{"id":37194,"date":"2025-08-24T22:57:13","date_gmt":"2025-08-24T13:57:13","guid":{"rendered":"https:\/\/flxy.jp\/media\/?p=37194"},"modified":"2025-08-25T10:37:48","modified_gmt":"2025-08-25T01:37:48","slug":"python%e3%81%ae%e7%94%bb%e5%83%8f%e8%aa%8d%e8%ad%98%e3%81%a8%e3%81%af%ef%bc%9f%e6%b1%82%e3%82%81%e3%82%89%e3%82%8c%e3%82%8b%e3%82%b9%e3%82%ad%e3%83%ab%e3%82%84%e9%96%8b%e7%99%ba%e3%81%ae%e6%b5%81","status":"publish","type":"post","link":"https:\/\/flxy.jp\/media\/article\/37194","title":{"rendered":"Python\u306e\u753b\u50cf\u8a8d\u8b58\u3068\u306f\uff1f\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u3084\u958b\u767a\u306e\u6d41\u308c\u307e\u3067\u89e3\u8aac"},"content":{"rendered":"<p>\u8fd1\u5e74\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u306e\u9032\u5c55\u3068\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u5897\u52a0\u306b\u3088\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3067\u753b\u50cf\u8a8d\u8b58\u306e\u6d3b\u7528\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u7279\u306b\u533b\u7642\u3001\u88fd\u9020\u3001\u4ea4\u901a\u3001\u5c0f\u58f2\u306a\u3069\u306e\u5206\u91ce\u3067\u306f\u3001\u753b\u50cf\u8a8d\u8b58\u306b\u3088\u3063\u3066\u696d\u52d9\u306e\u81ea\u52d5\u5316\u3084\u54c1\u8cea\u5411\u4e0a\u304c\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u306a\u304b\u3067\u3082\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u6df1\u5c64\u5b66\u7fd2\u3068\u89aa\u548c\u6027\u304c\u9ad8\u3044<b>Python\u306b\u3088\u308b\u753b\u50cf\u8a8d\u8b58\u958b\u767a<\/b>\u3067\u3059\u3002\u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30b7\u30f3\u30d7\u30eb\u306a\u6587\u6cd5\u306b\u3088\u308a\u3001\u5b9f\u52d9\u5c0e\u5165\u306e\u30cf\u30fc\u30c9\u30eb\u304c\u4f4e\u304f\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u3082\u53d6\u308a\u7d44\u307f\u3084\u3059\u3044\u5206\u91ce\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Python\u3092\u6d3b\u7528\u3057\u305f\u753b\u50cf\u8a8d\u8b58\u306e\u57fa\u790e\u304b\u3089\u3001\u5b9f\u52d9\u3067\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u3001\u958b\u767a\u306e\u6d41\u308c\u307e\u3067\u3092\u4e01\u5be7\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n<p><b>\u753b\u50cf\u8a8d\u8b58\u306e\u9ad8\u5358\u4fa1\u6848\u4ef6\u3092\u304a\u63a2\u3057\u306e\u65b9\u306f\u3001<a href=\"https:\/\/flxy.jp\/lp\/lp001\">FLEXY\uff08\u30d5\u30ec\u30ad\u30b7\u30fc\uff09<\/a><\/b>\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002FLEXY\u3067\u306f\u3001\u90314\u301c5\u65e5\u7a3c\u50cd\u306e\u30d5\u30eb\u30b3\u30df\u30c3\u30c8\u6848\u4ef6\u3092\u4e2d\u5fc3\u306b\u3001\u753b\u50cf\u8a8d\u8b58\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u53d6\u308a\u6271\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u304b\u3089\u30b3\u30d4\u30fc-->\n\n<div class=\"cta-btn-box\">\n<p>\u6848\u4ef6\u63a2\u3057\u306e\u60a9\u307f\u4ea4\u6e09\u306e\u4e0d\u5b89\u3001\u5c02\u4efb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5168\u3066\u30b5\u30dd\u30fc\u30c8<\/p>\n<a href=\"https:\/\/flxy.jp\/form\/expert\/input\" class=\"cta-btn-01\">\u4eca\u3059\u3050\u7121\u6599\u30ad\u30e3\u30ea\u30a2\u76f8\u8ac7\u3092\u7533\u3057\u8fbc\u3080<\/a>\n<\/div>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u307e\u3067\u30b3\u30d4\u30fc-->\n\n<div id=\"toc_container\" class=\"no_bullets\"><p class=\"toc_title\">\u76ee\u6b21<\/p><ul class=\"toc_list\"><li><a href=\"#Python\">\u753b\u50cf\u8a8d\u8b58\u3068\u306f\uff1fPython\u3067\u6271\u3046\u7406\u7531\u3068\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f<\/a><ul><li><a href=\"#Python-2\">Python\u304c\u753b\u50cf\u8a8d\u8b58\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u7406\u7531<\/a><\/li><li><a href=\"#OpenCVPyTorchYOLOTensorFlow\">\u4ee3\u8868\u7684\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\uff08OpenCV\uff0fPyTorch\uff0fYOLO\uff0fTensorFlow\u306a\u3069\uff09<\/a><\/li><\/ul><\/li><li><a href=\"#Python-3\">Python\u306e\u753b\u50cf\u8a8d\u8b58\u6848\u4ef6\u3067\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8<\/a><ul><li><a href=\"#OpenCVPillow\">OpenCV\u30fbPillow\u306a\u3069\u306e\u753b\u50cf\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u5b9f\u88c5\u7d4c\u9a13<\/a><\/li><li><a href=\"#PyTorchTensorFlow\">PyTorch\uff0fTensorFlow\u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u3088\u308b\u30e2\u30c7\u30eb\u69cb\u7bc9<\/a><\/li><li><a href=\"#YOLOResNet\">YOLO\u30fbResNet\u306a\u3069\u306e\u65e2\u5b58\u30e2\u30c7\u30eb\u306e\u6d3b\u7528\u30fb\u6539\u826f\u7d4c\u9a13<\/a><\/li><li><a href=\"#Augmentation\">\u753b\u50cf\u524d\u51e6\u7406\u30fbAugmentation\u30fb\u6b63\u89e3\u30c7\u30fc\u30bf\u8a2d\u8a08\u306e\u77e5\u898b<\/a><\/li><li><a href=\"#AWSGCPDockerGit\">\u30af\u30e9\u30a6\u30c9\uff08AWS\/GCP\uff09\u30fbDocker\u30fbGit\u904b\u7528\u306e\u5b9f\u52d9\u7d4c\u9a13<\/a><\/li><\/ul><\/li><li><a href=\"#Python-4\">Python\u3067\u306e\u753b\u50cf\u8a8d\u8b58\u958b\u767a\u306e\u6d41\u308c<\/a><ul><li><a href=\"#i\">\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3<\/a><\/li><li><a href=\"#Augmentation-2\">\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u3068Augmentation<\/a><\/li><li><a href=\"#YOLOResNetCNN\">\u30e2\u30c7\u30eb\u9078\u5b9a\u3068\u69cb\u7bc9\uff08YOLO\u30fbResNet\u30fbCNN\u7b49\uff09<\/a><\/li><li><a href=\"#i-2\">\u5b66\u7fd2\u3068\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574<\/a><\/li><li><a href=\"#i-3\">\u8a55\u4fa1\u3068\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/a><\/li><li><a href=\"#API\">\u63a8\u8ad6\u3068API\u5316\u30fb\u5b9f\u88c5\u30c6\u30b9\u30c8<\/a><\/li><li><a href=\"#i-4\">\u672c\u756a\u904b\u7528\u3078\u306e\u5c0e\u5165\u30fb\u7d99\u7d9a\u6539\u5584<\/a><\/li><\/ul><\/li><li><a href=\"#Python-5\">Python\u306e\u753b\u50cf\u8a8d\u8b58\u6848\u4ef6\u3092\u7d4c\u9a13\u3057\u305f\u3044\u306a\u3089\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3082\u304a\u3059\u3059\u3081<\/a><\/li><li><a href=\"#PythonFLEXY\">Python\u306e\u753b\u50cf\u8a8d\u8b58\u306b\u95a2\u3059\u308b\u526f\u696d\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u3092\u63a2\u3059\u306a\u3089FLEXY\uff08\u30d5\u30ec\u30ad\u30b7\u30fc\uff09<\/a><\/li><li><a href=\"#Python-6\">\u753b\u50cf\u8a8d\u8b58\u306a\u3089Python\u3092\u6d3b\u7528\u3057\u3088\u3046<\/a><\/li><\/ul><\/div>\n<h2><span id=\"Python\">\u753b\u50cf\u8a8d\u8b58\u3068\u306f\uff1fPython\u3067\u6271\u3046\u7406\u7531\u3068\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f<\/span><\/h2>\n\n<p>\u753b\u50cf\u8a8d\u8b58\u3068\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u753b\u50cf\u3084\u6620\u50cf\u304b\u3089\u610f\u5473\u306e\u3042\u308b\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u4eba\u9593\u3068\u540c\u69d8\u306e\u5224\u65ad\u3092\u884c\u3046\u51e6\u7406\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n<p>\u4f8b\u3048\u3070\u3001\u9854\u8a8d\u8b58\u3001\u7269\u4f53\u691c\u51fa\u3001\u753b\u50cf\u5206\u985e\u306a\u3069\u304c\u4ee3\u8868\u7684\u306a\u7528\u9014\u3067\u3059\u3002\u3053\u308c\u3089\u306f\u88fd\u9020\u696d\u306b\u304a\u3051\u308b\u6b20\u9665\u691c\u77e5\u3001\u533b\u7642\u753b\u50cf\u306e\u8a3a\u65ad\u652f\u63f4\u3001\u4ea4\u901a\u76e3\u8996\u30ab\u30e1\u30e9\u306b\u3088\u308b\u30ca\u30f3\u30d0\u30fc\u30d7\u30ec\u30fc\u30c8\u306e\u8aad\u307f\u53d6\u308a\u306a\u3069\u3001\u5e45\u5e83\u3044\u5206\u91ce\u3067\u5b9f\u7528\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p><span class=\"reference\">\u51fa\u5178\uff1a<a href=\"https:\/\/www.keidanren.or.jp\/policy\/2020\/115.pdf#page=14\" target=\"_blank\" rel=\"noopener\">\u6700\u65b0\u6280\u8853\u3092\u6d3b\u7528\u3057\u305f \u52b4\u707d\u9632\u6b62\u5bfe\u7b56\u4e8b\u4f8b\u96c6<\/a><\/span><\/p>\n\n<p>\u3053\u3046\u3057\u305f\u51e6\u7406\u306b\u306f\u3001\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u89e3\u6790\u3001\u7279\u5fb4\u62bd\u51fa\u3001\u30d1\u30bf\u30fc\u30f3\u5206\u985e\u306a\u3069\u8907\u6570\u306e\u6bb5\u968e\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u5f93\u6765\u306f\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u4e2d\u5fc3\u3067\u3057\u305f\u304c\u3001\u73fe\u5728\u3067\u306f\u6df1\u5c64\u5b66\u7fd2\uff08\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff09\u6280\u8853\u3092\u7528\u3044\u308b\u30b1\u30fc\u30b9\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n\n<p>\u7279\u306b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u306f\u3001\u753b\u50cf\u5185\u306e\u7a7a\u9593\u7684\u306a\u69cb\u9020\u3092\u6349\u3048\u308b\u306e\u306b\u512a\u308c\u3066\u304a\u308a\u3001\u591a\u304f\u306e\u753b\u50cf\u8a8d\u8b58\u30bf\u30b9\u30af\u3067\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"Python-2\">Python\u304c\u753b\u50cf\u8a8d\u8b58\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u7406\u7531<\/span><\/h3>\n\n<p>\u753b\u50cf\u8a8d\u8b58\u306b\u304a\u3044\u3066<b>Python\u304c\u591a\u304f\u4f7f\u308f\u308c\u308b\u6700\u5927\u306e\u7406\u7531\u306f\u3001\u958b\u767a\u52b9\u7387\u306e\u9ad8\u3055\u3068\u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u5b58\u5728<\/b>\u3067\u3059\u3002OpenCV\u3084TensorFlow\u3001PyTorch\u306a\u3069\u306e\u4e3b\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u304cPython\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u8907\u96d1\u306a\u51e6\u7406\u3067\u3082\u30b7\u30f3\u30d7\u30eb\u306a\u30b3\u30fc\u30c9\u3067\u8a18\u8ff0\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<p>Python\u306f\u76f4\u611f\u7684\u306a\u6587\u6cd5\u3067\u5b66\u7fd2\u30b3\u30b9\u30c8\u304c\u4f4e\u304f\u3001\u521d\u5fc3\u8005\u304b\u3089\u4e0a\u7d1a\u8005\u307e\u3067\u6271\u3044\u3084\u3059\u3044\u70b9\u3082\u5f37\u307f\u3067\u3059\u3002\u7279\u306b\u6df1\u5c64\u5b66\u7fd2\u3068\u7d44\u307f\u5408\u308f\u305b\u305f\u753b\u50cf\u8a8d\u8b58\u3067\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u7bc9\u3084\u5b66\u7fd2\u3001\u8a55\u4fa1\u3068\u3044\u3063\u305f\u4e00\u9023\u306e\u30d5\u30ed\u30fc\u3092\u52b9\u7387\u3088\u304f\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<p>\u30e9\u30a4\u30d6\u30e9\u30ea\u9593\u306e\u9023\u643a\u6027\u304c\u9ad8\u304f\u3001\u753b\u50cf\u306e\u524d\u51e6\u7406\u304b\u3089\u30e2\u30c7\u30eb\u69cb\u7bc9\u3001API\u5316\u306b\u81f3\u308b\u307e\u3067\u4e00\u8cab\u3057\u3066Python\u3067\u5b8c\u7d50\u3059\u308b\u306e\u3082\u5927\u304d\u306a\u5229\u70b9\u3067\u3059\u3002\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u753b\u50cf\u8a8d\u8b58\u6848\u4ef6\u306b\u643a\u308f\u308b\u5834\u5408\u3001Python\u3067\u306e\u958b\u767a\u7d4c\u9a13\u306f\u6848\u4ef6\u7372\u5f97\u3084\u5358\u4fa1\u4ea4\u6e09\u306b\u304a\u3044\u3066\u5927\u304d\u306a\u30a2\u30c9\u30d0\u30f3\u30c6\u30fc\u30b8\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<p><a href=\"https:\/\/flxy.jp\/media\/article\/15448\">AI\u30fb\u753b\u50cf\u8a8d\u8b58\u306b\u304a\u3051\u308b\u958b\u767a\u6226\u7565\u3092\u8a73\u3057\u304f\u898b\u308b<\/a><\/p>\n\n<div class=\"linkcard\"><div class=\"lkc-internal-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/flxy.jp\/media\/article\/15448\"><div class=\"lkc-card\"><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img class=\"lkc-thumbnail-img\" src=\"\/\/flxy.jp\/media\/wp-content\/uploads\/2023\/04\/CTOmeetup_1027_1200_628-150x150.jpg\" alt=\"\" \/><\/figure><div class=\"lkc-title\"><div class=\"lkc-title-text\">AI\u30fb\u753b\u50cf\u8a8d\u8b58\u306b\u304a\u3051\u308b\u958b\u767a\u6226\u7565\uff01\u301cAI\u6d3b\u7528\u306e\u6700\u524d\u7dda\u301c<\/div><\/div><div class=\"lkc-excerpt\">2020\u5e7410\u670827\u65e5\u306b\u958b\u50ac\u3055\u308c\u305fCTOmeetup\u306e\u30c6\u30fc\u30de\u306f\u3001AI\u30fb\u753b\u50cf\u8a8d\u8b58\u306b\u304a\u3051\u308b\u958b\u767a\u6226\u7565\u3002\u73fe\u5728AI\u6d3b\u7528\u306e\u6700\u524d\u7dda\u3067\u6d3b\u8e8d\u3057\u3066\u3044\u308b3\u540d\u306eCTO\u306b\u3001\u5404\u793e\u306e\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u5b9f\u4f8b\u3082\u4ea4\u3048\u306a\u304c\u3089\u30af\u30ed\u30b9\u30c8\u30fc\u30af\u3057\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\u6280\u8853\u306b\u95a2\u3059\u308b\u8a71\u984c\u306f\u3082\u3061\u308d\u3093\u306e\u3053\u3068\u3001AI\u304c\u30b3\u30e2\u30c7\u30a3\u30c6\u30a3\u5316\u3057\u305f\u5148\u306b\u3069\u3093\u306a\u4e16\u754c\u304c\u5f85\u3061\u53d7\u3051\u3066\u3044\u308b\u306e\u304b\u3001\u6709\u8b58\u8005\u306b\u3088\u3063\u3066\u8a9e\u3089\u308c\u308b\u5c06\u6765\u50cf\u306b\u3082\u3054\u6ce8\u76ee\u304f\u3060\u3055\u3044\u3002CTO\u95a2\u9023\u306e\u6848\u4ef6\u691c\u7d22\u306f\u3053\u3061\u3089\u767b\u58c7\u8005\u5b89\u672c \u96c5\u5553 \u6c0f\uff5c\u682a\u5f0f\u4f1a\u793e\u30a2\u30e9\u30e4\u3000\u53d6\u7de0\u5f79 CTO\u5927\u624b\u30e1\u30fc\u30ab\u30fc\u3092\u7d4c\u3066\u30012017\u5e7411\u6708\u306b\u30a2\u30e9\u30e4\u306b\u5165\u793e\u3002\u30a2\u30e9\u30e4\u3067\u306f\u6df1\u5c64\u5b66\u7fd2\u3001\u30a8\u30c3\u30b8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001 \u6df1\u5c64...<\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n\n<h3><span id=\"OpenCVPyTorchYOLOTensorFlow\">\u4ee3\u8868\u7684\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\uff08OpenCV\uff0fPyTorch\uff0fYOLO\uff0fTensorFlow\u306a\u3069\uff09<\/span><\/h3>\n\n<p>\u753b\u50cf\u8a8d\u8b58\u306e\u73fe\u5834\u3067\u591a\u7528\u3055\u308c\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u305d\u308c\u305e\u308c\u7279\u5b9a\u306e\u7528\u9014\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n<p><b>OpenCV<\/b>\u306f\u753b\u50cf\u306e\u8aad\u307f\u8fbc\u307f\u30fb\u52a0\u5de5\u30fb\u7279\u5fb4\u62bd\u51fa\u306a\u3069\u3001\u524d\u51e6\u7406\u6bb5\u968e\u3067\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u76f4\u611f\u7684\u306a\u95a2\u6570\u304c\u591a\u304f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u591a\u304f\u306e\u73fe\u5834\u3067\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p><b>TensorFlow\uff08https:\/\/www.tensorflow.org\/?hl=ja\uff09<\/b>\u3068<b>PyTorch\uff08https:\/\/pytorch.org\/\uff09<\/b>\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u4e3b\u8981\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002TensorFlow\u306fGoogle\u304c\u958b\u767a\u3057\u3001\u5546\u7528\u5411\u3051\u306e\u5927\u898f\u6a21\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u591a\u304f\u4f7f\u308f\u308c\u307e\u3059\u3002\u4e00\u65b9\u3001PyTorch\u306f\u67d4\u8edf\u6027\u3068\u30b3\u30fc\u30c9\u306e\u53ef\u8aad\u6027\u306b\u512a\u308c\u3001\u7814\u7a76\u7528\u9014\u3084\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u306b\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n<p>\u307e\u305f\u3001\u7269\u4f53\u691c\u51fa\u30bf\u30b9\u30af\u3067\u91cd\u8981\u306a\u306e\u304c<b>YOLO\uff08You Only Look Once\uff09<\/b>\u3067\u3059\u3002\u9ad8\u901f\u304b\u3064\u9ad8\u7cbe\u5ea6\u306a\u691c\u51fa\u304c\u53ef\u80fd\u3067\u3001\u5b9f\u6642\u9593\u3067\u306e\u89e3\u6790\u304c\u6c42\u3081\u3089\u308c\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u306b\u304a\u3044\u3066\u306f\u3001\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u76ee\u7684\u3054\u3068\u306b\u9069\u5207\u306b\u4f7f\u3044\u5206\u3051\u308b\u80fd\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001OpenCV\u3067\u524d\u51e6\u7406\u3092\u884c\u3044\u3001PyTorch\u3067\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3057\u3001YOLO\u3067\u7269\u4f53\u691c\u51fa\u3092\u884c\u3046\u3068\u3044\u3063\u305f\u5f62\u3067\u3001\u5404\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u7279\u5fb4\u3092\u7406\u89e3\u3057\u3066\u9023\u643a\u3055\u305b\u308b\u3053\u3068\u304c\u5b9f\u52d9\u3067\u306e\u8a55\u4fa1\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n<p><a href=\"https:\/\/flxy.jp\/lp\/lp001\" class=\"btn01\">FLEXY\u30b5\u30fc\u30d3\u30b9\u3092\u898b\u308b<\/a><\/p>\n\n<h2><span id=\"Python-3\">Python\u306e\u753b\u50cf\u8a8d\u8b58\u6848\u4ef6\u3067\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8<\/span><\/h2>\n\n<p>Python\u306e\u753b\u50cf\u8a8d\u8b58\u6848\u4ef6\u3067\u306f\u3001\u4e0b\u8a18\u306e\u30b9\u30ad\u30eb\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n<div class=\"box_border_gray\">\n<ul>\n    <li>OpenCV\u30fbPillow\u306a\u3069\u306e\u753b\u50cf\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u5b9f\u88c5\u7d4c\u9a13<\/li>\n    <li>PyTorch\uff0fTensorFlow\u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u3088\u308b\u30e2\u30c7\u30eb\u69cb\u7bc9<\/li>\n    <li>YOLO\u30fbResNet\u306a\u3069\u306e\u65e2\u5b58\u30e2\u30c7\u30eb\u306e\u6d3b\u7528\u30fb\u6539\u826f\u7d4c\u9a13<\/li>\n    <li>\u753b\u50cf\u524d\u51e6\u7406\u30fbAugmentation\u30fb\u6b63\u89e3\u30c7\u30fc\u30bf\u8a2d\u8a08\u306e\u77e5\u898b<\/li>\n    <li>\u30af\u30e9\u30a6\u30c9\uff08AWS\/GCP\uff09\u30fbDocker\u30fbGit\u904b\u7528\u306e\u5b9f\u52d9\u7d4c\u9a13<\/li>\n<\/ul>\n<\/div>\n\n<p>\u305d\u308c\u305e\u308c\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"OpenCVPillow\">OpenCV\u30fbPillow\u306a\u3069\u306e\u753b\u50cf\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u5b9f\u88c5\u7d4c\u9a13<\/span><\/h3>\n\n<p><b>\u753b\u50cf\u306e\u8aad\u307f\u8fbc\u307f\u304b\u3089\u52a0\u5de5\u30fb\u4fdd\u5b58\u307e\u3067\u4e00\u901a\u308a\u306e\u51e6\u7406\u304c\u3067\u304d\u308b\u304b<\/b>\u306f\u3001\u753b\u50cf\u8a8d\u8b58\u6848\u4ef6\u306e\u51fa\u767a\u70b9\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001OpenCV\u3084Pillow\u3068\u3044\u3063\u305f\u753b\u50cf\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7528\u3044\u305f\u958b\u767a\u7d4c\u9a13\u306f\u5fc5\u9808\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n\n<p>\u4f8b\u3048\u3070\u3001OpenCV\u3067\u306f\u753b\u50cf\u306e\u30ea\u30b5\u30a4\u30ba\u3001\u30b0\u30ec\u30fc\u30b9\u30b1\u30fc\u30eb\u5909\u63db\u3001\u8f2a\u90ed\u62bd\u51fa\u306a\u3069\u3001\u8a8d\u8b58\u7cbe\u5ea6\u3092\u5de6\u53f3\u3059\u308b\u524d\u51e6\u7406\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002Pillow\u306f\u8efd\u91cf\u306a\u753b\u50cf\u7de8\u96c6\u306b\u9069\u3057\u3066\u304a\u308a\u3001Web\u5411\u3051\u306e\u51e6\u7406\u3084\u30b5\u30e0\u30cd\u30a4\u30eb\u751f\u6210\u306a\u3069\u306b\u3082\u3088\u304f\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n\n<p>\u3053\u3046\u3057\u305f\u57fa\u790e\u30b9\u30ad\u30eb\u304c\u5099\u308f\u3063\u3066\u3044\u308b\u3068\u3001\u5f8c\u7d9a\u306e\u5b66\u7fd2\u3084\u30e2\u30c7\u30eb\u958b\u767a\u30d5\u30a7\u30fc\u30ba\u306b\u304a\u3044\u3066\u3082\u4f5c\u696d\u304c\u30b9\u30e0\u30fc\u30ba\u3067\u3059\u3002<\/p>\n\n<p>\u753b\u50cf\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u591a\u304f\u306e\u6848\u4ef6\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u7279\u306b\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u53d7\u6ce8\u3092\u76ee\u6307\u3059\u5834\u5408\u306f\u3001\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3092\u81ea\u5728\u306b\u6271\u3048\u308b\u304b\u304c\u73fe\u5834\u9069\u5fdc\u529b\u306e\u308f\u304b\u308c\u76ee\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"PyTorchTensorFlow\">PyTorch\uff0fTensorFlow\u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u3088\u308b\u30e2\u30c7\u30eb\u69cb\u7bc9<\/span><\/h3>\n\n<p>\u753b\u50cf\u8a8d\u8b58\u306e\u30b3\u30a2\u3068\u306a\u308b\u306e\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u308b\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u3059\u3002<b>PyTorch\u3084TensorFlow\u3092\u6d3b\u7528\u3057\u305f\u30e2\u30c7\u30eb\u69cb\u7bc9\u30fb\u5b66\u7fd2\u306e\u7d4c\u9a13<\/b>\u306f\u3001\u307b\u307c\u3059\u3079\u3066\u306e\u6848\u4ef6\u3067\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n<p>PyTorch\u306f\u8a18\u8ff0\u304c\u67d4\u8edf\u3067\u8a66\u884c\u932f\u8aa4\u3057\u3084\u3059\u3044\u305f\u3081\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u3084\u7814\u7a76\u7528\u9014\u306b\u5f37\u304f\u3001TensorFlow\u306f\u5927\u898f\u6a21\u306a\u672c\u756a\u904b\u7528\u3084\u30e2\u30d0\u30a4\u30eb\u5bfe\u5fdc\u306a\u3069\u306e\u9762\u3067\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u3044\u305a\u308c\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3082\u3001\u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u30fc\u306e\u8a2d\u5b9a\u304b\u3089\u30e2\u30c7\u30eb\u5b9a\u7fa9\u3001\u640d\u5931\u95a2\u6570\u306e\u6307\u5b9a\u3001\u5b66\u7fd2\u30eb\u30fc\u30d7\u306e\u69cb\u7bc9\u307e\u3067\u3092\u81ea\u8d70\u3067\u304d\u308b\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n<p>\u3055\u3089\u306b\u3001\u30e2\u30c7\u30eb\u3092\u4e00\u304b\u3089\u69cb\u7bc9\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001<b>\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u518d\u5b66\u7fd2\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09<\/b>\u3084\u8ee2\u79fb\u5b66\u7fd2\u306e\u77e5\u898b\u3082\u91cd\u8981\u3067\u3059\u3002\u5b9f\u52d9\u3067\u306f\u6700\u521d\u304b\u3089\u81ea\u4f5c\u305b\u305a\u3001\u65e2\u5b58\u8cc7\u7523\u3092\u3046\u307e\u304f\u6d3b\u7528\u3059\u308b\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3066\u3044\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n\n<p>\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u7fd2\u719f\u5ea6\u306f\u3001\u5358\u4fa1\u306b\u3082\u76f4\u7d50\u3057\u307e\u3059\u3002\u9ad8\u5358\u4fa1\u6848\u4ef6\u3067\u306f\u3001\u30e2\u30c7\u30eb\u69cb\u7bc9\u3060\u3051\u3067\u306a\u304f\u7cbe\u5ea6\u6539\u5584\u3084\u904b\u7528\u6027\u307e\u3067\u8996\u91ce\u306b\u5165\u308c\u305f\u5bfe\u5fdc\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"YOLOResNet\">YOLO\u30fbResNet\u306a\u3069\u306e\u65e2\u5b58\u30e2\u30c7\u30eb\u306e\u6d3b\u7528\u30fb\u6539\u826f\u7d4c\u9a13<\/span><\/h3>\n\n<p><b>\u753b\u50cf\u8a8d\u8b58\u306e\u5b9f\u52d9\u306b\u304a\u3044\u3066\u3001\u65e2\u5b58\u306e\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u3092\u9069\u5207\u306b\u6d3b\u7528\u30fb\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u80fd\u529b\u306f\u91cd\u8996\u3055\u308c\u307e\u3059<\/b>\u3002YOLO\u3084ResNet\u306a\u3069\u306f\u3001\u5206\u985e\u3084\u7269\u4f53\u691c\u51fa\u3067\u591a\u7528\u3055\u308c\u3066\u3044\u308b\u4ee3\u8868\u7684\u306a\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n<p>YOLO\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u7269\u4f53\u691c\u51fa\u3067\u5f37\u307f\u3092\u767a\u63ee\u3057\u3001\u4ea4\u901a\u76e3\u8996\u3084\u88fd\u54c1\u691c\u67fb\u306a\u3069\u9ad8\u901f\u51e6\u7406\u304c\u5fc5\u8981\u306a\u30b7\u30fc\u30f3\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002ResNet\u306f\u3001\u5c64\u3092\u6df1\u304f\u3057\u3066\u3082\u5b66\u7fd2\u304c\u9032\u3080\u6b8b\u5dee\u69cb\u9020\u3092\u6301\u3061\u3001\u753b\u50cf\u5206\u985e\u3067\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<p>\u591a\u304f\u306e\u6848\u4ef6\u3067\u306f\u3001\u65e2\u5b58\u30e2\u30c7\u30eb\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u7cbe\u5ea6\u3092\u8abf\u6574\u3057\u305f\u308a\u3001\u5bfe\u8c61\u30c7\u30fc\u30bf\u306b\u7279\u5316\u3055\u305b\u305f\u308a\u3059\u308b\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u304c\u4e2d\u5fc3\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u89e3\u304d\u3001\u9069\u5207\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u529b\u304c\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002<\/p>\n\n<p>\u65e2\u5b58\u8cc7\u7523\u3092\u6d3b\u7528\u3057\u3001\u958b\u767a\u52b9\u7387\u3092\u9ad8\u3081\u3064\u3064\u6210\u679c\u3092\u51fa\u3059\u59ff\u52e2\u304c\u3001\u5373\u6226\u529b\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u306e\u4fe1\u983c\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"Augmentation\">\u753b\u50cf\u524d\u51e6\u7406\u30fbAugmentation\u30fb\u6b63\u89e3\u30c7\u30fc\u30bf\u8a2d\u8a08\u306e\u77e5\u898b<\/span><\/h3>\n\n<p><b>\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u306f\u3001\u524d\u51e6\u7406\u3084\u30c7\u30fc\u30bf\u8a2d\u8a08\u306e\u8cea\u3067\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059<\/b>\u3002\u753b\u50cf\u30b5\u30a4\u30ba\u306e\u7d71\u4e00\u3001\u660e\u308b\u3055\u88dc\u6b63\u3001\u30ce\u30a4\u30ba\u9664\u53bb\u306a\u3069\u306e\u524d\u51e6\u7406\u304c\u4e0d\u5341\u5206\u3060\u3068\u3001\u30e2\u30c7\u30eb\u306f\u6b63\u3057\u304f\u5b66\u7fd2\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n<p>\u307e\u305f\u3001Augmentation\uff08\u30c7\u30fc\u30bf\u62e1\u5f35\uff09\u3067\u306f\u753b\u50cf\u3092\u56de\u8ee2\u30fb\u53cd\u8ee2\u30fb\u5207\u308a\u629c\u304d\u306a\u3069\u3057\u3066\u591a\u69d8\u6027\u3092\u6301\u305f\u305b\u3001\u904e\u5b66\u7fd2\u3092\u9632\u304e\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u6b63\u89e3\u30c7\u30fc\u30bf\u306e\u8a2d\u8a08\u3082\u91cd\u8981\u3067\u3001\u5206\u985e\u306a\u3089\u6b63\u3057\u3044\u30e9\u30d9\u30eb\u4ed8\u3051\u3001\u7269\u4f53\u691c\u51fa\u306a\u3089\u30d0\u30a6\u30f3\u30c7\u30a3\u30f3\u30b0\u30dc\u30c3\u30af\u30b9\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u30de\u30b9\u30af\u51e6\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n<p>\u3053\u3046\u3057\u305f\u4f5c\u696d\u306f\u5730\u5473\u3067\u3059\u304c\u3001\u5b9f\u52d9\u3067\u306f\u7cbe\u5ea6\u3092\u5de6\u53f3\u3059\u308b\u8981\u3068\u306a\u308a\u307e\u3059\u3002\u5bfe\u5fdc\u7d4c\u9a13\u304c\u3042\u308b\u3053\u3068\u306f\u3001\u9ad8\u304f\u8a55\u4fa1\u3055\u308c\u308b\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n<h3><span id=\"AWSGCPDockerGit\">\u30af\u30e9\u30a6\u30c9\uff08AWS\/GCP\uff09\u30fbDocker\u30fbGit\u904b\u7528\u306e\u5b9f\u52d9\u7d4c\u9a13<\/span><\/h3>\n\n<p>\u753b\u50cf\u8a8d\u8b58\u6848\u4ef6\u306e\u591a\u304f\u306f\u3001\u5358\u306b\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u3060\u3051\u3067\u306f\u7d42\u308f\u308a\u307e\u305b\u3093\u3002\u5b9f\u52d9\u3067\u306f\u3001<b>\u958b\u767a\u74b0\u5883\u306e\u69cb\u7bc9\u30fb\u5171\u6709\u30fb\u904b\u7528<\/b>\u307e\u3067\u542b\u3081\u3066\u4e00\u8cab\u3057\u3066\u5bfe\u5fdc\u3067\u304d\u308b\u4eba\u6750\u304c\u91cd\u5b9d\u3055\u308c\u307e\u3059\u3002<\/p>\n\n<p>\u30af\u30e9\u30a6\u30c9\u74b0\u5883\uff08AWS\u3084GCP\uff09\u3092\u4f7f\u3063\u305fGPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u6d3b\u7528\u3001Docker\u3092\u7528\u3044\u305f\u74b0\u5883\u306e\u30b3\u30f3\u30c6\u30ca\u5316\u3001\u305d\u3057\u3066\u30c1\u30fc\u30e0\u3067\u306eGit\u904b\u7528\u306b\u3088\u308b\u30bd\u30fc\u30b9\u7ba1\u7406\u306a\u3069\u3001\u5468\u8fba\u30b9\u30ad\u30eb\u3082\u91cd\u8981\u306a\u8a55\u4fa1\u57fa\u6e96\u3067\u3059\u3002<\/p>\n\n<p>\u7279\u306b\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u5834\u5408\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u67d4\u8edf\u306b\u5bfe\u5fdc\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001\u3053\u3046\u3057\u305f\u30b9\u30ad\u30eb\u304c\u6848\u4ef6\u7372\u5f97\u306e\u6c7a\u3081\u624b\u306b\u306a\u308b\u30b1\u30fc\u30b9\u3082\u591a\u304f\u3042\u308a\u307e\u3059\u3002\u6280\u8853\u30b9\u30bf\u30c3\u30af\u5168\u4f53\u3092\u7406\u89e3\u3057\u3001\u5b9f\u884c\u3067\u304d\u308b\u304b\u304c\u5dee\u5225\u5316\u8981\u7d20\u3068\u306a\u308b\u306e\u3067\u3059\u3002<\/p>\n\n<p><a href=\"https:\/\/flxy.jp\/lp\/lp001\" class=\"btn01\">FLEXY\u30b5\u30fc\u30d3\u30b9\u3092\u898b\u308b<\/a><\/p>\n\n<h2><span id=\"Python-4\">Python\u3067\u306e\u753b\u50cf\u8a8d\u8b58\u958b\u767a\u306e\u6d41\u308c<\/span><\/h2>\n\n<p>Python\u3067\u753b\u50cf\u8a8d\u8b58\u958b\u767a\u3092\u5b9f\u65bd\u3059\u308b\u5834\u5408\u3001\u4e0b\u8a18\u306e\u6d41\u308c\u3067\u9032\u3093\u3067\u3044\u304d\u307e\u3059\u3002<\/p>\n\n<div class=\"box_border_gray\">\n<ol>\n    <li>\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3<\/li>\n    <li>\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u3068Augmentation<\/li>\n    <li>\u30e2\u30c7\u30eb\u9078\u5b9a\u3068\u69cb\u7bc9\uff08YOLO\u30fbResNet\u30fbCNN\u7b49\uff09<\/li>\n    <li>\u5b66\u7fd2\u3068\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574<\/li>\n    <li>\u8a55\u4fa1\u3068\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/li>\n    <li>\u63a8\u8ad6\u3068API\u5316\u30fb\u5b9f\u88c5\u30c6\u30b9\u30c8<\/li>\n    <li>\u672c\u756a\u904b\u7528\u3078\u306e\u5c0e\u5165\u30fb\u7d99\u7d9a\u6539\u5584<\/li>\n<\/ol>\n<\/div>\n\n<p>\u305d\u308c\u305e\u308c\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"i\">\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3<\/span><\/h3>\n\n<p><b>\u753b\u50cf\u8a8d\u8b58\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001\u307e\u305a\u300c\u4f55\u306e\u753b\u50cf\u3092\u4f7f\u3046\u304b\u300d\u3092\u6c7a\u3081\u3066\u96c6\u3081\u308b\u3053\u3068\u304b\u3089\u59cb\u307e\u308a\u307e\u3059<\/b>\u3002\u30e2\u30c7\u30eb\u306e\u8ce2\u3055\u306f\u3001\u4f7f\u3046\u30c7\u30fc\u30bf\u306e\u8cea\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n<p>\u4f7f\u3044\u3084\u3059\u3044\u30c7\u30fc\u30bf\u3068\u3057\u3066\u306f\u3001Kaggle\u3084ImageNet\u3001COCO\u306a\u3069\u306e\u516c\u958b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u65e2\u306b\u591a\u304f\u306e\u7814\u7a76\u3084\u958b\u767a\u3067\u6d3b\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u7d20\u6750\u3067\u3059\u3002<\/p>\n\n<p>\u305f\u3060\u3057\u3001\u696d\u52d9\u306b\u7279\u5316\u3057\u305f\u753b\u50cf\uff08\u5de5\u5834\u306e\u88fd\u54c1\u3001\u5e97\u982d\u306e\u68da\u306a\u3069\uff09\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u81ea\u5206\u305f\u3061\u3067\u5199\u771f\u3092\u64ae\u3063\u3066\u96c6\u3081\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u3068\u304d\u3001\u753b\u89d2\u30fb\u660e\u308b\u3055\u30fb\u89e3\u50cf\u5ea6\u304c\u30d0\u30e9\u30d0\u30e9\u306b\u306a\u3089\u306a\u3044\u3088\u3046\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n<p>\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u305f\u3042\u3068\u306f\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\uff08\uff1d\u753b\u50cf\u306b\u6b63\u89e3\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u308b\u4f5c\u696d\uff09\u3092\u884c\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u753b\u50cf\u5168\u4f53\u306b\u300c\u732b\u300d\u3068\u4ed8\u3051\u308b\u306e\u304c\u5206\u985e\u3001\u732b\u306e\u5834\u6240\u3092\u56f2\u3080\u306e\u304c\u7269\u4f53\u691c\u51fa\u3001\u8f2a\u90ed\u3092\u5857\u308b\u306e\u304c\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/p>\n\n<p>\u6b63\u78ba\u304b\u3064\u4e00\u8cab\u6027\u306e\u3042\u308b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u3067\u304d\u3066\u3044\u308b\u304b\u3067\u3001\u30e2\u30c7\u30eb\u306e\u7d50\u679c\u306f\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"Augmentation-2\">\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u3068Augmentation<\/span><\/h3>\n\n<p><b>\u96c6\u3081\u305f\u753b\u50cf\u3092\u305d\u306e\u307e\u307e\u4f7f\u3046\u3068\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u304c\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u30b1\u30fc\u30b9\u304c\u3088\u304f\u3042\u308a\u307e\u3059<\/b>\u3002\u305d\u3053\u3067\u307e\u305a\u3001\u753b\u50cf\u3092\u300c\u304d\u308c\u3044\u306b\u6574\u3048\u308b\u300d\u5de5\u7a0b\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n<p>\u524d\u51e6\u7406\u3068\u3057\u3066\u306f\u753b\u50cf\u30b5\u30a4\u30ba\u3092\u7d71\u4e00\u3057\u305f\u308a\u3001\u660e\u308b\u3055\u3092\u63c3\u3048\u305f\u308a\u3001\u30ce\u30a4\u30ba\u3092\u6e1b\u3089\u3057\u305f\u308a\u3057\u307e\u3059\u3002\u8272\u3092\u767d\u9ed2\u306b\u5909\u3048\u308b\u3053\u3068\u3084\u3001\u5024\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\uff080\u301c1\u306b\u53ce\u3081\u308b\uff09\u3082\u4e00\u822c\u7684\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5b66\u7fd2\u304c\u5b89\u5b9a\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u4e0d\u8981\u306a\u30d0\u30e9\u3064\u304d\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n<p>\u52a0\u3048\u3066\u3001Augmentation\uff08\u30c7\u30fc\u30bf\u62e1\u5f35\uff09\u3068\u3044\u3046\u30c6\u30af\u30cb\u30c3\u30af\u3082\u91cd\u8981\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u5143\u306e\u753b\u50cf\u306b\u300c\u3061\u3087\u3063\u3068\u3057\u305f\u5909\u5316\u300d\u3092\u52a0\u3048\u3066\u3001\u4f3c\u3066\u3044\u308b\u3051\u3069\u9055\u3046\u753b\u50cf\u3092\u5927\u91cf\u306b\u4f5c\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n<p>\u753b\u50cf\u3092\u53cd\u8ee2\u3057\u305f\u308a\u3001\u30ba\u30fc\u30e0\u3057\u305f\u308a\u3001\u8272\u5473\u3092\u5909\u3048\u305f\u308a\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u5e45\u3092\u5897\u3084\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5c11\u306a\u3044\u30c7\u30fc\u30bf\u3067\u3082\u30e2\u30c7\u30eb\u304c\u591a\u69d8\u306a\u30b1\u30fc\u30b9\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"YOLOResNetCNN\">\u30e2\u30c7\u30eb\u9078\u5b9a\u3068\u69cb\u7bc9\uff08YOLO\u30fbResNet\u30fbCNN\u7b49\uff09<\/span><\/h3>\n\n<p><b>\u753b\u50cf\u8a8d\u8b58\u306e\u30bf\u30b9\u30af\u306b\u5408\u3063\u305f\u300c\u982d\u8133\uff08\u30e2\u30c7\u30eb\uff09\u300d\u3092\u9078\u3076\u3053\u3068\u304c\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u529f\u3092\u5de6\u53f3\u3057\u307e\u3059<\/b>\u3002<\/p>\n\n<p>\u4f8b\u3048\u3070\u3001\u300c\u3053\u308c\u306f\u4f55\u306e\u753b\u50cf\u304b\uff1f\u300d\u3092\u5f53\u3066\u308b\u5206\u985e\u30bf\u30b9\u30af\u306b\u306f\u3001CNN\uff08\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u3084ResNet\u304c\u4f7f\u308f\u308c\u307e\u3059\u3002\u4e00\u65b9\u3001\u300c\u3053\u306e\u4e2d\u306e\u3069\u3053\u306b\u4f55\u304c\u5199\u3063\u3066\u3044\u308b\u304b\uff1f\u300d\u3092\u63a2\u3059\u7269\u4f53\u691c\u51fa\u306a\u3089\u3001YOLO\u3084SSD\u304c\u5b9a\u756a\u3067\u3059\u3002\u3055\u3089\u306b\u3001\u300c\u3053\u306e\u5f62\u306e\u8f2a\u90ed\u3092\u6b63\u78ba\u306b\u5857\u308a\u5206\u3051\u305f\u3044\u300d\u5834\u5408\u306f\u3001U-Net\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u30e2\u30c7\u30eb\u306f\u3001PyTorch\u3084TensorFlow\u3068\u3044\u3063\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u69cb\u7bc9\u3057\u307e\u3059\u3002\u57fa\u672c\u7684\u306b\u306f\u3001\u3069\u3093\u306a\u5c64\u3092\u7a4d\u307f\u91cd\u306d\u308b\u304b\u3001\u3069\u306e\u95a2\u6570\u3067\u51fa\u529b\u3092\u5909\u63db\u3059\u308b\u304b\u3001\u3069\u3046\u3084\u3063\u3066\u8aa4\u5dee\u3092\u6e1b\u3089\u3059\u304b\u3092\u5b9a\u7fa9\u3057\u3066\u3001\u5b66\u7fd2\u3055\u305b\u3066\u3044\u304f\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n<p>\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u6848\u4ef6\u3067\u306f\u30011\u304b\u3089\u5168\u90e8\u81ea\u4f5c\u3059\u308b\u3088\u308a\u3082\u3001\u3042\u3089\u304b\u3058\u3081\u5b66\u7fd2\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u30d9\u30fc\u30b9\u306b\u3001\u76ee\u7684\u306b\u5fdc\u3058\u3066\u5fae\u8abf\u6574\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u3059\u308b\u30b9\u30bf\u30a4\u30eb\u304c\u591a\u304f\u898b\u3089\u308c\u307e\u3059\u3002\u65e2\u5b58\u30e2\u30c7\u30eb\u3092\u3046\u307e\u304f\u4f7f\u3044\u3053\u306a\u3059\u529b\u304c\u554f\u308f\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<h3><span id=\"i-2\">\u5b66\u7fd2\u3068\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574<\/span><\/h3>\n\n<p><b>\u30e2\u30c7\u30eb\u306b\u30c7\u30fc\u30bf\u3092\u5b66\u3070\u305b\u308b\u904e\u7a0b\u3067\u3001\u300c\u3069\u306e\u3088\u3046\u306b\u5b66\u3070\u305b\u308b\u304b\u300d\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059<\/b>\u3002\u305d\u308c\u3092\u6c7a\u3081\u308b\u306e\u304c\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u3059\u3002<\/p>\n\n<p>\u4f8b\u3048\u3070\u3001\u5b66\u7fd2\u7387\u306f\u300c\u3069\u308c\u3060\u3051\u65e9\u304f\u5b66\u3076\u304b\u300d\u3092\u6c7a\u3081\u308b\u6570\u5b57\u3067\u3059\u3002\u9ad8\u3059\u304e\u308b\u3068\u66b4\u8d70\u3057\u3001\u4f4e\u3059\u304e\u308b\u3068\u6642\u9593\u3070\u304b\u308a\u304b\u304b\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u30a8\u30dd\u30c3\u30af\u6570\uff08\u4f55\u56de\u7e70\u308a\u8fd4\u3059\u304b\uff09\u3084\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\uff08\u307e\u3068\u3081\u3066\u4f55\u679a\u5b66\u7fd2\u3055\u305b\u308b\u304b\uff09\u3082\u3001\u7cbe\u5ea6\u3068\u8a08\u7b97\u6642\u9593\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\n\n<p>\u3053\u306e\u8abf\u6574\u4f5c\u696d\u306f\u3001\u7d4c\u9a13\u3068\u8a66\u884c\u932f\u8aa4\u306e\u9023\u7d9a\u3067\u3059\u3002\u6700\u8fd1\u3067\u306f\u3001Grid Search\uff08\u304d\u3063\u3061\u308a\u8a66\u3059\uff09\u3001Random Search\uff08\u30e9\u30f3\u30c0\u30e0\u306b\u8a66\u3059\uff09\u3001Optuna\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u3001\u3088\u308a\u52b9\u7387\u3088\u304f\u63a2\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n<p>\u9069\u5207\u306a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u3067\u304d\u308b\u3068\u3001\u540c\u3058\u30e2\u30c7\u30eb\u3067\u3082\u6027\u80fd\u304c\u5927\u304d\u304f\u4e0a\u304c\u308a\u307e\u3059\u3002\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u306f\u3001\u3053\u3046\u3057\u305f\u300c\u4f7f\u3044\u3053\u306a\u3059\u529b\u300d\u304c\u5f37\u307f\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"i-3\">\u8a55\u4fa1\u3068\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/span><\/h3>\n\n<p><b>\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u305f\u3089\u3001\u305d\u308c\u304c\u300c\u3069\u308c\u3060\u3051\u6b63\u3057\u304f\u5224\u65ad\u3067\u304d\u3066\u3044\u308b\u304b\u300d\u3092\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059<\/b>\u3002<\/p>\n\n<p>\u4e00\u822c\u7684\u306a\u6307\u6a19\u306b\u306f\u3001Accuracy\uff08\u5168\u4f53\u306e\u6b63\u89e3\u7387\uff09\u3001Precision\uff08\u6b63\u3057\u304f\u300c\u5f53\u305f\u308a\u300d\u3068\u3044\u3048\u305f\u5272\u5408\uff09\u3001Recall\uff08\u898b\u9003\u3055\u306a\u304b\u3063\u305f\u5272\u5408\uff09\u3001F1\u30b9\u30b3\u30a2\uff08\u30d0\u30e9\u30f3\u30b9\u306e\u826f\u3055\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u7528\u9014\u306b\u3088\u3063\u3066\u91cd\u8996\u3059\u308b\u6307\u6a19\u306f\u7570\u306a\u308a\u3001\u533b\u7642\u5206\u91ce\u3067\u306fRecall\u304c\u3001\u8b66\u5099\u30b7\u30b9\u30c6\u30e0\u3067\u306fPrecision\u304c\u91cd\u8981\u306b\u306a\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n\n<p>\u7269\u4f53\u691c\u51fa\u3067\u306f\u3001\u691c\u51fa\u3057\u305f\u5834\u6240\u304c\u672c\u5f53\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u308b\u305f\u3081\u3001IoU\uff08\u91cd\u306a\u308a\u5177\u5408\uff09\u3068\u3044\u3046\u6307\u6a19\u3082\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n\n<p>\u8a55\u4fa1\u306e\u3042\u3068\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c7\u30fc\u30bf\u306e\u898b\u76f4\u3057\u3084\u3001\u30e2\u30c7\u30eb\u306e\u5fae\u8abf\u6574\u3092\u884c\u3044\u307e\u3059\u3002\u6df7\u540c\u884c\u5217\u3092\u4f7f\u3046\u3068\u3001\u3069\u3093\u306a\u30df\u30b9\u3092\u3057\u3066\u3044\u308b\u304b\u304c\u8996\u899a\u7684\u306b\u308f\u304b\u308a\u3084\u3059\u304f\u3001\u6539\u5584\u30dd\u30a4\u30f3\u30c8\u3092\u3064\u304b\u307f\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\n\n<h3><span id=\"API\">\u63a8\u8ad6\u3068API\u5316\u30fb\u5b9f\u88c5\u30c6\u30b9\u30c8<\/span><\/h3>\n\n<p><b>\u4f5c\u3063\u305f\u30e2\u30c7\u30eb\u306f\u300c\u4f5c\u3063\u3066\u7d42\u308f\u308a\u300d\u3067\u306f\u306a\u304f\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u3084\u30b7\u30b9\u30c6\u30e0\u3067\u4f7f\u3048\u308b\u5f62\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059<\/b>\u3002\u305d\u308c\u304c\u63a8\u8ad6\u3068API\u5316\u3067\u3059\u3002<\/p>\n\n<p>\u63a8\u8ad6\u3068\u306f\u3001\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306b\u65b0\u3057\u3044\u753b\u50cf\u3092\u5165\u308c\u3066\u7b54\u3048\u3092\u51fa\u3055\u305b\u308b\u5de5\u7a0b\u3067\u3059\u3002\u3053\u306e\u3068\u304d\u3001\u51e6\u7406\u304c\u9045\u304b\u3063\u305f\u308a\u3001\u52d5\u4f5c\u304c\u91cd\u304b\u3063\u305f\u308a\u3059\u308b\u3068\u3001\u5b9f\u7528\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u3002\u305d\u3053\u3067\u3001API\u3068\u3057\u3066\u5916\u90e8\u304b\u3089\u547c\u3073\u51fa\u305b\u308b\u3088\u3046\u306b\u3057\u305f\u308a\u3001ONNX\u3084TensorRT\u3092\u4f7f\u3063\u3066\u8efd\u91cf\u5316\u3057\u305f\u308a\u3057\u307e\u3059\u3002<\/p>\n\n<p>Python\u3067\u3042\u308c\u3070\u3001Flask\u3084FastAPI\u3092\u4f7f\u3063\u3066\u7c21\u5358\u306bAPI\u30b5\u30fc\u30d0\u30fc\u3092\u4f5c\u308c\u307e\u3059\u3002\u3053\u3053\u3067\u3001\u7570\u5e38\u306a\u753b\u50cf\u304c\u6765\u305f\u3068\u304d\u306e\u30a8\u30e9\u30fc\u51e6\u7406\u3084\u3001\u52d5\u4f5c\u30c6\u30b9\u30c8\u3082\u5fd8\u308c\u305a\u306b\u884c\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u6848\u4ef6\u3067\u306f\u3001\u305f\u3060\u52d5\u304f\u306e\u3067\u306f\u306a\u304f\u3001\u5b89\u5b9a\u3057\u3066\u52d5\u304d\u7d9a\u3051\u308b\u304b\u304c\u91cd\u8981\u3067\u3059\u3002<a href=\"https:\/\/flxy.jp\/media\/article\/34237\">CI\/CD<\/a>\u3084\u30c6\u30b9\u30c8\u81ea\u52d5\u5316\u306e\u7d4c\u9a13\u3082\u3001\u4fe1\u983c\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n<div class=\"linkcard\"><div class=\"lkc-internal-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/flxy.jp\/media\/article\/34237\"><div class=\"lkc-card\"><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img class=\"lkc-thumbnail-img\" src=\"\/\/flxy.jp\/media\/wp-content\/uploads\/2024\/07\/9363b225437d49dce3e1eb10feb926ca-150x150.png\" alt=\"\" \/><\/figure><div class=\"lkc-title\"><div class=\"lkc-title-text\">CI\/CD\u3068\u306f\uff1f\u5fc5\u8981\u6027\u30fb\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u306b\u3064\u3044\u3066\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac<\/div><\/div><div class=\"lkc-excerpt\">\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306b\u304a\u3044\u3066\u3001\u8fc5\u901f\u306a\u30ea\u30ea\u30fc\u30b9\u3068\u9ad8\u54c1\u8cea\u306a\u88fd\u54c1\u306e\u63d0\u4f9b\u3092\u5b9f\u73fe\u3059\u308b\u300cCI\/CD\uff08\u7d99\u7d9a\u7684\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\/\u7d99\u7d9a\u7684\u30c7\u30ea\u30d0\u30ea\u30fc\uff09\u300d\u306e\u5fc5\u8981\u6027\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u65b0\u898f\u6848\u4ef6\u306e\u7372\u5f97\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u5411\u3051\u3066\u3001CI\/CD\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u5fc5\u8981\u6027\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u6848\u4ef6\u63a2\u3057\u306e\u60a9\u307f\u4ea4\u6e09\u306e\u4e0d\u5b89\u3001\u5c02\u4efb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5168\u3066\u30b5\u30dd\u30fc\u30c8\u4eca\u3059\u3050\u7121\u6599\u30ad\u30e3\u30ea\u30a2\u76f8\u8ac7\u3092\u7533\u3057\u8fbc\u3080CI\/CD\u3068\u306f?CI\/CD\u3068\u306f\u300cContinuous Integration\uff08\u7d99\u7d9a\u7684\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\uff09\u300d\u3068\u300cContinuous Delivery\uff08\u7d99\u7d9a\u7684\u30c7\u30ea\u30d0\u30ea...<\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n\n<h3><span id=\"i-4\">\u672c\u756a\u904b\u7528\u3078\u306e\u5c0e\u5165\u30fb\u7d99\u7d9a\u6539\u5584<\/span><\/h3>\n\n<p><b>\u6700\u5f8c\u306e\u5c71\u5834\u304c\u3001\u672c\u756a\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u5c0e\u5165\u3068\u3001\u904b\u7528\u30d5\u30a7\u30fc\u30ba\u3067\u306e\u6539\u5584\u5bfe\u5fdc\u3067\u3059<\/b>\u3002<\/p>\n\n<p>Docker\u3092\u4f7f\u3063\u3066\u74b0\u5883\u3092\u7d71\u4e00\u3059\u308c\u3070\u3001\u958b\u767a\u4e2d\u3068\u540c\u3058\u72b6\u614b\u3067\u672c\u756a\u3067\u3082\u52d5\u304b\u305b\u307e\u3059\u3002\u307e\u305f\u3001AWS\u3084GCP\u3068\u3044\u3063\u305f\u30af\u30e9\u30a6\u30c9\u3092\u4f7f\u3048\u3070\u3001\u30a2\u30af\u30bb\u30b9\u304c\u96c6\u4e2d\u3057\u305f\u3068\u304d\u306e\u5bfe\u5fdc\u3084\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u306a\u3069\u3082\u30b9\u30e0\u30fc\u30ba\u306b\u884c\u3048\u307e\u3059\u3002<\/p>\n\n<p>\u3055\u3089\u306b\u3001\u6642\u9593\u304c\u7d4c\u3064\u3068\u300c\u6700\u8fd1\u306e\u30c7\u30fc\u30bf\u3068\u5408\u308f\u306a\u304f\u306a\u3063\u3066\u304d\u305f\u300d\u3068\u3044\u3046\u73fe\u8c61\u304c\u8d77\u3053\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u308c\u3092\u9632\u3050\u306b\u306f\u3001\u518d\u5b66\u7fd2\u3084\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u3092\u5b9a\u671f\u7684\u306b\u884c\u308f\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002<\/p>\n\n<p>\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u6848\u4ef6\u306b\u95a2\u308f\u308b\u5834\u5408\u3001\u7d0d\u54c1\u3067\u7d42\u308f\u3089\u305b\u305a\u3001\u904b\u7528\u30d5\u30a7\u30fc\u30ba\u3067\u3082\u300c\u3069\u3046\u6539\u5584\u3057\u3066\u3044\u304f\u304b\u300d\u3092\u63d0\u6848\u3067\u304d\u308b\u59ff\u52e2\u304c\u3001\u8a55\u4fa1\u3068\u30ea\u30d4\u30fc\u30c8\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002\u7d50\u679c\u306b\u8cac\u4efb\u3092\u6301\u3066\u308b\u6280\u8853\u8005\u306f\u3001\u3044\u3064\u306e\u6642\u4ee3\u3082\u91cd\u5b9d\u3055\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n<h2><span id=\"Python-5\">Python\u306e\u753b\u50cf\u8a8d\u8b58\u6848\u4ef6\u3092\u7d4c\u9a13\u3057\u305f\u3044\u306a\u3089\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3082\u304a\u3059\u3059\u3081<\/span><\/h2>\n\n<p><b>Python\u306b\u3088\u308b\u753b\u50cf\u8a8d\u8b58\u30b9\u30ad\u30eb\u3092\u5b9f\u52d9\u3067\u6d3b\u304b\u3059\u306a\u3089\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3044\u3046\u50cd\u304d\u65b9\u306f\u6709\u52b9\u306a\u9078\u629e\u80a2\u3067\u3059<\/b>\u3002\u73fe\u5728\u3001AI\u3084\u753b\u50cf\u89e3\u6790\u306e\u30cb\u30fc\u30ba\u304c\u9ad8\u307e\u3063\u3066\u304a\u308a\u3001\u4f01\u696d\u5074\u306f\u5373\u6226\u529b\u3068\u3057\u3066\u7a3c\u50cd\u3067\u304d\u308b\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u4eba\u6750\u3092\u7a4d\u6975\u7684\u306b\u6c42\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u753b\u50cf\u8a8d\u8b58\u306b\u95a2\u9023\u3059\u308b\u6848\u4ef6\u306e\u591a\u304f\u306f\u3001\u90314\uff5e5\u65e5\u306e\u7a3c\u50cd\u304c\u524d\u63d0\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u30e2\u30c7\u30eb\u8a2d\u8a08\u30fbAPI\u5b9f\u88c5\u30fb\u672c\u756a\u904b\u7528\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u4efb\u3055\u308c\u308b\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u6b63\u793e\u54e1\u3068\u540c\u7b49\u306e\u95a2\u4e0e\u5ea6\u3092\u6c42\u3081\u3089\u308c\u308b\u4e00\u65b9\u3067\u3001\u305d\u306e\u5206\u5358\u4fa1\u306f\u9ad8\u304f\u8a2d\u5b9a\u3055\u308c\u3066\u304a\u308a\u3001\u5831\u916c\u9762\u3067\u3082\u9b45\u529b\u7684\u3067\u3059\u3002<\/p>\n\n<p>\u4e00\u65b9\u3067\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u7d99\u7d9a\u7684\u306b\u6848\u4ef6\u3092\u53d7\u6ce8\u3059\u308b\u306b\u306f\u3001\u4fe1\u983c\u95a2\u4fc2\u306e\u69cb\u7bc9\u3068\u5b9f\u52d9\u5bfe\u5fdc\u529b\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u753b\u50cf\u8a8d\u8b58\u306f\u6280\u8853\u7684\u306a\u30c8\u30ec\u30f3\u30c9\u5909\u5316\u3082\u901f\u3044\u305f\u3081\u3001\u5e38\u306b\u6700\u65b0\u6280\u8853\u3092\u5b66\u3073\u3064\u3064\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3054\u3068\u306e\u8981\u671b\u306b\u5fdc\u3058\u3066\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u59ff\u52e2\u304c\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002<\/p>\n\n<p><a href=\"https:\/\/flxy.jp\/lp\/lp001\" class=\"btn01\">FLEXY\u30b5\u30fc\u30d3\u30b9\u3092\u898b\u308b<\/a><\/p>\n\n<p><a href=\"https:\/\/flxy.jp\/media\/article\/21683\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6848\u4ef6\u7372\u5f97\u306e\u30b3\u30c4\u3092\u8a73\u3057\u304f\u898b\u308b<\/a><\/p>\n\n<div class=\"linkcard\"><div class=\"lkc-internal-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/flxy.jp\/media\/article\/21683\"><div class=\"lkc-card\"><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img class=\"lkc-thumbnail-img\" src=\"\/\/flxy.jp\/media\/wp-content\/uploads\/2025\/05\/26f68d9a79360882720db635f5620acb-150x150.png\" alt=\"\" \/><\/figure><div class=\"lkc-title\"><div class=\"lkc-title-text\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6848\u4ef6\u7372\u5f97\u306e\u30b3\u30c4\u3092\u89e3\u8aac\uff01\u5e74\u53ce\u76f8\u5834\u3084\u72ec\u7acb\u5931\u6557\u3057\u306a\u3044\u305f...<\/div><\/div><div class=\"lkc-excerpt\">\u4f01\u696d\u306e\u6210\u9577\u306b\u6b20\u304b\u305b\u306a\u3044WEB\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u7d44\u7e54\u306e\u67a0\u3092\u8d85\u3048\u3066\u6d3b\u8e8d\u3059\u308b\u30c1\u30e3\u30f3\u30b9\u304c\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002\u30e9\u30a4\u30c6\u30a3\u30f3\u30b0\u3084SNS\u904b\u7528\u3001\u5e83\u544a\u904b\u7528\u306a\u3069\u3001\u3053\u308c\u307e\u3067\u57f9\u3063\u3066\u304d\u305f\u7d4c\u9a13\u3092\u6b66\u5668\u306b\u3001\u81ea\u5206\u306e\u529b\u3067\u6210\u679c\u3092\u52dd\u3061\u53d6\u308b\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3044\u3046\u50cd\u304d\u65b9\u306b\u9b45\u529b\u3092\u611f\u3058\u308b\u65b9\u3082\u3044\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306eWeb\u30de\u30fc\u30b1\u30bf\u30fc\u5411\u3051\u306e\u6848\u4ef6\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u6848\u4ef6\u7372\u5f97\u306e\u79d8\u8a23\u3084\u5e74\u53ce\u30a2\u30c3\u30d7\u306e\u6226\u7565\u306a\u3069\u3082\u7d39\u4ecb\u3059\u308b\u306e\u3067\u3001\u4eca\u5f8c\u306e\u30ad\u30e3\u30ea\u30a2\u30a2\u30c3\u30d7\u306b\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002\u306a\u304a\u52b9\u7387\u3088\u304f\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306eWEB\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6848\u4ef6\u3092\u7372\u5f97\u3057\u305f\u3044\u306e\u3067\u3042\u308c\u3070\u3001FLEXY\uff08\u30d5\u30ec\u30ad\u30b7\u30fc\uff09\u306b\u7121\u6599\u3067\u3054...<\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n\n<h2><span id=\"PythonFLEXY\">Python\u306e\u753b\u50cf\u8a8d\u8b58\u306b\u95a2\u3059\u308b\u526f\u696d\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u3092\u63a2\u3059\u306a\u3089FLEXY\uff08\u30d5\u30ec\u30ad\u30b7\u30fc\uff09<\/span><\/h2>\n\n<p>Python\u3092\u6d3b\u7528\u3057\u305f\u753b\u50cf\u8a8d\u8b58\u306e\u30b9\u30ad\u30eb\u3092\u6d3b\u304b\u3057\u3066\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u306b\u306f\u3001<a href=\"https:\/\/flxy.jp\/lp\/lp001\">FLEXY<\/a>\u306e\u3088\u3046\u306a\u5c02\u9580\u6027\u306e\u9ad8\u3044\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6d3b\u7528\u3059\u308b\u306e\u304c\u6709\u52b9\u3067\u3059\u3002<b>FLEXY\u306f\u753b\u50cf\u8a8d\u8b58\u3092\u542b\u3080\u5148\u7aef\u6280\u8853\u9818\u57df\u306e\u6848\u4ef6\u306b\u7279\u5316\u3057\u3001\u90314\u301c5\u65e5\u306e\u9ad8\u5358\u4fa1\u6848\u4ef6\u3092\u5b89\u5b9a\u7684\u306b\u63d0\u4f9b\u3067\u304d\u308b\u70b9\u3067\u5f37\u307f\u304c\u3042\u308a\u307e\u3059<\/b>\u3002<\/p>\n\n<p>\u7406\u7531\u306f3\u3064\u3042\u308a\u307e\u3059\u3002\u4e00\u3064\u76ee\u306b\u3001FLEXY\u306f\u5927\u624b\u4f01\u696d\u304b\u3089\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u307e\u3067\u3001AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u9818\u57df\u3067\u306e\u6280\u8853\u9867\u554f\u3084\u958b\u767a\u652f\u63f4\u306e\u30cb\u30fc\u30ba\u3092\u628a\u63e1\u3057\u3066\u304a\u308a\u3001Python\u3092\u6d3b\u7528\u3057\u305f\u753b\u50cf\u8a8d\u8b58\u5206\u91ce\u3067\u306e\u8c4a\u5bcc\u306a\u6848\u4ef6\u5b9f\u7e3e\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n\n<p>\u4e8c\u3064\u76ee\u306b\u3001\u4f01\u696d\u3068\u306e\u76f4\u63a5\u5951\u7d04\u306b\u3088\u308a\u4ef2\u4ecb\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3001\u5831\u916c\u306e\u900f\u660e\u6027\u3092\u78ba\u4fdd\u3057\u3066\u3044\u307e\u3059\u3002\u4e09\u3064\u76ee\u306b\u3001\u5c02\u4efb\u306e\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u304c\u3064\u304d\u3001\u6848\u4ef6\u7d39\u4ecb\u304b\u3089\u5951\u7d04\u3001\u7a3c\u50cd\u5f8c\u306e\u30d5\u30a9\u30ed\u30fc\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u3001\u5b89\u5fc3\u3057\u3066\u958b\u767a\u696d\u52d9\u306b\u96c6\u4e2d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<p>\u3055\u3089\u306b\u3001FLEXY\u3067\u306f\u300cPRO\u30dd\u30fc\u30bf\u30eb\u300d\u3068\u547c\u3070\u308c\u308b\u30de\u30a4\u30da\u30fc\u30b8\u6a5f\u80fd\u3092\u7528\u610f\u3057\u3066\u304a\u308a\u3001\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u306e\u66f4\u65b0\u3001\u5831\u916c\u306e\u78ba\u8a8d\u3001\u6848\u4ef6\u30ea\u30af\u30a8\u30b9\u30c8\u306a\u3069\u3082\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u5b8c\u7d50\u53ef\u80fd\u3067\u3059\u3002\u5951\u7d04\u5f62\u614b\u3082\u696d\u52d9\u59d4\u8a17\uff08\u6e96\u59d4\u4efb\u5951\u7d04\uff09\u304c\u57fa\u672c\u3067\u3001\u500b\u4eba\u4e8b\u696d\u4e3b\u3068\u3057\u3066\u3082\u6cd5\u4eba\u3068\u3057\u3066\u3082\u5951\u7d04\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<p>\u7a3c\u50cd\u958b\u59cb\u524d\u306b\u306f\u4f01\u696d\u3068\u306e\u3059\u308a\u5408\u308f\u305b\u3084\u4e8b\u524d\u6253\u3061\u5408\u308f\u305b\u304c\u884c\u308f\u308c\u308b\u305f\u3081\u3001\u30df\u30b9\u30de\u30c3\u30c1\u306e\u30ea\u30b9\u30af\u3082\u8efd\u6e1b\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4eca\u3059\u3050\u300c<a href=\"https:\/\/flxy.jp\/lp\/lp001\">FLEXY\uff08\u30d5\u30ec\u30ad\u30b7\u30fc\uff09<\/a>\u300d\u304b\u3089\u7121\u6599\u767b\u9332\u306e\u4e0a\u3001\u3054\u81ea\u8eab\u306b\u6700\u9069\u306a\u6848\u4ef6\u3092\u898b\u3064\u3051\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u304b\u3089\u30b3\u30d4\u30fc-->\n\n<div class=\"cta-btn-box\">\n<p>\u6848\u4ef6\u63a2\u3057\u306e\u60a9\u307f\u4ea4\u6e09\u306e\u4e0d\u5b89\u3001\u5c02\u4efb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5168\u3066\u30b5\u30dd\u30fc\u30c8<\/p>\n<a href=\"https:\/\/flxy.jp\/form\/expert\/input\" class=\"cta-btn-01\">\u4eca\u3059\u3050\u7121\u6599\u30ad\u30e3\u30ea\u30a2\u76f8\u8ac7\u3092\u7533\u3057\u8fbc\u3080<\/a>\n<\/div>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u307e\u3067\u30b3\u30d4\u30fc-->\n\n<h2><span 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