{"id":1507,"date":"2024-09-13T14:08:01","date_gmt":"2024-09-13T05:08:01","guid":{"rendered":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/?p=1507"},"modified":"2025-07-09T11:02:04","modified_gmt":"2025-07-09T02:02:04","slug":"%e6%94%be%e9%80%81%e5%a4%a7%e5%ad%a6%e3%81%ae%e7%a7%91%e7%9b%ae%e3%80%8c%e3%82%b3%e3%83%b3%e3%83%94%e3%83%a5%e3%83%bc%e3%82%bf%e3%83%93%e3%82%b8%e3%83%a7%e3%83%b3%e3%80%8d%e3%82%92%e5%b1%a5%e4%bf%ae","status":"publish","type":"post","link":"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/1507\/","title":{"rendered":"\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3092\u5c65\u4fee\u3057\u305f"},"content":{"rendered":"<p>\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c<a href=\"https:\/\/www.ouj.ac.jp\" rel=\"noopener\" target=\"_blank\">\u653e\u9001\u5927\u5b66<\/a>\u306e\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3068\u3044\u3046\u79d1\u76ee\u3092\u5c65\u4fee\u3057\u307e\u3057\u305f\uff0e<\/p>\n<p><!--more--><\/p>\n<h2>\u7814\u4fee\u306e\u6982\u8981<\/h2>\n<p>\u5f18\u524d\u5927\u5b66\u306e\u8077\u54e1\u81ea\u5df1\u5553\u767a\u7814\u4fee\u306e\u4e00\u74b0\u3068\u3057\u3066\uff0c\u653e\u9001\u5927\u5b66\u306e\u79d1\u76ee\u5c65\u4fee\u751f\u306b\u306a\u308b\uff0c\u3068\u3044\u3046\u3082\u306e\u304c\u3042\u308a\u307e\u3059\uff0e\u4e8b\u52d9\u7cfb\u8077\u54e1\u306a\u3089\u3073\u306b\u6280\u8853\u7cfb\u8077\u54e1\u3092\u5bfe\u8c61\u3068\u3057\u3066\uff0c\u300c\u653e\u9001\u5927\u5b66\u306e\u6388\u696d\u79d1\u76ee\u3092\u5c65\u4fee\u3055\u305b\u308b\u3053\u3068\u306b\u3088\u308a\uff0c\u81ea\u5df1\u5553\u767a\u306b\u3088\u308b\u76ee\u7684\u610f\u8b58\u306e\u9ad8\u63da\u3092\u56f3\u308b\u3068\u3068\u3082\u306b\u696d\u52d9\u9042\u884c\u306b\u5fc5\u8981\u306a\u6559\u990a\u30fb\u77e5\u8b58\u3092\u7fd2\u5f97\u3055\u305b\uff0c\u5927\u5b66\u8077\u54e1\u3068\u3057\u3066\u306e\u8cc7\u8cea\u306e\u5411\u4e0a\u3092\u56f3\u308b\u300d\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u3082\u306e\u3067\u3059\uff0e<\/p>\n<p>\u5165\u5b66\u6599\u3068\u6388\u696d\u6599\u304c<strong>\u5f18\u524d\u5927\u5b66\u306e\u8ca0\u62c5<\/strong>\u3068\u306a\u308a\u307e\u3059\u306e\u3067\u4f55\u5341\u4eba\u3082\u4f55\u767e\u4eba\u3082\u53d7\u8b1b\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u304c\uff0c\u79c1\u306e\u5468\u308a\u3067\u306f\u53d7\u8b1b\u5e0c\u671b\u304c\u53f6\u308f\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u8a71\u3092\u805e\u3044\u305f\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\uff0e<\/p>\n<h2>\u53d7\u8b1b\u79d1\u76ee<\/h2>\n<p>\u3053\u306e\u7814\u4fee\u3067\u306f\u5bfe\u8c61\u3068\u306a\u308b\u53d7\u8b1b\u79d1\u76ee\u304c\u3044\u304f\u3064\u304b\u6307\u5b9a\u3055\u308c\u3066\u3044\u305f\u6642\u4ee3\u3082\u3042\u3063\u305f\u3068\u8a18\u61b6\u3057\u3066\u3044\u307e\u3059\u304c\uff0c\u3044\u307e\u306f\u4efb\u610f\u306e\u79d1\u76ee\u3092\u53d7\u8b1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff0e<small>\u53d7\u8b1b\u79d1\u76ee\u3068\u696d\u52d9\u3068\u306e\u95a2\u9023\u6027\u3092\u3042\u308b\u7a0b\u5ea6\u8aac\u660e\u3067\u304d\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u3059\uff0e<\/small><\/p>\n<p>\u4eca\u56de\u79c1\u304c\u9078\u629e\u3057\u305f\u306e\u306f\uff0c\u60c5\u5831\u30b3\u30fc\u30b9\u306e\u5c02\u9580\u79d1\u76ee\u3067\u3042\u308b\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u3067\u3059\uff0e\u30ca\u30f3\u30d0\u30ea\u30f3\u30b0\u306f330\u3067\uff0c\u5c02\u9580\u79d1\u76ee\uff08300\u756a\u53f0\uff09\u306e\u4e2d\u3067\u3082\u300c\u4e0a\u7d1a\u300d\u306b\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u3066\u3044\u307e\u3059\uff0e<br \/>\n\u30b7\u30e9\u30d0\u30b9\u306b\u3082\u3042\u308b\u3088\u3046\u306b\u300c\u81ea\u5df1\u4f4d\u7f6e\u63a8\u5b9a\u3068\u5730\u56f3\u69cb\u7bc9\u300d\u300c\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u753b\u50cf\u8a8d\u8b58\u300d\u306e2\u672c\u304c\u67f1\u3068\u306a\u3063\u3066\u3044\u307e\u3059\uff0e\u524d\u534a\u306f\u30ab\u30e1\u30e9\u306b\u95a2\u3059\u308b\u5ea7\u6a19\u7cfb\u306a\u3069\u306e\u5e7e\u4f55\u5b66\u7684\u306a\u8a71\u304c\u51fa\u3066\u304d\u307e\u3059\u304c\uff0c\u5f8c\u534a\u306f\u3046\u3063\u3066\u5909\u308f\u3063\u3066\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u7528\u3044\u305f\u6df1\u5c64\u5b66\u7fd2\u306a\u3069\u306e\u8a71\u304c\u51fa\u3066\u304d\u307e\u3059\uff0e<\/p>\n<p>\u3053\u306e\u79d1\u76ee\u306f<strong>\u30aa\u30f3\u30e9\u30a4\u30f3\u6388\u696d<\/strong>\u3067\u3042\u308a\uff0c\u8b1b\u7fa9\u306e\u4ed6\u306b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e<a href=\"https:\/\/www.python.jp\/\" rel=\"noopener\" target=\"_blank\">Python<\/a>\u3092\u7528\u3044\u305f\u6f14\u7fd2\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\uff0e\u8a73\u3057\u304f\u306f\u6b21\u7bc0\u3067\u8ff0\u3079\u307e\u3059\uff0e<\/p>\n<h2>\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u306b\u3064\u3044\u3066\u306e\u8a73\u7d30<\/h2>\n<p>\u672c\u7bc0\u306f\uff0c\u79d1\u76ee\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u300d\u56fa\u6709\u306e\u4e8b\u60c5\u3092\u8ff0\u3079\u3066\u3044\u304d\u307e\u3059\uff0e<\/p>\n<h3>\u30aa\u30f3\u30e9\u30a4\u30f3\u6388\u696d\u79d1\u76ee<\/h3>\n<p>\u7e70\u308a\u8fd4\u3057\u306b\u306a\u308a\u307e\u3059\u304c\uff0c\u3053\u306e\u79d1\u76ee\u306f\u300c\u30aa\u30f3\u30e9\u30a4\u30f3\u6388\u696d\u300d\u3067\u3059\uff0e\u3059\u306a\u308f\u3061\u30c6\u30ec\u30d3\u7b49\u306b\u3088\u308b\u653e\u9001\u304c\u306a\u304f\uff0c\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306eE-learning\u306e\u3088\u3046\u306a\u5f62\u3067\u53d7\u8b1b\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\uff08\u5f93\u6765\u306e\u653e\u9001\u5927\u5b66\u306e\u30a4\u30e1\u30fc\u30b8\u3068\u306f\u3061\u3087\u3063\u3068\u96e2\u308c\u3066\u3044\u307e\u3059\u306d\uff01\uff09\uff0e\u901a\u4fe1\u6307\u5c0e\u3084\u5358\u4f4d\u8a8d\u5b9a\u8a66\u9a13\u3082\u306a\u304f\uff0c\u4ee3\u308f\u308a\u306b\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u306e\u5b66\u7fd2\u6d3b\u52d5\uff08\u5c0f\u30c6\u30b9\u30c8\uff0b\u6f14\u7fd2\u8ab2\u984c\uff09\u306b\u3088\u3063\u3066\u8a55\u4fa1\u304c\u884c\u308f\u308c\u307e\u3059\uff0e<\/p>\n<h3>\u6388\u696d\u306e\u69cb\u6210<\/h3>\n<p>1\u30b3\u30de\u306f\u57fa\u672c\u7684\u306b4\uff5e7\u672c\u306e\u30b9\u30e9\u30a4\u30c9\u30b7\u30e7\u30fc\uff0b\u97f3\u58f0\u52d5\u753b\uff08\u5408\u8a0850\uff5e60\u5206\uff09\u306b\u3088\u308b\u8b1b\u7fa9\u3068\uff0cPython\uff08Jupyter Notebook\uff09\u306b\u3088\u308b\u6f14\u7fd2\u304b\u3089\u306a\u308a\u307e\u3059\uff0e<small>\u653e\u9001\u6388\u696d\u3067\u3059\u3068\u5404\u56de\u306e\u9577\u3055\u3092\u304d\u3063\u3061\u308a\u53ce\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\uff0c\u30aa\u30f3\u30e9\u30a4\u30f3\u6388\u696d\u306e\u8b1b\u7fa9\u3060\u3068\u305d\u306e\u5fc5\u8981\u304c\u306a\u3044\u306e\u3067\uff0c\u8b1b\u5e2b\u30b5\u30a4\u30c9\u3068\u3057\u3066\u306f\u305a\u3044\u3076\u3093\u3084\u308a\u3084\u3059\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff08\u3068\u3044\u3046\u52dd\u624b\u306a\u63a8\u6e2c\uff09\uff0e<\/small> \u6f14\u7fd2\u3068\u8b1b\u7fa9\u306e\u5185\u5bb9\u306f\u540c\u671f\u3057\u3066\u304a\u3089\u305a\uff0c\u8b1b\u7fa9\u3067\u6271\u3063\u305f\u30c6\u30fc\u30de\u3092\u6570\u56de\u5f8c\u306e\u6f14\u7fd2\u3067\u6271\u3046\u3088\u3046\u306a\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\uff0e<br \/>\n<small>\u8b1b\u7fa9\u52d5\u753b\u304c10\u5206\u7a0b\u5ea6\u3067\u533a\u5207\u3089\u308c\u3066\u3044\u308b\u306e\u3067\uff0c\u696d\u52d9\u306e\u7a7a\u304d\u6642\u9593\u3067\u53d7\u8b1b\u3059\u308b\u3068\u3044\u3046\u30c6\u30a4\u306e\u672c\u7814\u4fee\u3068\u3082\u76f8\u6027\u304c\u3044\u3044\u3088\u3046\u306b\u611f\u3058\u307e\u3057\u305f\uff0e<\/small><\/p>\n<h3>\u8a55\u4fa1\u3068\u5358\u4f4d\u53d6\u5f97<\/h3>\n<p>\u8a55\u4fa1\u306f\uff0c\u5404\u56de\u306e\u6700\u5f8c\u306b\u3042\u308b\u300c\u5c0f\u30c6\u30b9\u30c8\u300d\u3068\uff0c\u6700\u5f8c\u306b\u63d0\u51fa\u3059\u308b\u300c\u6f14\u7fd2\u8ab2\u984c\u300d\u3067\u884c\u308f\u308c\u307e\u3059\uff0e\u300c\u5c0f\u30c6\u30b9\u30c8\u300d\u306f3\u554f\u7a0b\u5ea6\u306e\u629e\u4e00\u5f0f\u554f\u984c\u3067\u69cb\u6210\u3055\u308c\u3066\u304a\u308a\uff0c\u4f55\u56de\u3067\u3082\u53d7\u9a13\u3067\u304d\u307e\u3059\uff08\u8907\u6570\u56de\u53d7\u9a13\u3057\u305f\u5834\u5408\uff0c\u6210\u7e3e\u8a55\u4fa1\u306b\u306f\u6700\u9ad8\u70b9\u304c\u7528\u3044\u3089\u308c\u307e\u3059\uff09\uff0e\u300c\u6f14\u7fd2\u8ab2\u984c\u300d\u306f\uff0c\u5404\u56de\u306e\u300c\u6f14\u7fd2\u300d\u306e\u3046\u3061\u306e1\u3064\u306b\u3064\u3044\u3066\uff0c\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306b\u72ec\u81ea\u306e\u4fee\u6b63\u30921\u3064\u4ee5\u4e0a\u884c\u3063\u3066\u305d\u306e\u51fa\u529b\u3092\u63d0\u51fa\u3059\u308b\uff0c\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\uff08\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u63d0\u51fa\u306f\u5fc5\u9808\u3067\u306f\u306a\u3044\uff09\uff0e<\/p>\n<p>\u300c\u6f14\u7fd2\u8ab2\u984c\u300d\u306e\u81ea\u7531\u5ea6\u306f\u9ad8\u304f\uff0c\u5358\u4f4d\u53d6\u5f97\u3060\u3051\u3092\u8003\u3048\u308b\u306e\u3067\u3042\u308c\u3070\u96e3\u6613\u5ea6\u306f\u304b\u306a\u308a\u4f4e\u3044\u3088\u3046\u306b\u898b\u3048\u307e\u3059\uff0e\u3057\u304b\u3057\u6271\u3063\u3066\u3044\u308b\u30c8\u30d4\u30c3\u30af\u306f\u5e83\u3055\u3068\u6df1\u3055\u3092\u517c\u306d\u5099\u3048\u3066\u304a\u308a\uff0c\u771f\u9762\u76ee\u306b\u7406\u89e3\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u76f8\u5f53\u6642\u9593\u306e\u5b66\u7fd2\u304c\u5fc5\u8981\u306b\u306a\u308b\u3067\u3057\u3087\u3046\uff0e<\/p>\n<h2>\u53d7\u8b1b\u306e\u8a18\u9332\u3068\u6240\u611f<\/h2>\n<h3>\u53d7\u8b1b\u30da\u30fc\u30b9<\/h3>\n<p>\u653e\u9001\u5927\u5b66\u306e\u30bb\u30e1\u30b9\u30bf\u30fc\uff08\u7b2c1\u5b66\u671f\uff09\u306f4\u6708\u306b\u59cb\u307e\u308a9\u6708\u306b\u7d42\u308f\u308a\u307e\u3059\uff0e\u5b66\u751f\u8a3c\u306a\u3069\u304c\u5c4a\u3044\u305f\u306e\u304c4\u670812\u65e5\u3060\u3063\u305f\u306e\u3067\u30aa\u30f3\u30e9\u30a4\u30f3\u6388\u696d\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u30ed\u30b0\u30a4\u30f3\u3082\u305d\u306e\u9803\u306b\u521d\u3081\u3066\u884c\u3063\u305f\u306e\u3067\u3059\u304c\uff0c\u6f14\u7fd2\u8ab2\u984c\u63d0\u51fa\u3084\u5c0f\u30c6\u30b9\u30c8\u53d7\u9a13\u306e\u6700\u7d42\u671f\u9650\u304c<strong>7\u670810\u65e5<\/strong>\u3068\uff0c\u601d\u3063\u3066\u3044\u305f\u4ee5\u4e0a\u306b\u65e9\u304b\u3063\u305f\u306e\u3067\u9a5a\u304d\u307e\u3057\u305f\uff0e<small>\u3061\u306a\u307f\u306bWeb\u3067\u306e\u5358\u4f4d\u8a8d\u5b9a\u8a66\u9a13\u3092\u884c\u3046\u79d1\u76ee\u3067\u306f7\u670814\u65e5\u304b\u30897\u670822\u65e5\u307e\u3067\u304c\u8a66\u9a13\u671f\u9593\u306b\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u306e\u3067\uff0c\u305d\u308c\u3088\u308a\u3082\u65e9\u304f\u306a\u3063\u3066\u3044\u307e\u3059\uff0e<\/small> 1\u90311\u30b3\u30de\u3067\u306f\u5230\u5e95\u9593\u306b\u5408\u308f\u306a\u3044\u306e\u3067\uff0c3\u9031\u30675\u30b3\u30de\u3050\u3089\u3044\u306e\u30da\u30fc\u30b9\u3067\u5b66\u7fd2\u3092\u9032\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\uff0e<br \/>\n\u914d\u4fe1\u671f\u9593\u304c9\u67082\u65e517\u6642\u307e\u3067\u3068\u306a\u3063\u3066\u304a\u308a\uff0c\u6700\u7d42\u671f\u9650\u306e\u5f8c\u3067\u3082\u3057\u3070\u3089\u304f\u306f\u8b1b\u7fa9\u3092\u8996\u8074\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff0e<\/p>\n<p>\u79c1\u306e\u9032\u6357\u306f\uff0c4\u6708\u4e2d\u306b\u7b2c4\u56de\uff0c5\u6708\u4e2d\u306b\u7b2c10\u56de\u307e\u3067\u8b1b\u7fa9\u3092\u53d7\u8b1b\u3057\uff0c\u7b2c15\u56de\u304c\u7d42\u308f\u3063\u305f\u306e\u304c6\u670825\u65e5\u3067\u3057\u305f\uff0e\u6f14\u7fd2\u8ab2\u984c\u306e\u69cb\u60f3\u306f5\u6708\u4e2d\u306b\u306f\u3067\u304d\u3066\u3044\u307e\u3057\u305f\u304c\uff0c\u7740\u624b\u3057\u305f\u306e\u306f6\u6708\u5f8c\u534a\u306b\u5165\u3063\u3066\u304b\u3089\u3067\uff0c7\u67089\u65e5\u306b\u63d0\u51fa\u3057\u307e\u3057\u305f\uff0e<\/p>\n<h3>Python\u5b9f\u884c\u74b0\u5883\u306e\u69cb\u7bc9<\/h3>\n<p>\u30b7\u30e9\u30d0\u30b9\u306b\u306f\u300cPython\u5b9f\u884c\u74b0\u5883\u3092\u3054\u81ea\u8eab\u3067\u69cb\u7bc9\u3067\u304d\u3066\u3044\u308b\u3053\u3068\uff08\u4e2d\u7565\uff09\u304c\u5c65\u4fee\u306e\u6761\u4ef6\u3068\u306a\u308a\u307e\u3059\u300d\u3068\u3042\u308a\uff0c\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u306bPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u304b\u3068\u30d3\u30af\u30d3\u30af\u3057\u3066\u3044\u307e\u3057\u305f\uff0e\u3057\u304b\u3057\u84cb\u3092\u958b\u3051\u3066\u307f\u308b\u3068\uff0c\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u306f\u5168\u304f\u306a\u304f\uff0c<a href=\"https:\/\/colab.research.google.com\/\" rel=\"noopener\" target=\"_blank\">Google Colaboratory<\/a>\u3092\u4f7f\u3063\u3066\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\uff0e\u5404\u8ab2\u984c\u306fGoogle Colaboratory\u4e0a\u3067Jupyter Notebook\u3068\u3057\u3066\u4e0e\u3048\u3089\u308c\uff0c\u305d\u308c\u3092\u81ea\u5206\u306eGoogle Drive\uff08\u653e\u9001\u5927\u5b66\u306e\u5b66\u751f\u30e1\u30fc\u30eb\u30a2\u30ab\u30a6\u30f3\u30c8\u304cGoogle\u30a2\u30ab\u30a6\u30f3\u30c8\u3068\u3057\u3066\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\uff09\u306b\u30b3\u30d4\u30fc\u3057\u3066Google Colaboratory\u3067\u958b\u304f\uff0c\u3068\u3044\u3046\u3053\u3068\u304c\u307b\u3068\u3093\u3069\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u3067\u304d\u307e\u3059\uff0e<\/p>\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u6280\u8853\u3082\u7279\u5225\u306b\u9ad8\u5ea6\u306a\u3082\u306e\u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\uff0e\u305f\u3060<a href=\"https:\/\/opencv.org\" rel=\"noopener\" target=\"_blank\">OpenCV<\/a>\uff08\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306a\u753b\u50cf\u51e6\u7406\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\uff09\u306a\u3069\u306e<abbr title=\"Application Programming Interface\">API<\/abbr>\u3092\u4f7f\u3063\u305f\u308a\u3057\u307e\u3059\u306e\u3067\uff0c\u305d\u3046\u3044\u3046\u3082\u306e\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u3092\u8aad\u3080\u3088\u3046\u306a\u7d4c\u9a13\u306e\u6709\u7121\u3067\uff0c\u3068\u3063\u3064\u304d\u3084\u3059\u3055\u306b\u5dee\u304c\u51fa\u3066\u304f\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\uff0e<\/p>\n<h3>\u6f14\u7fd2\u8ab2\u984c\u3068\u6210\u7e3e\u901a\u77e5<\/h3>\n<p>\u79c1\u306f\u30b9\u30c6\u30ec\u30aa\u753b\u50cf\u5bfe\u304b\u3089\u5965\u884c\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3059\u308b\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u307f\u307e\u3057\u305f\uff0e<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/z-map.png\" alt=\"\" width=\"560\" height=\"420\" class=\"alignnone size-full wp-image-1625\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/z-map.png 560w, https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/z-map-320x240.png 320w\" sizes=\"auto, (max-width: 560px) 100vw, 560px\" 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href=\"https:\/\/yorozuya-dc.com\" rel=\"noopener\" target=\"_blank\">\u842c\u5c4b<\/a>\u3067\u898b\u3064\u3051\u305f<\/small>\u30e9\u30d9\u30eb\u7528\u7d19\u306b\u5370\u5237\u3057\u305f\u3082\u306e\u3092\uff0c<small>\u884c\u304d\u5834\u3092\u5931\u3063\u3066\u3044\u305f<\/small>\u30a2\u30af\u30ea\u30eb\u677f\u306b\u8cbc\u308a\u4ed8\u3051\u3066\u4f7f\u3044\u307e\u3057\u305f\uff0e<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/IMGP0016_s.jpg\" alt=\"\" width=\"480\" height=\"320\" class=\"alignnone size-full wp-image-1626\" srcset=\"https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/IMGP0016_s.jpg 480w, https:\/\/home.hirosaki-u.ac.jp\/yaneura\/wp-content\/uploads\/sites\/26\/IMGP0016_s-320x213.jpg 320w\" sizes=\"auto, (max-width: 480px) 100vw, 480px\" 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