Excel\u4e16\u4ee3\u5fc5\u898b\uff01AI\u3068Python\u3067\u201c\u5224\u65ad\u529b\u5f37\u5316\u201d\u578b\u696d\u52d9\u6539\u9769\u3092\u63a8\u9032\u3059\u308b\u65b9\u6cd5<\/title>\n <meta name=\"description\" content=\"Excel\u4e00\u7b4b\u3060\u3063\u305f\u3042\u306a\u305f\u3078\u3002AI\u3068Python\u3067\u696d\u52d9\u3092\u6839\u672c\u304b\u3089\u9032\u5316\u3055\u305b\u308b\u201c\u5224\u65ad\u529b\u5f37\u5316\u578b\u201d\u6539\u9769\u306e\u5b9f\u8df5\u30ac\u30a4\u30c9\u3002\u4e8b\u4f8b\u3068\u30ce\u30a6\u30cf\u30a6\u6e80\u8f09\u3001\u73fe\u5834\u306e\u30ea\u30a2\u30eb\u3082\u672c\u97f3\u3067\u89e3\u8aac\uff01\">\n <style>\n body { font-family: \"Yu Gothic\", \"Meiryo\", sans-serif; margin: 2em; color: #222; background: #f8f8fa; }\n h1, h2, h3 { color: #004080; }\n .box { background: #fff; border: 1px solid #dde; border-radius: 10px; padding: 1em 2em; margin: 2em 0; }\n code, pre { background: #f4f4f8; border-radius: 3px; }\n .tip { background: #e5f9e7; border-left: 5px solid #41b883; padding: 0.7em 1em; margin: 1em 0;}\n .humor { color: #007a5a; font-style: italic;}\n <\/style>\n<\/head>\n<body>\n \n <div class=\"box\">\n <h2>\u306f\u3058\u3081\u306b\uff1a<br>Excel\u306f\u201c\u5352\u696d\u201d\u3057\u3066\u3082\u3044\u3044\u306e\u304b\uff1f<\/h2>\n <p>\n \u300c\u5168\u90e8Excel\u3067\u7ba1\u7406\u3057\u3066\u308b\u304b\u3089\u5927\u4e08\u592b\uff01\u300d\u305d\u3046\u80f8\u3092\u5f35\u308b\u3042\u306a\u305f\u3001\u305d\u306e\u81ea\u4fe1\u3001\u5b9f\u306f\u201c\u843d\u3068\u3057\u7a74\u201d\u306b\u306a\u3063\u3066\u3044\u307e\u305b\u3093\u304b\uff1f<br>\n \u4eca\u3084\u3001\u751f\u6210AI\u3068Python\u3068\u3044\u3046\u201c\u601d\u8003\u3059\u308b\u9053\u5177\u201d\u304c\u3001\u696d\u52d9\u306e\u73fe\u5834\u3092\u6839\u672c\u304b\u3089\u5909\u3048\u59cb\u3081\u3066\u3044\u307e\u3059\u3002<br>\n <span class=\"humor\">\uff08\u3082\u3046VLOOKUP\u3067\u30a4\u30e9\u30a4\u30e9\u3059\u308b\u6642\u4ee3\u306f\u7d42\u308f\u308a\u3067\u3059\u3002\uff09<\/span>\n <\/p>\n <\/div>\n\n <h2>1. Excel\u3060\u3051\u3067\u306f\u306a\u305c\u9650\u754c\u306a\u306e\u304b\uff1f<\/h2>\n <div class=\"box\">\n <p>\n Excel\u306f\u9593\u9055\u3044\u306a\u304f\u5049\u5927\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<br>\n \u3057\u304b\u3057\u3001\u73fe\u4ee3\u696d\u52d9\u3067\u306f\u300c\u5927\u91cf\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u30fb\u5206\u6790\u300d\u300c\u624b\u4f5c\u696d\u306e\u81ea\u52d5\u5316\u300d\u300c\u9ad8\u5ea6\u306a\u53ef\u8996\u5316\u300d\u300cAI\u306b\u3088\u308b\u4e88\u6e2c\u3084\u6700\u9069\u5316\u300d\u306a\u3069\u3001\n Excel\u3060\u3051\u3067\u306f\u5bfe\u5fdc\u3067\u304d\u306a\u3044\u9818\u57df\u304c\u6025\u5897\u3057\u3066\u3044\u307e\u3059\u3002\n <\/p>\n <ul>\n <li>\u30c7\u30fc\u30bf\u91cf\u304c10\u4e07\u884c\u3092\u8d85\u3048\u308b\u3068\u9014\u7aef\u306b\u91cd\u3044\u30fb\u56fa\u307e\u308b<\/li>\n <li>\u624b\u52d5\u30b3\u30d4\u30da\u3084\u95a2\u6570\u30df\u30b9\u304c\u591a\u767a\u3001\u7ba1\u7406\u3082\u7169\u96d1<\/li>\n <li>\u6a5f\u68b0\u5b66\u7fd2\u30fbAI\u306e\u6d3b\u7528\u306fVBA\u3067\u306f\u307b\u307c\u4e0d\u53ef\u80fd<\/li>\n <\/ul>\n <div class=\"tip\">\n <strong>\u73fe\u5834\u3042\u308b\u3042\u308b\uff1a<\/strong>\u300c1\u30d5\u30a1\u30a4\u30eb2GB\u306eExcel\u304c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u9001\u308c\u306a\u3044\u300d\u300c\u3046\u3063\u304b\u308a\u5168\u6d88\u3057\u3057\u3066\u5730\u7344\u300d<br>\n \u2026\u305d\u3093\u306a\u7d4c\u9a13\u3001\u3042\u308a\u307e\u305b\u3093\u304b\uff1f\n <\/div>\n <\/div>\n\n <h2>2. \u306a\u305c\u4eca\u3001Python\u3068AI\u306a\u306e\u304b\uff1f<\/h2>\n <div class=\"box\">\n <ul>\n <li>Python\u306f\u300c\u81ea\u52d5\u5316\u300d\u300c\u5206\u6790\u300d\u300cAI\u6d3b\u7528\u300d\u306e\u5168\u90e8\u3092\u4e00\u3064\u3067\u3067\u304d\u308b<\/li>\n <li>\u751f\u6210AI\uff08ChatGPT\u3084Copilot\uff09\u306f\u201c\u4f55\u3092\u3057\u305f\u3044\u304b\u201d\u3092\u4f1d\u3048\u308b\u3060\u3051\u3067Python\u30b3\u30fc\u30c9\u3092\u4f5c\u3063\u3066\u304f\u308c\u308b<\/li>\n <li>\u300c\u601d\u8003\u529b\u306e\u5f37\u5316\u300d\uff1d\u81ea\u5206\u3067\u8003\u3048\u30fb\u4ed5\u7d44\u307f\u3092\u4f5c\u308b\u7fd2\u6163\u304c\u8eab\u306b\u4ed8\u304f<\/li>\n <li>\u4e16\u754c\u4e2d\u306e\u696d\u52d9\u6539\u5584\u4e8b\u4f8b\u30fb\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u8cc7\u7523\u304c\u6bce\u65e5\u751f\u307e\u308c\u3066\u3044\u308b<\/li>\n <\/ul>\n <p>\n <strong>Excel<\/strong>\u306f\u201c\u7d50\u679c\u3092\u51fa\u3059\u9053\u5177\u201d\u3001<strong>Python+AI<\/strong>\u306f\u201c\u8003\u3048\u65b9\u3054\u3068\u5909\u3048\u308b\u9053\u5177\u201d\u3067\u3059\u3002\n <\/p>\n <\/div>\n\n <h2>3. \u201c\u5224\u65ad\u529b\u5f37\u5316\u201d\u306e\u610f\u5473\u2015\u2015AI\u6642\u4ee3\u306e\u30d3\u30b8\u30cd\u30b9\u306b\u5fc5\u8981\u306a\u529b<\/h2>\n <div class=\"box\">\n <p>\n <strong>\u300cAI\u00d7Python\uff1d\u81ea\u5206\u306e\u4eee\u8aac\u3092\u3001\u5373\u5ea7\u306b\u691c\u8a3c\u3067\u304d\u308b\u529b\u300d<\/strong><br>\n <br>\n \u696d\u52d9\u73fe\u5834\u3067\u672c\u5f53\u306b\u6b32\u3057\u3044\u306e\u306f\u300c\u6b63\u78ba\u306a\u7b54\u3048\u300d\u3088\u308a\u3082\u300c\u3088\u308a\u826f\u3044\u610f\u601d\u6c7a\u5b9a\u300d\u306e\u306f\u305a\u3002<br>\n Python\u3067\u30c7\u30fc\u30bf\u3092\u81ea\u7531\u81ea\u5728\u306b\u3044\u3058\u308a\u5012\u3057\u3001AI\u3067\u201c\u30d1\u30bf\u30fc\u30f3\u201d\u3084\u201c\u7570\u5e38\u201d\u3092\u898b\u629c\u304f\u2015\u2015<br>\n \u305d\u308c\u3092\u65e5\u5e38\u7684\u306b\u201c\u81ea\u5206\u306e\u624b\u201d\u3067\u3067\u304d\u308b\u3053\u3068\u304c\u3001\u5224\u65ad\u529b\u306e\u5f37\u5316\u306a\u306e\u3067\u3059\u3002\n <\/p>\n <div class=\"tip\">\n <strong>\u4f8b\uff1a<\/strong> \u55b6\u696d\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u5206\u6790\u3001\u6a5f\u68b0\u306e\u7570\u5e38\u4e88\u5146\u691c\u77e5\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u884c\u52d5\u306e\u6df1\u6398\u308a\u5206\u6790\u2026\n <\/div>\n <\/div>\n\n <h2>4. Excel\u4e16\u4ee3\u306e\u300cPython\uff0bAI\u300d\u5165\u9580\u30b9\u30c8\u30fc\u30ea\u30fc<\/h2>\n <div class=\"box\">\n <h3>\uff081\uff09Excel\u2192Python\u79fb\u884c\u306e\u7b2c\u4e00\u6b69<\/h3>\n <ul>\n <li>Python\u306f\u7121\u6599\u3002\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f10\u5206\u3067\u5b8c\u4e86\u3002<\/li>\n <li>\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u30fb\u96c6\u8a08\u306fPandas\uff08\u30a8\u30af\u30bb\u30eb\u611f\u899a\u3067\u6271\u3048\u308b\uff01\uff09<\/li>\n <li>ChatGPT\u3084Copilot\u306b\u300c\u3053\u3093\u306a\u3053\u3068\u3057\u305f\u3044\u300d\u3068\u805e\u304f\u3068\u3001\u307b\u307c\u81ea\u52d5\u3067\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u51fa\u3057\u3066\u304f\u308c\u308b<\/li>\n <\/ul>\n <h3>\uff082\uff09\u5b9f\u969b\u306e\u73fe\u5834\uff1a\u4f8b\u984c\u3067\u5b9f\u611f<\/h3>\n <pre><code>\nimport pandas as pd\n# Excel\u304b\u3089\u30c7\u30fc\u30bf\u8aad\u8fbc\ndf = pd.read_excel(\"sales.xlsx\")\n# \u6708\u3054\u3068\u306b\u5408\u8a08\nmonthly = df.groupby(\"\u6708\")[\"\u58f2\u4e0a\"].sum()\nprint(monthly)\n <\/code><\/pre>\n <p>\n \u305f\u3063\u305f\u3053\u308c\u3060\u3051\u3067\u300c\u6570\u5343\u884c\u306e\u96c6\u8a08\u30fb\u4e26\u3079\u66ff\u3048\u30fb\u30b0\u30e9\u30d5\u5316\u300d\u304c\u4e00\u77ac\u3067\u7d42\u308f\u308a\u307e\u3059\u3002\n <\/p>\n <\/div>\n\n <h2>5. Python\u00d7AI\u306e\u5177\u4f53\u7684\u6d3b\u7528\u4f8b<\/h2>\n <div class=\"box\">\n <h3>\uff08A\uff09\u753b\u50cf\u8a8d\u8b58\u30fb\u81ea\u52d5\u5206\u985e<\/h3>\n <ul>\n <li>\u73fe\u5834\u5199\u771f\u304b\u3089\u7570\u5e38\u691c\u51fa\uff08\u4f8b\uff1a\u5de5\u5834\u306e\u4e0d\u826f\u54c1\u691c\u51fa\u3001\u5efa\u8a2d\u73fe\u5834\u306e\u5b89\u5168\u30c1\u30a7\u30c3\u30af\uff09<\/li>\n <li>OpenCV\u3084YOLO\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u7121\u6599\u30fb\u7c21\u5358\u306b\u4f7f\u3048\u308b<\/li>\n <\/ul>\n <h3>\uff08B\uff09\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30fb\u691c\u7d22<\/h3>\n <ul>\n <li>\u8b70\u4e8b\u9332\u3084\u5831\u544a\u66f8\u3092AI\u3067\u8981\u7d04\u30fb\u30ad\u30fc\u30ef\u30fc\u30c9\u62bd\u51fa<\/li>\n <li>\u5168\u6587\u691c\u7d22\u3067\u300c\u898b\u305f\u3044\u7b87\u6240\u300d\u3092\u4e00\u767a\u3067\u63a2\u3057\u51fa\u3059<\/li>\n <\/ul>\n <h3>\uff08C\uff09\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30fb\u696d\u52d9\u81ea\u52d5\u5316<\/h3>\n <ul>\n <li>\u5b9a\u578b\u554f\u5408\u305b\u306fAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u307e\u304b\u305b\u308b<\/li>\n <li>\u4eba\u624b\u306e\u304b\u304b\u308b\u300c\u30b3\u30d4\u30da\u696d\u52d9\u300d\u300c\u65e5\u5831\u96c6\u8a08\u300d\u3082\u81ea\u52d5\u5316<\/li>\n <\/ul>\n <div class=\"tip\">\n <strong>\u30e6\u30fc\u30e2\u30a2\uff1a<\/strong> <span class=\"humor\">\u201cExcel\u5730\u7344\u201d\u306f\u3082\u3046\u5352\u696d\uff01Python\u3067\u300c\u6642\u77ed\u2192\u982d\u8133\u6d3e\u300d\u3078\u3002<\/span>\n <\/div>\n <\/div>\n\n <h2>6. Excel\u4e16\u4ee3\u304c\u300c\u6368\u3066\u3066\u306f\u3044\u3051\u306a\u3044\u3082\u306e\u300d\u3068\u300c\u6368\u3066\u308b\u3079\u304d\u3082\u306e\u300d<\/h2>\n <div class=\"box\">\n <ul>\n <li><strong>\u6368\u3066\u3066\u306f\u3044\u3051\u306a\u3044\uff1a\u73fe\u5834\u611f\u899a\u30fb\u4eee\u8aac\u601d\u8003\u30fb\u6ce5\u81ed\u3044\u691c\u8a3c<\/strong><\/li>\n <li><strong>\u6368\u3066\u308b\u3079\u304d\uff1a\u30b3\u30d4\u30da\u3068\u624b\u4f5c\u696d\u3001\u201cExcel\u4fe1\u4ef0\u201d<\/strong><\/li>\n <\/ul>\n <p>\n Excel\u4e16\u4ee3\u306e\u5f37\u307f\u306f\u3001\u300c\u73fe\u5834\u3092\u77e5\u3063\u3066\u3044\u308b\u3053\u3068\u300d\u300c\u56f0\u3063\u305f\u6642\u306e\u5de5\u592b\u529b\u300d\u306b\u3042\u308a\u307e\u3059\u3002\n \u3053\u308c\u3092Python\u3067\u201c\u4ed5\u7d44\u307f\u5316\u201d\u3059\u308b\u3053\u3068\u304c\u3001AI\u6642\u4ee3\u306b\u751f\u304d\u6b8b\u308b\u6700\u5f37\u306e\u30b9\u30ad\u30eb\u3067\u3059\u3002\n <\/p>\n <\/div>\n\n <h2>7. \u696d\u52d9\u6539\u9769\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u30dd\u30a4\u30f3\u30c8<\/h2>\n <div class=\"box\">\n <ul>\n <li><strong>\u307e\u305a\u306f\u5c0f\u3055\u304f\u59cb\u3081\u308b<\/strong>\uff081\u30d5\u30a1\u30a4\u30eb\u30fb1\u696d\u52d9\u304b\u3089\uff09<\/li>\n <li><strong>\u5931\u6557\u3092\u6050\u308c\u305a\u3001AI\u3068Python\u306b\u201c\u3084\u3089\u305b\u3066\u307f\u308b\u201d<\/strong><\/li>\n <li><strong>\u5468\u56f2\u3092\u5dfb\u304d\u8fbc\u3080\u3001\u4ef2\u9593\u3092\u4f5c\u308b<\/strong><\/li>\n <li><strong>\u5b9a\u671f\u7684\u306b\u73fe\u5834\u30fb\u4e0a\u53f8\u30fbAI\u306b\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u6c42\u3081\u308b<\/strong><\/li>\n <\/ul>\n <div class=\"tip\">\n <strong>\u30df\u30cb\u30de\u30e0\u30b9\u30bf\u30fc\u30c8\u4f8b\uff1a<\/strong>\u300c\u6bce\u9031\u306e\u58f2\u4e0a\u96c6\u8a08\u3060\u3051\u3092Python\u3067\u81ea\u52d5\u5316\u300d\u2192\u300c\u534a\u81ea\u52d5\u3067AI\u8981\u7d04\u300d\u2192\u300c\u4ed6\u306e\u696d\u52d9\u306b\u3082\u5c55\u958b\u300d<br>\n \u30b9\u30e2\u30fc\u30eb\u30b5\u30af\u30bb\u30b9\u3092\u7a4d\u307f\u4e0a\u3052\u307e\u3057\u3087\u3046\u3002\n <\/div>\n <\/div>\n\n <h2>8. Python+AI\u5c0e\u5165\u5f8c\u306e\u201c\u672a\u6765\u50cf\u201d<\/h2>\n <div class=\"box\">\n <p>\n \u696d\u52d9\u306f\u300c\u982d\u8133\u6d3e\u300d\u3078\u30b7\u30d5\u30c8\u3002<br>\n <ul>\n <li>\u5358\u7d14\u4f5c\u696d\u2192\u30bc\u30ed<\/li>\n <li>\u4eba\u306f\u201c\u8003\u3048\u308b\u3053\u3068\u201d\u3068\u201c\u610f\u601d\u6c7a\u5b9a\u201d\u306b\u96c6\u4e2d<\/li>\n <li>\u300c\u5c5e\u4eba\u5316\u300d\u3092\u306a\u304f\u3057\u3001\u30ca\u30ec\u30c3\u30b8\u5171\u6709\u3082\u4ed5\u7d44\u307f\u3067\u81ea\u52d5\u5316<\/li>\n <li>\u65b0\u3057\u3044\u4ed5\u4e8b\u304c\u898b\u3048\u3066\u304f\u308b\uff08\u30c7\u30fc\u30bf\u99c6\u52d5\u306e\u30d3\u30b8\u30cd\u30b9\u63d0\u6848\u3001AI\u76e3\u7763\u8005\u306a\u3069\uff09<\/li>\n <\/ul>\n <\/p>\n <\/div>\n\n <h2>9. \u3010\u4e8b\u4f8b\u3011Python+AI\u3067\u3053\u3053\u307e\u3067\u5909\u308f\u3063\u305f\uff01<\/h2>\n <div class=\"box\">\n <h3>\u25cfA\u793e\uff1a\u55b6\u696d\u65e5\u5831\u306e\u81ea\u52d5\u96c6\u8a08\uff06\u7570\u5e38\u691c\u77e5<\/h3>\n <p>\n \u4ee5\u524d\u306f\u300c\u6bce\u65e5Excel\u96c6\u8a08\u2192\u624b\u4f5c\u696d\u3067\u307e\u3068\u3081\u3066\u63d0\u51fa\u300d\u3060\u3063\u305f\u304c\u3001<br>\n <strong>Python\u3067\u81ea\u52d5\u5316\uff0bAI\u3067\u7570\u5e38\u691c\u77e5<\/strong>\u3092\u5165\u308c\u305f\u7d50\u679c\u3001<br>\n <span class=\"humor\">\u96c6\u8a08\u30df\u30b9\u30fb\u624b\u623b\u308a\u30bc\u30ed\u3001\u55b6\u696d\u5168\u54e1\u304c\u300c\u306a\u305c\u7570\u5e38\u306a\u306e\u304b\u300d\u307e\u3067\u81ea\u5206\u3067\u8aac\u660e\u3067\u304d\u308b\u3088\u3046\u306b\u3002<\/span>\n <\/p>\n <h3>\u25cfB\u793e\uff1a\u5728\u5eab\u7ba1\u7406\u306eAI\u5316<\/h3>\n <p>\n Excel\u3067\u306f\u624b\u306b\u8ca0\u3048\u306a\u304b\u3063\u305f\u5927\u91cf\u5728\u5eab\u30fb\u51fa\u8377\u30c7\u30fc\u30bf\u3002<br>\n Python\uff0bAI\u3067\u201c\u5c06\u6765\u4e88\u6e2c\u201d\u3092\u81ea\u52d5\u8a08\u7b97\u3057\u3001\u4ed5\u5165\u308c\u30df\u30b9\u30fb\u904e\u5270\u5728\u5eab\u304c\u6fc0\u6e1b\u3002<br>\n \u696d\u52d9\u4f1a\u8b70\u3082\u300c\u6570\u5b57\u6839\u62e0\u306e\u8b70\u8ad6\u300d\u304c\u5897\u3048\u3066\u3001\u610f\u601d\u6c7a\u5b9a\u304c\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7\u3002\n <\/p>\n <h3>\u25cfC\u793e\uff1a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306eAI\u30c1\u30e3\u30c3\u30c8\u5316<\/h3>\n <p>\n \u30de\u30cb\u30e5\u30a2\u30ebQ&A\u3068Excel\u53f0\u5e33\u3067\u306f\u9650\u754c\u3002<br>\n Python\u00d7AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u300c\u805e\u3051\u3070\u5373\u7b54\u300d\u300c\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74\u3082\u81ea\u52d5\u8a18\u9332\u300d\u306b\u306a\u308a\u3001<br>\n \u30b5\u30dd\u30fc\u30c8\u30c1\u30fc\u30e0\u306e\u30b9\u30c8\u30ec\u30b9\u6fc0\u6e1b\uff06\u304a\u5ba2\u69d8\u6e80\u8db3\u5ea6\u3082UP\u3002\n <\/p>\n <\/div>\n\n <h2>10. \u3053\u308c\u304b\u3089Python\uff0bAI\u3092\u59cb\u3081\u305f\u3044\u4eba\u3078\u306e\u201c\u8d85\u30ea\u30a2\u30eb\u306a\u30a2\u30c9\u30d0\u30a4\u30b9\u201d<\/h2>\n <div class=\"box\">\n <ul>\n <li><strong>\u6700\u521d\u306f\u300c\u30b3\u30d4\u30da\u3067OK\u300d<\/strong>\uff1aChatGPT\u306b\u300c\u3053\u3046\u3057\u305f\u3044\u300d\u3068\u805e\u3044\u3066\u3001\u51fa\u305f\u30b3\u30fc\u30c9\u3092\u305d\u306e\u307e\u307e\u52d5\u304b\u305b<\/li>\n <li><strong>\u5931\u6557\u3082\u201c\u5b66\u3073\u201d<\/strong>\uff1a\u300c\u3046\u307e\u304f\u52d5\u304b\u306a\u3044\u300d\u2192\u3069\u3053\u304c\u9055\u3046\u304b\u81ea\u5206\u3067\u8a66\u884c\u932f\u8aa4\uff1d\u5224\u65ad\u529bUP\u306e\u30c1\u30e3\u30f3\u30b9<\/li>\n <li><strong>\u60c5\u5831\u6e90\u306f\u30cd\u30c3\u30c8\u306b\u5c71\u307b\u3069<\/strong>\uff1a\u56f0\u3063\u305f\u3089\u3059\u3050\u691c\u7d22\u3001Qiita\u3084\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u6d3b\u7528<\/li>\n <li><strong>\u4ef2\u9593\u304c\u3044\u308c\u3070\u632b\u6298\u3057\u306a\u3044<\/strong>\uff1aSlack\u30fbDiscord\u30fb\u52c9\u5f37\u4f1a\u2026\u5b64\u72ec\u3092\u611f\u3058\u305f\u3089\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3078\uff01<\/li>\n <\/ul>\n <div class=\"tip\">\n <span class=\"humor\">Python\u306f\u201c\u899a\u3048\u308b\u3082\u306e\u201d\u3058\u3083\u306a\u304f\u201c\u4f7f\u3063\u3066\u6163\u308c\u308b\u3082\u306e\u201d\u3002<br>\u3042\u306a\u305f\u306e\u300c\u56f0\u3063\u305f\u300d\u3092AI\u3068\u4e00\u7dd2\u306b\u89e3\u6c7a\u3057\u307e\u3057\u3087\u3046\u3002<\/span>\n <\/div>\n <\/div>\n\n <h2>11. \u304a\u308f\u308a\u306b\uff1aExcel\u4e16\u4ee3\u306e\u300c\u5352\u696d\u300d\u3068\u300c\u9032\u5316\u300d<\/h2>\n <div class=\"box\">\n <p>\n Excel\u3067\u935b\u3048\u305f\u73fe\u5834\u529b\u30fb\u4eee\u8aac\u601d\u8003\u3092\u3001<strong>Python\u00d7AI\u3067\u201c\u518d\u767a\u660e\u201d<\/strong>\u3057\u307e\u3057\u3087\u3046\u3002<br>\n \u696d\u52d9\u6539\u9769\u306e\u4e3b\u5f79\u306f\u300c\u4eba\u300d\u3067\u3059\u3002AI\u306f\u3042\u306a\u305f\u306e\u201c\u88dc\u4f50\u5b98\u201d\u3001Python\u306f\u201c\u73fe\u5834\u306e\u9053\u5177\u7bb1\u201d\u3002<br>\n \u5224\u65ad\u529b\u3068\u5275\u9020\u529b\u3092\u6b66\u5668\u306b\u3001\u6642\u4ee3\u306e\u4e00\u6b69\u5148\u3092\u884c\u304f\u696d\u52d9\u6539\u9769\u3092\u3001\u4eca\u3053\u305d\u59cb\u3081\u307e\u3057\u3087\u3046\u3002\n <\/p>\n <p class=\"humor\">\n \uff08Excel\u306f\u30b5\u30d6\u30c4\u30fc\u30eb\u3068\u3057\u3066\u5927\u5207\u306b\u2026\u305f\u3060\u3057\u201c\u5168\u90e8Excel\u201d\u306f\u3082\u3046\u3084\u3081\u307e\u3057\u3087\u3046\u3002\uff09\n <\/p>\n <\/div>\n <footer style=\"margin-top:3em; color:#888;\">\n <hr>\n <small>\n © 2025 \u682a\u5f0f\u4f1a\u793e \u30d3\u30fc\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30c7\u30b6\u30a4\u30f3\uff5cAI\u00d7Python\u3067\u751f\u304d\u629c\u304f\uff01 All rights reserved.<br>\n \u672c\u8a18\u4e8b\u306fAI\u3068\u73fe\u5834\u306e\u5b9f\u4f53\u9a13\u3092\u3082\u3068\u306b\u57f7\u7b46\u3057\u3066\u3044\u307e\u3059\u3002\u8ee2\u7528\u30fb\u5f15\u7528\u306e\u969b\u306f\u3054\u4e00\u5831\u304f\u3060\u3055\u3044\u3002\n <\/small>\n <\/footer>\n<\/body>\n<\/html>\n","protected":false},"excerpt":{"rendered":"<p>Excel\u4e16\u4ee3\u5fc5\u898b\uff01AI\u3068Python\u3067\u201c\u5224\u65ad\u529b\u5f37\u5316\u201d\u578b\u696d\u52d9\u6539\u9769\u3092\u63a8\u9032\u3059\u308b\u65b9\u6cd5 \u306f\u3058\u3081\u306b\uff1aExcel\u306f\u201c\u5352\u696d\u201d\u3057\u3066\u3082\u3044\u3044\u306e\u304b\uff1f \u300c\u5168\u90e8Excel\u3067\u7ba1\u7406\u3057\u3066\u308b\u304b\u3089\u5927\u4e08\u592b\uff01\u300d\u305d\u3046\u80f8\u3092\u5f35\u308b\u3042\u306a\u305f\u3001\u305d\u306e\u81ea\u4fe1\u3001\u5b9f\u306f\u201c\u843d\u3068\u3057\u7a74\u201d\u306b\u306a […]<\/p>\n","protected":false},"author":1,"featured_media":1403,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"sns_share_botton_hide":"","vkExUnit_sns_title":"","_vk_print_noindex":"","sitemap_hide":"","vkExUnit_EyeCatch_disable":"","_veu_custom_css":"","veu_display_promotion_alert":"common","vkexunit_cta_each_option":"","_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"_lightning_design_setting":{"layout":"default"},"footnotes":"","jetpack_post_was_ever_published":false},"categories":[6,54],"tags":[],"class_list":["post-1401","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-programing","category-54"],"aioseo_notices":[],"aioseo_head":"\n\t\t\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"takashide\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/beeknowledge.co.jp\/?p=1401\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.10\" \/>\n\t\t<meta property=\"og:locale\" content=\"ja_JP\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Bee Knowledge\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Excel\u4e16\u4ee3\u5fc5\u898b\uff01AI\u3068Python\u3067\u201c\u5224\u65ad\u529b\u5f37\u5316\u201d\u578b\u696d\u52d9\u6539\u9769\u3092\u63a8\u9032\u3059\u308b\u65b9\u6cd5 | \u77e5\u3092\u89e3\u304d\u653e\u3066 \u672a\u6765\u3092\u5275\u308b\u30c7\u30b8\u30bf\u30eb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u4f01\u696d\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/beeknowledge.co.jp\/?p=1401\" \/>\n\t\t<meta property=\"fb:admins\" content=\"takashide@beeknowledge.co.jp\" \/>\n\t\t<meta 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class=\"aioseo-breadcrumb\">\n\t\t\tExcel\u4e16\u4ee3\u5fc5\u898b\uff01AI\u3068Python\u3067\u201c\u5224\u65ad\u529b\u5f37\u5316\u201d\u578b\u696d\u52d9\u6539\u9769\u3092\u63a8\u9032\u3059\u308b\u65b9\u6cd5\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/beeknowledge.co.jp"},{"label":"\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0","link":"https:\/\/beeknowledge.co.jp\/?cat=6"},{"label":"Excel\u4e16\u4ee3\u5fc5\u898b\uff01AI\u3068Python\u3067\u201c\u5224\u65ad\u529b\u5f37\u5316\u201d\u578b\u696d\u52d9\u6539\u9769\u3092\u63a8\u9032\u3059\u308b\u65b9\u6cd5","link":"https:\/\/beeknowledge.co.jp\/?p=1401"}],"veu_head_title_object":{"title":"","add_site_title":""},"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/B957E1D0-4624-4411-9C88-CF9DF2E42B1F.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1401","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1401"}],"version-history":[{"count":2,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1401\/revisions"}],"predecessor-version":[{"id":1410,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1401\/revisions\/1410"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1403"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1401"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1401"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1401"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

$\"\"$ <\/div>\n\n\n\n \n Excel\u4e16\u4ee3\u5fc5\u898b\uff01AI\u3068Python\u3067\u201c\u5224\u65ad\u529b\u5f37\u5316\u201d\u578b\u696d\u52d9\u6539\u9769\u3092\u63a8\u9032\u3059\u308b\u65b9\u6cd5<\/title>\n <meta name=\"description\" content=\"Excel\u4e00\u7b4b\u3060\u3063\u305f\u3042\u306a\u305f\u3078\u3002AI\u3068Python\u3067\u696d\u52d9\u3092\u6839\u672c\u304b\u3089\u9032\u5316\u3055\u305b\u308b\u201c\u5224\u65ad\u529b\u5f37\u5316\u578b\u201d\u6539\u9769\u306e\u5b9f\u8df5\u30ac\u30a4\u30c9\u3002\u4e8b\u4f8b\u3068\u30ce\u30a6\u30cf\u30a6\u6e80\u8f09\u3001\u73fe\u5834\u306e\u30ea\u30a2\u30eb\u3082\u672c\u97f3\u3067\u89e3\u8aac\uff01\">\n <style>\n body { font-family: \"Yu Gothic\", \"Meiryo\", sans-serif; margin: 2em; color: #222; background: #f8f8fa; }\n h1, h2, h3 { color: #004080; }\n .box { background: #fff; border: 1px solid #dde; border-radius: 10px; padding: 1em 2em; margin: 2em 0; }\n code, pre { background: #f4f4f8; border-radius: 3px; }\n .tip { background: #e5f9e7; border-left: 5px solid #41b883; padding: 0.7em 1em; margin: 1em 0;}\n .humor { color: #007a5a; font-style: italic;}\n <\/style>\n<\/head>\n<body>\n \n <div class=\"box\">\n <h2>\u306f\u3058\u3081\u306b\uff1a<br>Excel\u306f\u201c\u5352\u696d\u201d\u3057\u3066\u3082\u3044\u3044\u306e\u304b\uff1f<\/h2>\n <p>\n \u300c\u5168\u90e8Excel\u3067\u7ba1\u7406\u3057\u3066\u308b\u304b\u3089\u5927\u4e08\u592b\uff01\u300d\u305d\u3046\u80f8\u3092\u5f35\u308b\u3042\u306a\u305f\u3001\u305d\u306e\u81ea\u4fe1\u3001\u5b9f\u306f\u201c\u843d\u3068\u3057\u7a74\u201d\u306b\u306a\u3063\u3066\u3044\u307e\u305b\u3093\u304b\uff1f<br>\n \u4eca\u3084\u3001\u751f\u6210AI\u3068Python\u3068\u3044\u3046\u201c\u601d\u8003\u3059\u308b\u9053\u5177\u201d\u304c\u3001\u696d\u52d9\u306e\u73fe\u5834\u3092\u6839\u672c\u304b\u3089\u5909\u3048\u59cb\u3081\u3066\u3044\u307e\u3059\u3002<br>\n <span class=\"humor\">\uff08\u3082\u3046VLOOKUP\u3067\u30a4\u30e9\u30a4\u30e9\u3059\u308b\u6642\u4ee3\u306f\u7d42\u308f\u308a\u3067\u3059\u3002\uff09<\/span>\n <\/p>\n <\/div>\n\n <h2>1. Excel\u3060\u3051\u3067\u306f\u306a\u305c\u9650\u754c\u306a\u306e\u304b\uff1f<\/h2>\n <div class=\"box\">\n <p>\n Excel\u306f\u9593\u9055\u3044\u306a\u304f\u5049\u5927\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<br>\n \u3057\u304b\u3057\u3001\u73fe\u4ee3\u696d\u52d9\u3067\u306f\u300c\u5927\u91cf\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u30fb\u5206\u6790\u300d\u300c\u624b\u4f5c\u696d\u306e\u81ea\u52d5\u5316\u300d\u300c\u9ad8\u5ea6\u306a\u53ef\u8996\u5316\u300d\u300cAI\u306b\u3088\u308b\u4e88\u6e2c\u3084\u6700\u9069\u5316\u300d\u306a\u3069\u3001\n Excel\u3060\u3051\u3067\u306f\u5bfe\u5fdc\u3067\u304d\u306a\u3044\u9818\u57df\u304c\u6025\u5897\u3057\u3066\u3044\u307e\u3059\u3002\n <\/p>\n <ul>\n <li>\u30c7\u30fc\u30bf\u91cf\u304c10\u4e07\u884c\u3092\u8d85\u3048\u308b\u3068\u9014\u7aef\u306b\u91cd\u3044\u30fb\u56fa\u307e\u308b<\/li>\n <li>\u624b\u52d5\u30b3\u30d4\u30da\u3084\u95a2\u6570\u30df\u30b9\u304c\u591a\u767a\u3001\u7ba1\u7406\u3082\u7169\u96d1<\/li>\n <li>\u6a5f\u68b0\u5b66\u7fd2\u30fbAI\u306e\u6d3b\u7528\u306fVBA\u3067\u306f\u307b\u307c\u4e0d\u53ef\u80fd<\/li>\n <\/ul>\n <div class=\"tip\">\n <strong>\u73fe\u5834\u3042\u308b\u3042\u308b\uff1a<\/strong>\u300c1\u30d5\u30a1\u30a4\u30eb2GB\u306eExcel\u304c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u9001\u308c\u306a\u3044\u300d\u300c\u3046\u3063\u304b\u308a\u5168\u6d88\u3057\u3057\u3066\u5730\u7344\u300d<br>\n \u2026\u305d\u3093\u306a\u7d4c\u9a13\u3001\u3042\u308a\u307e\u305b\u3093\u304b\uff1f\n <\/div>\n <\/div>\n\n <h2>2. \u306a\u305c\u4eca\u3001Python\u3068AI\u306a\u306e\u304b\uff1f<\/h2>\n <div class=\"box\">\n <ul>\n <li>Python\u306f\u300c\u81ea\u52d5\u5316\u300d\u300c\u5206\u6790\u300d\u300cAI\u6d3b\u7528\u300d\u306e\u5168\u90e8\u3092\u4e00\u3064\u3067\u3067\u304d\u308b<\/li>\n <li>\u751f\u6210AI\uff08ChatGPT\u3084Copilot\uff09\u306f\u201c\u4f55\u3092\u3057\u305f\u3044\u304b\u201d\u3092\u4f1d\u3048\u308b\u3060\u3051\u3067Python\u30b3\u30fc\u30c9\u3092\u4f5c\u3063\u3066\u304f\u308c\u308b<\/li>\n <li>\u300c\u601d\u8003\u529b\u306e\u5f37\u5316\u300d\uff1d\u81ea\u5206\u3067\u8003\u3048\u30fb\u4ed5\u7d44\u307f\u3092\u4f5c\u308b\u7fd2\u6163\u304c\u8eab\u306b\u4ed8\u304f<\/li>\n <li>\u4e16\u754c\u4e2d\u306e\u696d\u52d9\u6539\u5584\u4e8b\u4f8b\u30fb\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u8cc7\u7523\u304c\u6bce\u65e5\u751f\u307e\u308c\u3066\u3044\u308b<\/li>\n <\/ul>\n <p>\n <strong>Excel<\/strong>\u306f\u201c\u7d50\u679c\u3092\u51fa\u3059\u9053\u5177\u201d\u3001<strong>Python+AI<\/strong>\u306f\u201c\u8003\u3048\u65b9\u3054\u3068\u5909\u3048\u308b\u9053\u5177\u201d\u3067\u3059\u3002\n <\/p>\n <\/div>\n\n <h2>3. \u201c\u5224\u65ad\u529b\u5f37\u5316\u201d\u306e\u610f\u5473\u2015\u2015AI\u6642\u4ee3\u306e\u30d3\u30b8\u30cd\u30b9\u306b\u5fc5\u8981\u306a\u529b<\/h2>\n <div class=\"box\">\n <p>\n <strong>\u300cAI\u00d7Python\uff1d\u81ea\u5206\u306e\u4eee\u8aac\u3092\u3001\u5373\u5ea7\u306b\u691c\u8a3c\u3067\u304d\u308b\u529b\u300d<\/strong><br>\n <br>\n \u696d\u52d9\u73fe\u5834\u3067\u672c\u5f53\u306b\u6b32\u3057\u3044\u306e\u306f\u300c\u6b63\u78ba\u306a\u7b54\u3048\u300d\u3088\u308a\u3082\u300c\u3088\u308a\u826f\u3044\u610f\u601d\u6c7a\u5b9a\u300d\u306e\u306f\u305a\u3002<br>\n Python\u3067\u30c7\u30fc\u30bf\u3092\u81ea\u7531\u81ea\u5728\u306b\u3044\u3058\u308a\u5012\u3057\u3001AI\u3067\u201c\u30d1\u30bf\u30fc\u30f3\u201d\u3084\u201c\u7570\u5e38\u201d\u3092\u898b\u629c\u304f\u2015\u2015<br>\n \u305d\u308c\u3092\u65e5\u5e38\u7684\u306b\u201c\u81ea\u5206\u306e\u624b\u201d\u3067\u3067\u304d\u308b\u3053\u3068\u304c\u3001\u5224\u65ad\u529b\u306e\u5f37\u5316\u306a\u306e\u3067\u3059\u3002\n <\/p>\n <div class=\"tip\">\n <strong>\u4f8b\uff1a<\/strong> \u55b6\u696d\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u5206\u6790\u3001\u6a5f\u68b0\u306e\u7570\u5e38\u4e88\u5146\u691c\u77e5\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u884c\u52d5\u306e\u6df1\u6398\u308a\u5206\u6790\u2026\n <\/div>\n <\/div>\n\n <h2>4. Excel\u4e16\u4ee3\u306e\u300cPython\uff0bAI\u300d\u5165\u9580\u30b9\u30c8\u30fc\u30ea\u30fc<\/h2>\n <div class=\"box\">\n <h3>\uff081\uff09Excel\u2192Python\u79fb\u884c\u306e\u7b2c\u4e00\u6b69<\/h3>\n <ul>\n <li>Python\u306f\u7121\u6599\u3002\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f10\u5206\u3067\u5b8c\u4e86\u3002<\/li>\n <li>\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u30fb\u96c6\u8a08\u306fPandas\uff08\u30a8\u30af\u30bb\u30eb\u611f\u899a\u3067\u6271\u3048\u308b\uff01\uff09<\/li>\n <li>ChatGPT\u3084Copilot\u306b\u300c\u3053\u3093\u306a\u3053\u3068\u3057\u305f\u3044\u300d\u3068\u805e\u304f\u3068\u3001\u307b\u307c\u81ea\u52d5\u3067\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u51fa\u3057\u3066\u304f\u308c\u308b<\/li>\n <\/ul>\n <h3>\uff082\uff09\u5b9f\u969b\u306e\u73fe\u5834\uff1a\u4f8b\u984c\u3067\u5b9f\u611f<\/h3>\n <pre><code>\nimport pandas as pd\n# Excel\u304b\u3089\u30c7\u30fc\u30bf\u8aad\u8fbc\ndf = pd.read_excel(\"sales.xlsx\")\n# \u6708\u3054\u3068\u306b\u5408\u8a08\nmonthly = df.groupby(\"\u6708\")[\"\u58f2\u4e0a\"].sum()\nprint(monthly)\n <\/code><\/pre>\n <p>\n \u305f\u3063\u305f\u3053\u308c\u3060\u3051\u3067\u300c\u6570\u5343\u884c\u306e\u96c6\u8a08\u30fb\u4e26\u3079\u66ff\u3048\u30fb\u30b0\u30e9\u30d5\u5316\u300d\u304c\u4e00\u77ac\u3067\u7d42\u308f\u308a\u307e\u3059\u3002\n <\/p>\n <\/div>\n\n <h2>5. Python\u00d7AI\u306e\u5177\u4f53\u7684\u6d3b\u7528\u4f8b<\/h2>\n <div class=\"box\">\n <h3>\uff08A\uff09\u753b\u50cf\u8a8d\u8b58\u30fb\u81ea\u52d5\u5206\u985e<\/h3>\n <ul>\n <li>\u73fe\u5834\u5199\u771f\u304b\u3089\u7570\u5e38\u691c\u51fa\uff08\u4f8b\uff1a\u5de5\u5834\u306e\u4e0d\u826f\u54c1\u691c\u51fa\u3001\u5efa\u8a2d\u73fe\u5834\u306e\u5b89\u5168\u30c1\u30a7\u30c3\u30af\uff09<\/li>\n <li>OpenCV\u3084YOLO\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u7121\u6599\u30fb\u7c21\u5358\u306b\u4f7f\u3048\u308b<\/li>\n <\/ul>\n <h3>\uff08B\uff09\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30fb\u691c\u7d22<\/h3>\n <ul>\n <li>\u8b70\u4e8b\u9332\u3084\u5831\u544a\u66f8\u3092AI\u3067\u8981\u7d04\u30fb\u30ad\u30fc\u30ef\u30fc\u30c9\u62bd\u51fa<\/li>\n <li>\u5168\u6587\u691c\u7d22\u3067\u300c\u898b\u305f\u3044\u7b87\u6240\u300d\u3092\u4e00\u767a\u3067\u63a2\u3057\u51fa\u3059<\/li>\n <\/ul>\n <h3>\uff08C\uff09\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30fb\u696d\u52d9\u81ea\u52d5\u5316<\/h3>\n <ul>\n <li>\u5b9a\u578b\u554f\u5408\u305b\u306fAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u307e\u304b\u305b\u308b<\/li>\n <li>\u4eba\u624b\u306e\u304b\u304b\u308b\u300c\u30b3\u30d4\u30da\u696d\u52d9\u300d\u300c\u65e5\u5831\u96c6\u8a08\u300d\u3082\u81ea\u52d5\u5316<\/li>\n <\/ul>\n <div class=\"tip\">\n <strong>\u30e6\u30fc\u30e2\u30a2\uff1a<\/strong> <span class=\"humor\">\u201cExcel\u5730\u7344\u201d\u306f\u3082\u3046\u5352\u696d\uff01Python\u3067\u300c\u6642\u77ed\u2192\u982d\u8133\u6d3e\u300d\u3078\u3002<\/span>\n <\/div>\n <\/div>\n\n <h2>6. Excel\u4e16\u4ee3\u304c\u300c\u6368\u3066\u3066\u306f\u3044\u3051\u306a\u3044\u3082\u306e\u300d\u3068\u300c\u6368\u3066\u308b\u3079\u304d\u3082\u306e\u300d<\/h2>\n <div class=\"box\">\n <ul>\n <li><strong>\u6368\u3066\u3066\u306f\u3044\u3051\u306a\u3044\uff1a\u73fe\u5834\u611f\u899a\u30fb\u4eee\u8aac\u601d\u8003\u30fb\u6ce5\u81ed\u3044\u691c\u8a3c<\/strong><\/li>\n <li><strong>\u6368\u3066\u308b\u3079\u304d\uff1a\u30b3\u30d4\u30da\u3068\u624b\u4f5c\u696d\u3001\u201cExcel\u4fe1\u4ef0\u201d<\/strong><\/li>\n <\/ul>\n <p>\n Excel\u4e16\u4ee3\u306e\u5f37\u307f\u306f\u3001\u300c\u73fe\u5834\u3092\u77e5\u3063\u3066\u3044\u308b\u3053\u3068\u300d\u300c\u56f0\u3063\u305f\u6642\u306e\u5de5\u592b\u529b\u300d\u306b\u3042\u308a\u307e\u3059\u3002\n \u3053\u308c\u3092Python\u3067\u201c\u4ed5\u7d44\u307f\u5316\u201d\u3059\u308b\u3053\u3068\u304c\u3001AI\u6642\u4ee3\u306b\u751f\u304d\u6b8b\u308b\u6700\u5f37\u306e\u30b9\u30ad\u30eb\u3067\u3059\u3002\n <\/p>\n <\/div>\n\n <h2>7. \u696d\u52d9\u6539\u9769\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u30dd\u30a4\u30f3\u30c8<\/h2>\n <div class=\"box\">\n <ul>\n <li><strong>\u307e\u305a\u306f\u5c0f\u3055\u304f\u59cb\u3081\u308b<\/strong>\uff081\u30d5\u30a1\u30a4\u30eb\u30fb1\u696d\u52d9\u304b\u3089\uff09<\/li>\n <li><strong>\u5931\u6557\u3092\u6050\u308c\u305a\u3001AI\u3068Python\u306b\u201c\u3084\u3089\u305b\u3066\u307f\u308b\u201d<\/strong><\/li>\n <li><strong>\u5468\u56f2\u3092\u5dfb\u304d\u8fbc\u3080\u3001\u4ef2\u9593\u3092\u4f5c\u308b<\/strong><\/li>\n <li><strong>\u5b9a\u671f\u7684\u306b\u73fe\u5834\u30fb\u4e0a\u53f8\u30fbAI\u306b\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u6c42\u3081\u308b<\/strong><\/li>\n <\/ul>\n <div class=\"tip\">\n <strong>\u30df\u30cb\u30de\u30e0\u30b9\u30bf\u30fc\u30c8\u4f8b\uff1a<\/strong>\u300c\u6bce\u9031\u306e\u58f2\u4e0a\u96c6\u8a08\u3060\u3051\u3092Python\u3067\u81ea\u52d5\u5316\u300d\u2192\u300c\u534a\u81ea\u52d5\u3067AI\u8981\u7d04\u300d\u2192\u300c\u4ed6\u306e\u696d\u52d9\u306b\u3082\u5c55\u958b\u300d<br>\n \u30b9\u30e2\u30fc\u30eb\u30b5\u30af\u30bb\u30b9\u3092\u7a4d\u307f\u4e0a\u3052\u307e\u3057\u3087\u3046\u3002\n <\/div>\n <\/div>\n\n <h2>8. Python+AI\u5c0e\u5165\u5f8c\u306e\u201c\u672a\u6765\u50cf\u201d<\/h2>\n <div class=\"box\">\n <p>\n \u696d\u52d9\u306f\u300c\u982d\u8133\u6d3e\u300d\u3078\u30b7\u30d5\u30c8\u3002<br>\n <ul>\n <li>\u5358\u7d14\u4f5c\u696d\u2192\u30bc\u30ed<\/li>\n <li>\u4eba\u306f\u201c\u8003\u3048\u308b\u3053\u3068\u201d\u3068\u201c\u610f\u601d\u6c7a\u5b9a\u201d\u306b\u96c6\u4e2d<\/li>\n <li>\u300c\u5c5e\u4eba\u5316\u300d\u3092\u306a\u304f\u3057\u3001\u30ca\u30ec\u30c3\u30b8\u5171\u6709\u3082\u4ed5\u7d44\u307f\u3067\u81ea\u52d5\u5316<\/li>\n <li>\u65b0\u3057\u3044\u4ed5\u4e8b\u304c\u898b\u3048\u3066\u304f\u308b\uff08\u30c7\u30fc\u30bf\u99c6\u52d5\u306e\u30d3\u30b8\u30cd\u30b9\u63d0\u6848\u3001AI\u76e3\u7763\u8005\u306a\u3069\uff09<\/li>\n <\/ul>\n <\/p>\n <\/div>\n\n <h2>9. \u3010\u4e8b\u4f8b\u3011Python+AI\u3067\u3053\u3053\u307e\u3067\u5909\u308f\u3063\u305f\uff01<\/h2>\n <div class=\"box\">\n <h3>\u25cfA\u793e\uff1a\u55b6\u696d\u65e5\u5831\u306e\u81ea\u52d5\u96c6\u8a08\uff06\u7570\u5e38\u691c\u77e5<\/h3>\n <p>\n \u4ee5\u524d\u306f\u300c\u6bce\u65e5Excel\u96c6\u8a08\u2192\u624b\u4f5c\u696d\u3067\u307e\u3068\u3081\u3066\u63d0\u51fa\u300d\u3060\u3063\u305f\u304c\u3001<br>\n <strong>Python\u3067\u81ea\u52d5\u5316\uff0bAI\u3067\u7570\u5e38\u691c\u77e5<\/strong>\u3092\u5165\u308c\u305f\u7d50\u679c\u3001<br>\n <span class=\"humor\">\u96c6\u8a08\u30df\u30b9\u30fb\u624b\u623b\u308a\u30bc\u30ed\u3001\u55b6\u696d\u5168\u54e1\u304c\u300c\u306a\u305c\u7570\u5e38\u306a\u306e\u304b\u300d\u307e\u3067\u81ea\u5206\u3067\u8aac\u660e\u3067\u304d\u308b\u3088\u3046\u306b\u3002<\/span>\n <\/p>\n <h3>\u25cfB\u793e\uff1a\u5728\u5eab\u7ba1\u7406\u306eAI\u5316<\/h3>\n <p>\n Excel\u3067\u306f\u624b\u306b\u8ca0\u3048\u306a\u304b\u3063\u305f\u5927\u91cf\u5728\u5eab\u30fb\u51fa\u8377\u30c7\u30fc\u30bf\u3002<br>\n Python\uff0bAI\u3067\u201c\u5c06\u6765\u4e88\u6e2c\u201d\u3092\u81ea\u52d5\u8a08\u7b97\u3057\u3001\u4ed5\u5165\u308c\u30df\u30b9\u30fb\u904e\u5270\u5728\u5eab\u304c\u6fc0\u6e1b\u3002<br>\n \u696d\u52d9\u4f1a\u8b70\u3082\u300c\u6570\u5b57\u6839\u62e0\u306e\u8b70\u8ad6\u300d\u304c\u5897\u3048\u3066\u3001\u610f\u601d\u6c7a\u5b9a\u304c\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7\u3002\n <\/p>\n <h3>\u25cfC\u793e\uff1a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306eAI\u30c1\u30e3\u30c3\u30c8\u5316<\/h3>\n <p>\n \u30de\u30cb\u30e5\u30a2\u30ebQ&A\u3068Excel\u53f0\u5e33\u3067\u306f\u9650\u754c\u3002<br>\n Python\u00d7AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u300c\u805e\u3051\u3070\u5373\u7b54\u300d\u300c\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74\u3082\u81ea\u52d5\u8a18\u9332\u300d\u306b\u306a\u308a\u3001<br>\n \u30b5\u30dd\u30fc\u30c8\u30c1\u30fc\u30e0\u306e\u30b9\u30c8\u30ec\u30b9\u6fc0\u6e1b\uff06\u304a\u5ba2\u69d8\u6e80\u8db3\u5ea6\u3082UP\u3002\n <\/p>\n <\/div>\n\n <h2>10. \u3053\u308c\u304b\u3089Python\uff0bAI\u3092\u59cb\u3081\u305f\u3044\u4eba\u3078\u306e\u201c\u8d85\u30ea\u30a2\u30eb\u306a\u30a2\u30c9\u30d0\u30a4\u30b9\u201d<\/h2>\n <div class=\"box\">\n <ul>\n <li><strong>\u6700\u521d\u306f\u300c\u30b3\u30d4\u30da\u3067OK\u300d<\/strong>\uff1aChatGPT\u306b\u300c\u3053\u3046\u3057\u305f\u3044\u300d\u3068\u805e\u3044\u3066\u3001\u51fa\u305f\u30b3\u30fc\u30c9\u3092\u305d\u306e\u307e\u307e\u52d5\u304b\u305b<\/li>\n <li><strong>\u5931\u6557\u3082\u201c\u5b66\u3073\u201d<\/strong>\uff1a\u300c\u3046\u307e\u304f\u52d5\u304b\u306a\u3044\u300d\u2192\u3069\u3053\u304c\u9055\u3046\u304b\u81ea\u5206\u3067\u8a66\u884c\u932f\u8aa4\uff1d\u5224\u65ad\u529bUP\u306e\u30c1\u30e3\u30f3\u30b9<\/li>\n <li><strong>\u60c5\u5831\u6e90\u306f\u30cd\u30c3\u30c8\u306b\u5c71\u307b\u3069<\/strong>\uff1a\u56f0\u3063\u305f\u3089\u3059\u3050\u691c\u7d22\u3001Qiita\u3084\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u6d3b\u7528<\/li>\n <li><strong>\u4ef2\u9593\u304c\u3044\u308c\u3070\u632b\u6298\u3057\u306a\u3044<\/strong>\uff1aSlack\u30fbDiscord\u30fb\u52c9\u5f37\u4f1a\u2026\u5b64\u72ec\u3092\u611f\u3058\u305f\u3089\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3078\uff01<\/li>\n <\/ul>\n <div class=\"tip\">\n <span class=\"humor\">Python\u306f\u201c\u899a\u3048\u308b\u3082\u306e\u201d\u3058\u3083\u306a\u304f\u201c\u4f7f\u3063\u3066\u6163\u308c\u308b\u3082\u306e\u201d\u3002<br>\u3042\u306a\u305f\u306e\u300c\u56f0\u3063\u305f\u300d\u3092AI\u3068\u4e00\u7dd2\u306b\u89e3\u6c7a\u3057\u307e\u3057\u3087\u3046\u3002<\/span>\n <\/div>\n <\/div>\n\n <h2>11. \u304a\u308f\u308a\u306b\uff1aExcel\u4e16\u4ee3\u306e\u300c\u5352\u696d\u300d\u3068\u300c\u9032\u5316\u300d<\/h2>\n <div class=\"box\">\n <p>\n Excel\u3067\u935b\u3048\u305f\u73fe\u5834\u529b\u30fb\u4eee\u8aac\u601d\u8003\u3092\u3001<strong>Python\u00d7AI\u3067\u201c\u518d\u767a\u660e\u201d<\/strong>\u3057\u307e\u3057\u3087\u3046\u3002<br>\n \u696d\u52d9\u6539\u9769\u306e\u4e3b\u5f79\u306f\u300c\u4eba\u300d\u3067\u3059\u3002AI\u306f\u3042\u306a\u305f\u306e\u201c\u88dc\u4f50\u5b98\u201d\u3001Python\u306f\u201c\u73fe\u5834\u306e\u9053\u5177\u7bb1\u201d\u3002<br>\n \u5224\u65ad\u529b\u3068\u5275\u9020\u529b\u3092\u6b66\u5668\u306b\u3001\u6642\u4ee3\u306e\u4e00\u6b69\u5148\u3092\u884c\u304f\u696d\u52d9\u6539\u9769\u3092\u3001\u4eca\u3053\u305d\u59cb\u3081\u307e\u3057\u3087\u3046\u3002\n <\/p>\n <p class=\"humor\">\n \uff08Excel\u306f\u30b5\u30d6\u30c4\u30fc\u30eb\u3068\u3057\u3066\u5927\u5207\u306b\u2026\u305f\u3060\u3057\u201c\u5168\u90e8Excel\u201d\u306f\u3082\u3046\u3084\u3081\u307e\u3057\u3087\u3046\u3002\uff09\n <\/p>\n <\/div>\n <footer style=\"margin-top:3em; color:#888;\">\n <hr>\n <small>\n © 2025 \u682a\u5f0f\u4f1a\u793e \u30d3\u30fc\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30c7\u30b6\u30a4\u30f3\uff5cAI\u00d7Python\u3067\u751f\u304d\u629c\u304f\uff01 All rights reserved.<br>\n 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