\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306f\u3069\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308b\u306e\u304b\uff1f
\n\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306b\u306f\u591a\u304f\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u305d\u306e\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u3068\u6839\u62e0\u3092\u6319\u3052\u3066\u8a73\u7d30\u306b\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
\u610f\u601d\u6c7a\u5b9a\u306e\u8cea\u306e\u5411\u4e0a
\n\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306b\u3088\u308a\u3001\u4f01\u696d\u3084\u7d44\u7e54\u306f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u5f93\u6765\u306e\u76f4\u611f\u3084\u7d4c\u9a13\u306b\u983c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u6c7a\u5b9a\u306f\u3088\u308a\u6b63\u78ba\u3067\u4fe1\u983c\u6027\u304c\u9ad8\u3044\u3067\u3059\u3002<\/p>\n
\u30de\u30c3\u30ad\u30f3\u30bc\u30fc\u306a\u3069\u306e\u7814\u7a76\u306f\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306a\u7d44\u7e54\u306f\u305d\u3046\u3067\u306a\u3044\u7d44\u7e54\u3088\u308a\u3082\u696d\u7e3e\u304c\u5411\u4e0a\u3059\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3068\u8fc5\u901f\u306a\u5bfe\u5fdc
\n\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u5e02\u5834\u306e\u5909\u5316\u3084\u9867\u5ba2\u306e\u884c\u52d5\u306b\u3059\u3050\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u7af6\u4e89\u529b\u3092\u7dad\u6301\u30fb\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u91d1\u878d\u696d\u754c\u3067\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u6d3b\u7528\u3057\u3066\u3001\u8a50\u6b3a\u306e\u691c\u51fa\u3084\u53d6\u5f15\u306e\u6700\u9069\u5316\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u6d88\u8cbb\u8005\u884c\u52d5\u306e\u7406\u89e3\u3068\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3
\n\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306f\u6d88\u8cbb\u8005\u306e\u8cfc\u8cb7\u5c65\u6b74\u3001SNS\u3067\u306e\u6d3b\u52d5\u3001\u4f4d\u7f6e\u60c5\u5831\u306a\u3069\u304b\u3089\u8a73\u7d30\u306a\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3001\u500b\u3005\u306e\u6d88\u8cbb\u8005\u306e\u884c\u52d5\u3092\u6df1\u304f\u7406\u89e3\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u9867\u5ba2\u306b\u5bfe\u3057\u3066\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30b5\u30fc\u30d3\u30b9\u3084\u5546\u54c1\u3092\u63d0\u4f9b\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3084\u30ed\u30a4\u30e4\u30ea\u30c6\u30a3\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n
\u52b9\u7387\u306e\u6700\u9069\u5316\u3068\u30b3\u30b9\u30c8\u524a\u6e1b
\n\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u7279\u5b9a\u3057\u3001\u3053\u308c\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3067\u3001\u696d\u52d9\u306e\u52b9\u7387\u5316\u3092\u56f3\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u306e\u6700\u9069\u5316\u3084\u4eba\u6750\u914d\u7f6e\u306e\u5408\u7406\u5316\u306a\u3069\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067\u30b3\u30b9\u30c8\u524a\u6e1b\u304c\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u65b0\u898f\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u3084\u88fd\u54c1\u306e\u5275\u51fa
\n\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u65b0\u305f\u306a\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3084\u88fd\u54c1\u958b\u767a\u304c\u4fc3\u9032\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u304b\u3089\u3053\u308c\u307e\u3067\u898b\u3048\u3066\u3053\u306a\u304b\u3063\u305f\u9867\u5ba2\u30cb\u30fc\u30ba\u3084\u5e02\u5834\u30c8\u30ec\u30f3\u30c9\u3092\u767a\u898b\u3057\u3001\u305d\u308c\u306b\u5fdc\u3058\u305f\u65b0\u3057\u3044\u30b5\u30fc\u30d3\u30b9\u3084\u88fd\u54c1\u3092\u6295\u5165\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u305f\u3068\u3048\u3070\u3001\u30c7\u30b8\u30bf\u30eb\u30d8\u30eb\u30b9\u306e\u5206\u91ce\u3067\u306f\u3001\u60a3\u8005\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3066\u500b\u5225\u5316\u3055\u308c\u305f\u533b\u7642\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u52d5\u304d\u304c\u898b\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e88\u6e2c\u80fd\u529b\u306e\u5411\u4e0a
\n\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306b\u3088\u308a\u3001\u7d44\u7e54\u306f\u30ea\u30b9\u30af\u306e\u7279\u5b9a\u3068\u4e88\u6e2c\u3092\u884c\u3044\u3001\u9069\u5207\u306a\u30ea\u30b9\u30af\u7ba1\u7406\u6226\u7565\u3092\u7b56\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u4fdd\u967a\u696d\u754c\u3067\u306f\u3001\u9867\u5ba2\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3066\u4fdd\u967a\u91d1\u8acb\u6c42\u306e\u30ea\u30b9\u30af\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u30ea\u30b9\u30af\u30d7\u30fc\u30eb\u306e\u6700\u9069\u5316\u3092\u56f3\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u5177\u4f53\u7684\u306a\u30c7\u30fc\u30bf\u89e3\u6790\u624b\u6cd5\u3084\u6280\u8853\uff08\u6a5f\u68b0\u5b66\u7fd2\u3001AI\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306a\u3069\uff09\u306b\u3088\u308a\u652f\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3055\u3089\u306b\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u306f\u300c\u30c7\u30fc\u30bf\u304c\u65b0\u305f\u306a\u6cb9\u3067\u3042\u308b\u300d\u3068\u79f0\u3055\u308c\u308b\u307b\u3069\u3001\u591a\u304f\u306e\u7d44\u7e54\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u8cc7\u7523\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u7af6\u4e89\u512a\u4f4d\u6027\u306e\u7dad\u6301\u30fb\u5411\u4e0a\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u6301\u7d9a\u7684\u306a\u6210\u9577\u3092\u652f\u3048\u308b\u8981\u56e0\u3068\u306a\u308b\u306e\u3067\u3059\u3002<\/p>\n
\u3069\u306e\u3088\u3046\u306a\u6280\u8853\u304c\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306b\u4f7f\u308f\u308c\u3066\u3044\u308b\u306e\u304b\uff1f
\n\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306f\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u52b9\u679c\u7684\u306b\u53ce\u96c6\u3001\u51e6\u7406\u3001\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u6d1e\u5bdf\u3092\u5f97\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/p>\n
\u3053\u306e\u5206\u91ce\u306b\u304a\u3044\u3066\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u6280\u8853\u304c\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u4e3b\u8981\u306a\u6280\u8853\u3068\u305d\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
\u5206\u6563\u51e6\u7406\u30b7\u30b9\u30c6\u30e0<\/p>\n
Hadoop \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6563\u578b\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30af\u30e9\u30b9\u30bf\u3067\u51e6\u7406\u3057\u307e\u3059\u3002<\/p>\n
Hadoop Distributed File System\uff08HDFS\uff09\u3068MapReduce\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30e2\u30c7\u30eb\u304c\u57fa\u76e4\u6280\u8853\u3068\u3057\u3066\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 Hadoop\u306f\u305d\u306e\u62e1\u5f35\u6027\u3068\u4fe1\u983c\u6027\u304b\u3089\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u6a19\u6e96\u7684\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u51e6\u7406<\/p>\n
Apache Kafka\u3001Apache Flink\u3001Apache Spark Streaming \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n
\u7279\u306bKafka\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30d1\u30d6\u30ea\u30c3\u30b7\u30e5\/\u30b5\u30d6\u30b9\u30af\u30e9\u30a4\u30d6\u30e2\u30c7\u30eb\u306e\u5f37\u529b\u306a\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u51e6\u7406\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u30cb\u30fc\u30ba\u304c\u9ad8\u307e\u308b\u4e2d\u3067\u3001\u8fc5\u901f\u306b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u610f\u601d\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u6280\u8853<\/p>\n
NoSQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff08MongoDB\u3001Cassandra\u3001HBase\u306a\u3069\uff09 \u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3084\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002<\/p>\n
\u6839\u62e0 \u30d0\u30c3\u30c1\u51e6\u7406\u306b\u52a0\u3048\u3066\u3001\u8907\u96d1\u3067\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3092\u6301\u3064\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u51e6\u7406\u3059\u308b\u73fe\u5728\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u591a\u69d8\u306a\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u3001NoSQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u6a5f\u68b0\u5b66\u7fd2\u3068AI<\/p>\n
TensorFlow\u3001PyTorch\u3001Scikit-learn \u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u4e88\u6e2c\u30e2\u30c7\u30eb\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u898b\u3064\u3051\u51fa\u3059\u305f\u3081\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002<\/p>\n
\u6839\u62e0 \u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u304b\u3089\u306e\u4fa1\u5024\u62bd\u51fa\u306b\u306f\u3001\u591a\u6b21\u5143\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u30d1\u30bf\u30fc\u30f3\u3068\u95a2\u9023\u6027\u3092\u8b58\u5225\u3059\u308b\u80fd\u529b\u304c\u5fc5\u9808\u3067\u3059\u3002<\/p>\n
\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u306f\u305d\u306e\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/p>\n
Tableau\u3001Power BI\u3001D3.js \u30c7\u30fc\u30bf\u3092\u8996\u899a\u7684\u306b\u8868\u73fe\u3057\u3001\u30d3\u30b8\u30e5\u30a2\u30eb\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5f97\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n
\u6839\u62e0 \u5927\u91cf\u306e\u60c5\u5831\u3092\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u30e6\u30fc\u30b6\u30fc\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u30c7\u30fc\u30bf\u304b\u3089\u8fc5\u901f\u306b\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/p>\n
AWS\u3001Google Cloud Platform\u3001Microsoft Azure \u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u305f\u3081\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u63d0\u4f9b\u3057\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u67d4\u8edf\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u91cf\u304c\u6025\u901f\u306b\u5897\u52a0\u3059\u308b\u4e2d\u3067\u3001\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3067\u30ea\u30bd\u30fc\u30b9\u3092\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\/\u30c0\u30a6\u30f3\u3067\u304d\u308b\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u30b3\u30b9\u30c8\u52b9\u7387\u7684\u306b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u884c\u3046\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u6280\u8853\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u3084\u7814\u7a76\u8005\u306f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u304b\u3089\u3088\u308a\u6df1\u3044\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3057\u3001\u65b0\u3057\u3044\u30d3\u30b8\u30cd\u30b9\u6a5f\u4f1a\u3092\u767a\u898b\u3057\u305f\u308a\u3001\u52b9\u7387\u7684\u306a\u904b\u7528\u3092\u5b9f\u73fe\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u305d\u308c\u305e\u308c\u306e\u6280\u8853\u306f\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3084\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u306b\u5fdc\u3058\u3066\u9078\u629e\u3055\u308c\u3001\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u5b9f\u4f8b\u3068\u3057\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u30b1\u30fc\u30b9\u304c\u3042\u308b\u306e\u304b\uff1f
\n\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5927\u91cf\u6027\u3001\u591a\u69d8\u6027\u3001\u901f\u5ea6\u3001\u9ad8\u5fe0\u5b9f\u5ea6\u306b\u5bfe\u5fdc\u3059\u308b\u624b\u6cd5\u3092\u6d3b\u7528\u3057\u3066\u4fa1\u5024\u3042\u308b\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u6280\u8853\u3067\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u4ee3\u8868\u7684\u306a\u5b9f\u4f8b\u3068\u305d\u306e\u6839\u62e0\u3067\u3059\u3002<\/p>\n
\u5c0f\u58f2\u306b\u304a\u3051\u308b\u9867\u5ba2\u884c\u52d5\u306e\u4e88\u6e2c
\n\u5c0f\u58f2\u696d\u8005\u306f\u3001\u8cfc\u8cb7\u30c7\u30fc\u30bf\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u884c\u52d5\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u60c5\u5831\u306a\u3069\u3092\u89e3\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u500b\u3005\u306e\u9867\u5ba2\u306e\u8cfc\u8cb7\u30d1\u30bf\u30fc\u30f3\u3084\u8da3\u5473\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30d7\u30ed\u30e2\u30fc\u30b7\u30e7\u30f3\u3084\u5e83\u544a\u3092\u5b9f\u65bd\u3057\u3001\u8ca9\u58f2\u3092\u4fc3\u9032\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u305f\u3068\u3048\u3070\u3001\u30a2\u30de\u30be\u30f3\u306f\u904e\u53bb\u306e\u8cfc\u8cb7\u5c65\u6b74\u3092\u5229\u7528\u3057\u3066\u300c\u3053\u308c\u3092\u8cb7\u3063\u305f\u4eba\u306f\u3053\u308c\u3082\u8cb7\u3063\u3066\u3044\u307e\u3059\u300d\u306e\u3088\u3046\u306a\u30ec\u30b3\u30e1\u30f3\u30c9\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
\u5065\u5eb7\u533b\u7642\u5206\u91ce\u3067\u306e\u8a3a\u65ad\u6539\u5584
\n\u533b\u7642\u6a5f\u95a2\u3084\u7814\u7a76\u8005\u306f\u3001\u60a3\u8005\u306e\u96fb\u5b50\u30ab\u30eb\u30c6\u3001\u30b2\u30ce\u30e0\u30c7\u30fc\u30bf\u3001\u30a6\u30a7\u30a2\u30e9\u30d6\u30eb\u30c7\u30d0\u30a4\u30b9\u304b\u3089\u306e\u30d5\u30a3\u30c3\u30c8\u30cd\u30b9\u60c5\u5831\u306a\u3069\u3001\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u7528\u3044\u3066\u75be\u75c5\u4e88\u6e2c\u3084\u8a3a\u65ad\u7cbe\u5ea6\u306e\u6539\u5584\u3092\u56f3\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u500b\u5225\u5316\u533b\u7642\uff08\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u533b\u7642\uff09\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u4f8b\u3048\u3070\u7279\u5b9a\u306e\u75be\u60a3\u306e\u65e9\u671f\u767a\u898b\u3084\u6cbb\u7642\u6cd5\u306e\u6700\u9069\u5316\u304c\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u91d1\u878d\u306b\u304a\u3051\u308b\u30ea\u30b9\u30af\u7ba1\u7406\u3068\u4e0d\u6b63\u691c\u51fa
\n\u91d1\u878d\u6a5f\u95a2\u306f\u3001\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u3001\u30af\u30ec\u30b8\u30c3\u30c8\u5c65\u6b74\u3001\u7d4c\u6e08\u6307\u6a19\u306a\u3069\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u89e3\u6790\u3057\u3066\u4fe1\u7528\u30ea\u30b9\u30af\u7ba1\u7406\u3084\u4e0d\u6b63\u53d6\u5f15\u306e\u691c\u51fa\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u7279\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u5e38\u306b\u9032\u5316\u3059\u308b\u4e0d\u6b63\u624b\u53e3\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u9280\u884c\u306a\u3069\u306f\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5f37\u5316\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4ea4\u901a\u3068\u7269\u6d41\u306e\u6700\u9069\u5316
\n\u90fd\u5e02\u306e\u4ea4\u901a\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306f\u3001GPS\u30c7\u30fc\u30bf\u3001\u4ea4\u901a\u91cf\u30bb\u30f3\u30b5\u30fc\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u6d3b\u7528\u3057\u3066\u3001\u4ea4\u901a\u6e0b\u6ede\u306e\u4e88\u6e2c\u3068\u4ea4\u901a\u6d41\u306e\u6700\u9069\u5316\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u901a\u52e4\u6642\u9593\u306e\u77ed\u7e2e\u3084\u74b0\u5883\u3078\u306e\u8ca0\u8377\u8efd\u6e1b\u304c\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
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\u8fb2\u696d\u306e\u30b9\u30de\u30fc\u30c8\u5316
\n\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3001\u6c17\u8c61\u60c5\u5831\u3001\u571f\u58cc\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u8fb2\u696d\u751f\u7523\u306e\u52b9\u7387\u5411\u4e0a\u3084\u74b0\u5883\u3078\u306e\u5f71\u97ff\u3092\u6291\u5236\u3057\u307e\u3059\u3002<\/p>\n
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\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u6839\u62e0\u3068\u3057\u3066\u306f\u3001\u5404\u5206\u91ce\u3067\u306e\u5c0e\u5165\u4e8b\u4f8b\u3084\u305d\u306e\u52b9\u679c\u306b\u95a2\u3059\u308b\u5177\u4f53\u7684\u306a\u5831\u544a\u66f8\u3001\u5b66\u8853\u8ad6\u6587\u3001\u5c02\u9580\u5831\u544a\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001IDC\u3084Gartner\u306a\u3069\u306e\u8abf\u67fb\u6a5f\u95a2\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u6280\u8853\u304c\u4f01\u696d\u306e\u7af6\u4e89\u529b\u3092\u5f37\u5316\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u8981\u7d20\u3067\u3042\u308b\u3068\u3044\u3046\u5831\u544a\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3084\u6280\u8853\u3001\u305d\u3057\u3066\u305d\u308c\u3092\u652f\u3048\u308b\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3084AI\u6280\u8853\u306e\u9032\u6b69\u3082\u307e\u305f\u3001\u3053\u308c\u3089\u306e\u5b9f\u4f8b\u3092\u652f\u3048\u308b\u57fa\u76e4\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u59cb\u3081\u308b\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u6e96\u5099\u304c\u5fc5\u8981\u304b\uff1f
\n\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u59cb\u3081\u308b\u305f\u3081\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30b9\u30c6\u30c3\u30d7\u3068\u6e96\u5099\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
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\n\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u884c\u3046\u76ee\u7684\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
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