u30f3\u30d7\u30ec\r\nfrom scipy import stats\r\nresult = stats.ttest_ind(groupA, groupB)\r\nprint(result)\r\n<\/code><\/pre>\n<p>\u7d50\u679c\uff1a<\/p>\n<ul data-sourcepos=\"111:1-113:0\">\n<li><strong>\u6709\u610f\u5dee\u306a\u3057 \u2192 \u4eee\u8aac\u6b7b\u4ea1<\/strong><\/li>\n<li><strong>\u518d\u73fe\u6027\u306a\u3057 \u2192 \u4eee\u8aac\u6b7b\u4ea1<\/strong><\/li>\n<\/ul>\n<p>\u3053\u308c\u304c30\u79d2\u3067\u8d77\u304d\u308b\u3002<\/p>\n<p>\u6700\u521d\u306f\u30b7\u30e7\u30c3\u30af\u3060\u3063\u305f\u3051\u3069\u3001 <br \/>\n\u4eca\u306f\u3080\u3057\u308d\u00a0<strong>\u3053\u306e\u901f\u5ea6\u304c\u697d\u3057\u3044<\/strong>\u3002<\/p>\n<hr data-sourcepos=\"119:1-120:0\" \/>\n<h1>4. \u5426\u5b9a\u7d50\u679c\u304c\u5927\u91cf\u306b\u51fa\u308b\uff08\u3067\u3082\u305d\u308c\u304c\u79d1\u5b66\uff09<\/h1>\n<p>\u4f8b\u3048\u3070\uff1a<\/p>\n<p><strong>\u4eee\u8aac\uff1a\u5730\u9707\u306e\u6df1\u3055\u306b\u7279\u5b9a\u306e\u5206\u5e03\u304c\u3042\u308b\u306e\u3067\u306f\uff1f<\/strong> <br \/>\n\u2192 \u7d71\u8a08\u691c\u5b9a <br \/>\n\u2192\u00a0<strong>\u518d\u73fe\u6027\u306a\u3057<\/strong><\/p>\n<p>\u3067\u3082\u3053\u308c\u306f\u5065\u5168\u3002<\/p>\n<p>\u79d1\u5b66\u306f\u672c\u6765\u3001<\/p>\n<p><strong>\u4eee\u8aac \u2192 \u691c\u8a3c \u2192 \u5426\u5b9a<\/strong><\/p>\n<p>\u306e\u7e70\u308a\u8fd4\u3057\u3060\u304b\u3089\u3002<\/p>\n<hr data-sourcepos=\"137:1-138:0\" \/>\n<h1>5. AI\u6642\u4ee3\u306e\u7814\u7a76\u306f\u300c\u4eee\u8aac\u7a7a\u9593\u306e\u63a2\u7d22\u300d\u306b\u306a\u308b<\/h1>\n<p>\u6614\u306e\u7814\u7a76\u306f <br \/>\n<strong>1\u3064\u306e\u4eee\u8aac\u3092\u6df1\u6398\u308a\u3059\u308b\u4f5c\u696d<\/strong>\u3002<\/p>\n<p>\u4eca\u306f\u3001<\/p>\n<p><strong>\u4eee\u8aac\u7a7a\u9593\u3092\u63a2\u7d22\u3059\u308b\u4f5c\u696d<\/strong> <br \/>\n\u306b\u5909\u308f\u3063\u305f\u3002<\/p>\n<ul data-sourcepos=\"149:1-153:0\">\n<li>\u30c7\u30fc\u30bf\u57fa\u76e4<\/li>\n<li>AI\u4eee\u8aac\u751f\u6210<\/li>\n<li>\u9ad8\u901f\u691c\u8a3c<\/li>\n<li>\u6b21\u306e\u4eee\u8aac\u3078<\/li>\n<\/ul>\n<p>\u3053\u306e\u30eb\u30fc\u30d7\u3092\u56de\u3057\u7d9a\u3051\u308b\u3002<\/p>\n<hr data-sourcepos=\"156:1-157:0\" \/>\n<h1>6. \u7814\u7a76\u304c\u201c\u30b2\u30fc\u30e0\u5316\u201d\u3059\u308b<\/h1>\n<p>\u4eee\u8aac <br \/>\n\u2193 <br \/>\n\u691c\u8a3c <br \/>\n\u2193 <br \/>\n\u30dc\u30c4<\/p>\n<p>\u304c\u9ad8\u901f\u306a\u306e\u3067\u3001 <br \/>\n<strong>\u30b2\u30fc\u30e0\u307f\u305f\u3044\u306b\u7814\u7a76\u304c\u9032\u3080<\/strong>\u3002<\/p>\n<ul data-sourcepos=\"169:1-172:0\">\n<li>\u3053\u306e\u4eee\u8aac\u306f\u3069\u3046\u3060\u308d\u3046<\/li>\n<li>\u7d71\u8a08\u7684\u306b\u6709\u610f\uff1f<\/li>\n<li>\u3042\u3001\u30c0\u30e1\u3060\u3063\u305f<\/li>\n<\/ul>\n<p>\u3053\u308c\u3092\u4f55\u5341\u56de\u3067\u3082\u56de\u305b\u308b\u3002<\/p>\n<hr data-sourcepos=\"175:1-176:0\" \/>\n<h1>\u307e\u3068\u3081\uff1aAI\u6642\u4ee3\u306e\u7814\u7a76\u30b9\u30bf\u30a4\u30eb\u306f\u3053\u306e3\u3064<\/h1>\n<ul data-sourcepos=\"179:1-182:0\">\n<li><strong>\u30c7\u30fc\u30bf\u57fa\u76e4\u69cb\u7bc9<\/strong><\/li>\n<li><strong>\u4eee\u8aac\u91cf\u7523\uff08AI\uff09<\/strong><\/li>\n<li><strong>\u9ad8\u901f\u691c\u8a3c\uff08Python\uff09<\/strong><\/li>\n<\/ul>\n<p>AI\u306f\uff1a<\/p>\n<ul data-sourcepos=\"185:1-188:0\">\n<li>\u4eee\u8aac\u751f\u6210<\/li>\n<li>\u6587\u732e\u6574\u7406<\/li>\n<li>\u601d\u8003\u88dc\u52a9<\/li>\n<\/ul>\n<p>\u4eba\u9593\u306f\uff1a<\/p>\n<ul data-sourcepos=\"191:1-193:0\">\n<li>\u554f\u3044\u3092\u7acb\u3066\u308b<\/li>\n<li>\u7d50\u679c\u3092\u89e3\u91c8\u3059\u308b<\/li>\n<\/ul>\n<p>\u3053\u306e\u5f79\u5272\u5206\u62c5\u304c\u6700\u5f37\u3002<\/p>\n<hr data-sourcepos=\"196:1-197:0\" \/>\n<h1>\u304a\u308f\u308a\u306b<\/h1>\n<p>\u307e\u3060\u8a66\u884c\u932f\u8aa4\u4e2d\u3067\u3059\u304c\u3001 <br \/>\n\u3053\u306e\u30b9\u30bf\u30a4\u30eb\u306f\u00a0<strong>\u304b\u306a\u308a\u697d\u3057\u304f\u7814\u7a76\u3067\u304d\u308b\u65b9\u6cd5<\/strong>\u00a0\u3060\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3082\u3057<\/p>\n<ul data-sourcepos=\"204:1-206:0\">\n<li>AI\u3092\u7814\u7a76\u306b\u4f7f\u3063\u3066\u3044\u308b\u4eba<\/li>\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3057\u3066\u3044\u308b\u4eba<\/li>\n<\/ul>\n<p>\u304c\u3044\u305f\u3089\u3001\u305c\u3072\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/section>\n","protected":false},"excerpt":{"rendered":"\u30cd\u30c3\u30c8\u3067\u3053\u3093\u306a\u8a18\u4e8b\u304c\u3042\u3063\u305f\u3002 \u305d\u3053\u307e\u3067\u30b7\u30b9\u30c6\u30e0\u3084AI\u3084Python\u306b\u8a73\u3057\u304f\u306a\u3044\u306e\u3067\u3001\u5185\u5bb9\u306e\u8a55\u4fa1\u306f\u3067\u304d\u306a\u3044\u304c\u3001\u4f55\u304b\u5927\u304d\u306a\u5909\u5316\u304c\u8d77\u3053\u3063\u3066\u3044\u308b\u306e\u304b\u3082\u3057\u308c\u306a\u3044\u306e\u3067\u3001\u3054\u7d39\u4ecb\u3002 \u8a18\u4e8b\u306e\u6295\u7a3f\u8005\u3000Nom@d94231\u3000\u6c0f\u306f\u3001\u300c\u7d71\u8a08\u30fbAI &#8230;","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21,26],"tags":[],"class_list":["post-7109","post","type-post","status-publish","format-standard","hentry","category-engineering","category-development"],"_links":{"self":[{"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/posts\/7109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/comments?post=7109"}],"version-history":[{"count":6,"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/posts\/7109\/revisions"}],"predecessor-version":[{"id":7115,"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/posts\/7109\/revisions\/7115"}],"wp:attachment":[{"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/media?parent=7109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/categories?post=7109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jfs.or.jp\/jfs-cs\/wp-json\/wp\/v2\/tags?post=7109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}