{"id":9008,"date":"2016-09-30T14:34:25","date_gmt":"2016-09-30T19:34:25","guid":{"rendered":"httpss:\/\/www.powenko.com\/wordpress\/?p=9008"},"modified":"2016-09-30T14:35:36","modified_gmt":"2016-09-30T19:35:36","slug":"20161031-111-%e6%96%b0%e7%ab%b9-%e5%a4%a7%e6%95%b8%e6%93%9ahadoopspark%e5%b7%a8%e9%87%8f%e8%b3%87%e6%96%99%e5%88%86%e6%9e%90%e3%80%81%e9%9b%b2%e7%ab%af%e4%bc%ba%e6%9c%8d%e5%99%a8%e6%9e%b6","status":"publish","type":"post","link":"https:\/\/www.powenko.com\/wordpress\/?p=9008","title":{"rendered":"2016\/10\/31-11\/1, \u65b0\u7af9, \u5927\u6578\u64daHadoop+Spark\u5de8\u91cf\u8cc7\u6599\u5206\u6790\u3001\u96f2\u7aef\u4f3a\u670d\u5668\u67b6\u8a2d\u8207\u6a5f\u5668\u5b78\u7fd2\u6574\u5408\u958b\u767c\u5be6\u6230"},"content":{"rendered":"

\u6307<\/b>\u5c0e\u55ae\u4f4d<\/b><\/span><\/span>\uff1a\"\"<\/b> <\/b><\/span><\/p>\n

\u57f7\u884c<\/b><\/span>\u55ae\u4f4d<\/b><\/span><\/span>\uff1a<\/b><\/span>\"\"<\/p>\n

\u667a\u6167\u624b\u6301\u88dd\u7f6e\u6838\u5fc3\u6280\u8853\u653b\u5805\u8a08\u756b<\/b><\/span><\/span> <\/b>\u653f\u5e9c\u88dc\u52a9<\/b><\/span><\/span>50%<\/b><\/span><\/span><\/span><\/span><\/span><\/p>\n

\u5927\u6578\u64da<\/b><\/span><\/span>Hadoop+Spark<\/b><\/span><\/span><\/span><\/span>\u5de8\u91cf\u5206\u6790\u3001\u96f2\u7aef\u4f3a\u670d\u5668\u67b6\u8a2d<\/b><\/span><\/span><\/span><\/p>\n

\u8207\u6a5f\u5668\u5b78\u7fd2\u6574\u5408\u958b\u767c\u5be6\u6230<\/b><\/span><\/span><\/p>\n

    \n
      \n
    1. \n

      \u8ab2\u7a0b\u7c21\u4ecb\u8207\u76ee\u6a19<\/b><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n<\/ol>\n

      \u300c\u5927\u6578\u64da\u300d<\/span><\/span>(<\/span><\/span><\/span><\/span>Big Data)<\/span><\/span><\/span><\/span>\u662f\u7e7c\u5927\u578b\u96fb\u8166\u3001\u500b\u4eba\u96fb\u8166\u3001\u7db2\u8def\u8207\u793e\u7fa4\u5a92\u9ad4\u7b49\u56db\u6ce2\u8cc7\u8a0a\u79d1\u6280\u6d6a\u6f6e\u4e4b\u5f8c\u6700\u88ab\u770b\u597d\u7684\u7b2c\u4e94\u6ce2\u79d1\u6280\u65b0\u6d6a\u6f6e\uff0c\u900f\u904e\u5c0d\u5927\u91cf\u8cc7\u6599\u5206\u6790\u5f8c\uff0c\u5c07\u53ef\u7372\u81f4\u8cc7\u6599\u7684\u95dc\u9023\u6027\uff0c\u9032\u800c\u904b\u7528\u65bc\u9810\u6e2c\u5546\u696d\u8da8\u52e2\u3001\u884c\u92b7\u7814\u7a76\u3001\u91d1\u878d\u8ca1\u52d9\u3001\u75be\u75c5\u7814\u7a76\u7b49\u7b49\u9818\u57df\u3002<\/span><\/span><\/span><\/p>\n

      \u5728<\/span><\/span><\/span>\u5de8\u91cf\u8cc7\u6599\u4e2d\u5982\u4f55\u6478\u7d22\u51fa\u8cc7\u6599\u6240\u8981\u8868\u9054\u7684\u610f\u6db5\u3001\u63d0\u7149\u51fa\u300c\u6578\u64da\u7cbe\u83ef\u300d\u662f\u975e\u5e38\u91cd\u8981\u7684\u8ab2\u984c\uff0c\u300c\u6a5f\u5668\u5b78\u7fd2\uff08<\/span>Machine Learning<\/span><\/span><\/span><\/span>\uff09\u300d\u8207\u300c\u8cc7\u6599\u63a2\u52d8\uff08<\/span>Data Mining<\/span><\/span><\/span><\/span>\uff09\u300d<\/span><\/span>\u4fbf<\/span><\/span>\u6210\u70ba\u5927\u6578\u64da\u6642\u4ee3\u4e2d\u7684\u91cd\u9ede\u9818\u57df\u3002<\/span><\/span>\u672c\u300c<\/span><\/span>Hadoop+Spark<\/span><\/span><\/span><\/span>\u5927\u6578\u64da\u5de8\u91cf\u5206\u6790\u8207\u6a5f\u5668\u5b78\u7fd2\u6574\u5408\u958b\u767c\u5be6\u6230<\/span><\/span><\/span>\u300d<\/b><\/span><\/span><\/span>\u8ab2\u7a0b\uff0c\u73fe\u5df2\u6210\u70ba\u5927\u6578\u64da\u8da8\u52e2\u4e2d\u7684\u91cd\u9ede\uff0c\u9810\u671f\u5c07\u80fd<\/span><\/span><\/span>\u6307\u5c0e\u5b78\u54e1<\/span><\/span><\/span>\u900f\u904e\u5be6\u4f5c\u65b9\u6cd5\uff0c\u9748\u6d3b\u722c\u53d6\u5927\u578b\u7db2\u7ad9\u7684\u8cc7\u6599\uff0c\u4e26\u4f9d\u7167\u81ea\u8a02\u898f\u5247\u7372\u5f97\u6240\u9700\u7684\u8cc7\u6599\u3002\u8ab2\u7a0b\u5c07\u914d\u5408\u7bc4\u4f8b\u7a0b\u5f0f\u78bc\u4ecb\u7d39\u5404\u7a2e\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u6cd5\uff0c\u793a\u7bc4\u5982\u4f55\u64f7\u53d6\u8cc7\u6599\u3001\u8a13\u7df4\u8cc7\u6599\u3001\u5efa\u7acb\u6a21\u578b\u3001\u9810\u6e2c\u7d50\u679c\uff0c\u7531\u6dfa\u800c\u6df1\u4ecb\u7d39<\/span><\/span><\/span>Spark<\/span><\/span><\/span><\/span><\/span>\u6a5f\u5668\u5b78\u7fd2\u3002\u8ab2\u7a0b\u5167\u5bb9\u4e5f\u5305\u542b\u7d2e\u5be6\u7684\u6578\u64da\u57fa\u790e\u3001\u9ad8\u7b49\u4ee3\u6578\u3001\u6982\u7387\u53ca\u7d71\u8a08\u5206\u6790\uff0c\u5b78\u54e1\u9700\u5177\u5099\u4e00\u5b9a\u7a0b\u5ea6\u7684\u8a08\u7b97\u6a5f\u57fa\u790e\uff0c\u5c07\u50b3\u6388\u6578\u64da\u5206\u6790\u76f8\u95dc\u77e5\u8b58\u548c\u9ad8\u7b49\u6578\u5b78\u53ca\u6578\u64da\u5206\u6790\u57fa\u790e\u6982\u5ff5\u3002<\/span><\/span><\/span><\/p>\n

      \u672c\u8ab2\u7a0b\u7279\u8058\u570b\u969b\u77e5\u540d\u6280\u8853\u5c08\u5bb6\uff0d\u67ef\u535a\u6587\u8001\u5e2b\uff0c\u5be6\u6a5f\u64cd\u4f5c\u548c\u67b6\u8a2d<\/span><\/span><\/span>Hadoop MapReduce<\/span><\/span><\/span><\/span><\/span>\u8207<\/span><\/span><\/span>HDFS<\/span><\/span><\/span><\/span><\/span>\uff0c\u4ee5\u53ca<\/span><\/span><\/span>Spark RDD<\/span><\/span><\/span><\/span><\/span>\u8207<\/span><\/span><\/span>MapReduce<\/span><\/span><\/span><\/span><\/span>\uff0c\u4e26\u5be6\u969b\u64b0\u5beb\u6578\u64da\u5206\u6790\u7a0b\u5f0f\u548c\u5831\u8868\u3002<\/span><\/span><\/span><\/p>\n

        \n
      1. \n

        \u203b\u5efa\u8b70\u4fee\u8ab2\u689d\u4ef6<\/b><\/span><\/span><\/span>\uff1a<\/b><\/span><\/span><\/span>\u7a0b\u5f0f\u8a2d\u8a08\u76f8\u95dc\u7d93\u9a57<\/b><\/span><\/span><\/span>\u8207<\/b><\/span><\/span><\/span>\u57fa\u790e\u77e5\u8b58<\/b><\/span><\/span><\/span>\u3002<\/span><\/span><\/span>\u9810\u8a08\u62db\u751f\uff1a<\/span><\/span><\/span>15<\/span><\/span><\/span><\/span><\/span>\u4eba\uff0c\u6700\u4f4e\u4eba\u6578\uff1a<\/span><\/span><\/span>10<\/span><\/span><\/span><\/span><\/span>\u4eba<\/span><\/span><\/span>\u3002<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

        \u203b\u5be6\u4f5c\u74b0\u5883\u8207\u65b9\u6cd5\uff1a<\/b><\/span><\/span><\/span>\u8ab2\u7a0b\u63a1\u7528<\/b><\/span><\/span><\/span>Linux<\/b><\/span><\/span><\/span><\/span><\/span>\u548c<\/b><\/span><\/span><\/span>\u6a39\u8393\u6d3e<\/b><\/span><\/span><\/span>Raspberry Pi 2 B<\/b><\/span><\/span><\/span> <\/b><\/span><\/span>\u5be6\u9a57\u677f\u9032\u884c<\/b><\/span><\/span><\/span>\u5be6\u4f5c\u7df4\u7fd2<\/b><\/span><\/span><\/span>\u3002<\/b><\/span><\/span><\/span>\uff08\u4e00\u4eba\u4e00\u5957\u5be6\u9a57\u8a2d\u5099\uff09<\/b><\/span><\/span><\/span><\/p>\n

        \u8b1b\u5e2b\u7c21\u4ecb<\/b><\/span><\/span><\/span> <\/b> \u7f8e\u570b\u77fd\u8c37\u9304\u514b\u8edf\u9ad4\u8a2d\u8a08\u516c\u53f8\uff08<\/b><\/span>LoopTek<\/b><\/span><\/span><\/span>\uff09\u9996\u5e2d\u6280\u8853\u57f7\u884c\u9577 \u67ef\u535a\u6587\u8001\u5e2b<\/b><\/span><\/p>\n

        \u5c08\u9577\u8207\u7d93\u6b77<\/b><\/span><\/span>\uff1a<\/b><\/span><\/span><\/span>\u66fe\u591a\u6b21\u7372\u8a2d\u8a08\u6bd4\u8cfd\u5927\u734e\uff1b\u70ba\u5927\u578b\u4e0a\u5e02\u516c\u53f8\uff08\u5982\u7f8e\u570b<\/span><\/span><\/span>SanDisk<\/span><\/span><\/span><\/span><\/span>\u3001\u570b\u6cf0\u4e16\u83ef\u9280\u884c\u3001\u6631\u6cc9\u570b\u969b\u3001\u4e2d\u570b\u79fb\u52d5\u3001\u6d77\u4fe1\u96fb\u8996\u7b49\uff09\u958b\u767c\u624b\u6a5f\u61c9\u7528\u8edf\u9ad4\u548c\u591a\u9805\u786c\u9ad4\u7a7f\u6234\u5f0f\u8a2d\u5099\u7522\u54c1\uff1b\u5728<\/span><\/span><\/span>Android<\/span><\/span><\/span><\/span><\/span>\u548c<\/span><\/span><\/span>iOS<\/span><\/span><\/span><\/span><\/span>\u5e73\u53f0\u4e0a\u958b\u767c\u92b7\u552e\u8fd1\u767e\u6b3e\u8edf\u9ad4\u3002\u66fe\u4efb\u5927\u9678\u5de5\u4fe1\u90e8\u96fb\u5b50\u8996\u50cf\u884c\u696d\u5354\u6703\u6578\u4f4d\u5e73\u53f0\u63a8\u9032\u4e2d\u5fc3\u9867\u554f\u548c\u53f0\u7063\u5de5\u7814\u9662\u8cc7\u901a\u6240\u9867\u554f\u3002\u6388\u8ab2\u5730\u9ede\u904d\u53ca\u7f8e\u570b\u77fd\u8c37\u3001\u53f0\u7063\u3001\u5927\u9678\u7b49\u5730\uff0c\u4e26<\/span><\/span><\/span>\u61c9\u9080\u5728\u7f8e\u570b\u76f8\u95dc<\/span><\/span><\/span>iOS<\/span><\/span><\/span><\/span><\/span>\u958b\u767c\u8005\u5927\u6703\u3001\u53f0\u5317<\/span><\/span><\/span>Computex<\/span><\/span><\/span><\/span><\/span>\u5c55\u3001\u4e0a\u6d77<\/span><\/span><\/span>GDC<\/span><\/span><\/span><\/span><\/span>\u5927\u6703\u7b49\u6d3b\u52d5\u64d4\u4efb\u6f14\u8b1b\u8005\u3002<\/span><\/span><\/span><\/p>\n

        \u8457\u4f5c<\/b><\/span><\/span><\/span>\uff1a<\/b><\/span><\/span><\/span>\u300cRaspberry Pi\u00a0<\/span><\/span>\u6700\u4f73\u5165\u9580\u8207\u5be6\u6230\u61c9\u7528\u300d\u3001\u300cRaspberry Pi\u00a0<\/span><\/span>\u8d85\u70ab\u5c08\u6848\u8207\u5b8c\u5168\u5be6\u6230\u00a0\u300d\u3001\u300cAndroid\u00a0<\/span><\/span>\u8b8a\u5f62\u91d1\u525b\uff1a\u7a0b\u5f0f\u8a2d\u8a08\u5be6\u6230\u61c9\u7528\u300d\u3001\u300cArduino<\/span><\/span>\u4e92\u52d5\u8a2d\u8a08\u5c08\u984c\u8207\u5be6\u6230\u300d\u7b49\u3002<\/p>\n\n\n\n\n<\/colgroup>\n\n\n\n\n
        \n

        \u65e5\u671f<\/span><\/span><\/p>\n<\/td>\n

        		\n

        105<\/span><\/span><\/span><\/span>\u5e74<\/span><\/span>1<\/span><\/span><\/span><\/span>0<\/span><\/span><\/span><\/span>\u6708<\/span><\/span>3<\/span><\/span><\/span><\/span>1<\/span><\/span><\/span><\/span>\u65e5<\/span><\/span>–<\/span><\/span><\/span><\/span>11\/1<\/span><\/span><\/span><\/span>\u65e5\uff08\u4e00<\/span><\/span><\/span>\u301c\u4e8c<\/span><\/span><\/span>\uff09<\/span><\/span><\/span>09<\/span><\/span><\/span><\/span>\uff1a<\/span><\/span>30<\/span><\/span><\/span><\/span>\u301c<\/span><\/span>1<\/span><\/span><\/span><\/span>7<\/span><\/span><\/span><\/span>\uff1a<\/span><\/span>30 <\/span><\/span><\/span><\/span><\/span><\/p>\n<\/td>\n<\/tr>\n

        \n

        \u5730\u9ede<\/span><\/span><\/p>\n<\/td>\n

        		\n

        \u65b0\u7af9\u5e02\u5149\u5fa9\u8def\u4e8c\u6bb5<\/span><\/span>295<\/span><\/span><\/span><\/span>\u865f<\/span><\/span>3<\/span><\/span><\/span><\/span>\u6a13\u6046\u9038\u8cc7\u8a0a\u96fb\u8166\u6559\u5ba4<\/span><\/span>(<\/span><\/span><\/span><\/span>\u4f4d\u65bc\u5de5\u7814\u9662\u5149\u5fa9\u9662\u5340\u65c1\u4e4b\u5e1d\u570b\u7d93\u8cbf\u5927\u6a13\u3001\u6c38\u8c50\u9280\u884c\u6a13\u4e0a\u3015<\/span><\/span><\/span><\/p>\n<\/td>\n<\/tr>\n

        \n

        \u8ab2\u7a0b\u5167\u5bb9<\/span><\/p>\n<\/td>\n

        		\n

        \uffed<\/b><\/span><\/span>\u7c21\u4ecb\u5927\u6578\u64da\u5206\u6790<\/b><\/span><\/p>\n

        \uffed\u57fa\u790e<\/b><\/span><\/span>\u5927\u6578\u64da\u6982\u5ff5<\/b><\/span><\/span><\/p>\n

        \uffed<\/b><\/span><\/span><\/span>\u67b6\u8a2d <\/b><\/span><\/span><\/span>Hadoop<\/b><\/span><\/span><\/span><\/span><\/span><\/p>\n

        \uffed<\/b><\/span><\/span><\/span>\u67b6\u8a2d\u6a39\u6885\u6d3e <\/b><\/span><\/span><\/span>Hadoop Cluster<\/b><\/span><\/span><\/span><\/span><\/span><\/p>\n

        \uffed<\/b><\/span><\/span>Hadoop <\/b><\/span><\/span><\/span><\/span><\/span>\u6559\u5b78<\/b><\/span><\/span><\/span><\/p>\n

        \uffed<\/b><\/span><\/span><\/span>MapReduce<\/b><\/span><\/span><\/span><\/span><\/span>\u5206\u6563\u5f0f\u7a0b\u5f0f\u6846\u67b6<\/b><\/span><\/span><\/span><\/p>\n

        \uffed\u5c0d\u61c9<\/b><\/span><\/span><\/span>Divide and conquer<\/b><\/span><\/span><\/span><\/span><\/span>\u6f14\u7b97\u6cd5<\/b><\/span><\/span><\/span><\/p>\n

        \uffed<\/b><\/span><\/span><\/span>Hadoop <\/b><\/span><\/span><\/span>HDFS<\/b><\/span><\/span><\/span><\/span><\/span>\u6559\u5b78<\/b><\/span><\/span><\/span><\/p>\n

        \uffed<\/b><\/span><\/span><\/span>\u67b6\u8a2d <\/b><\/span><\/span><\/span>Spark<\/b><\/span><\/span><\/span><\/span><\/span>\u6559\u5b78<\/b><\/span><\/span><\/span><\/p>\n

        \uffed<\/b><\/span><\/span><\/span>Spark<\/b><\/span><\/span><\/span><\/span>\u3001<\/b><\/span><\/span>RDD Transformation <\/b><\/span><\/span><\/span><\/span>\u548c<\/b><\/span><\/span>Action<\/b><\/span><\/span><\/span><\/span><\/span>\u6559\u5b78<\/b><\/span><\/span><\/span><\/p>\n<\/td>\n

        		\n

        \uffed<\/b><\/span><\/span><\/span>Scala <\/b><\/span><\/span><\/span><\/span><\/span>\u7a0b\u5f0f\u6559\u5b78<\/b><\/span><\/span><\/span><\/p>\n

        \uffed<\/b><\/span><\/span><\/span>\u6f14\u7b97\u6cd5\u3001<\/span><\/span><\/span><\/strong>StumbleUpon<\/span><\/span><\/span><\/strong><\/span><\/span>\u3001\u6c7a\u7b56\u6a39\u3001\u8ff4\u6b78\u5206\u6790\u3001\u8c9d\u5f0f<\/span><\/span><\/span><\/strong><\/p>\n

        \uffed<\/b><\/span><\/span><\/span>Spark<\/b><\/span><\/span><\/span><\/span>\u8cc7\u6599\u904b\u7b97\u548c\u8996\u89ba\u5716\u5f62\u5316\u61c9\u7528<\/b><\/span><\/span><\/span><\/p>\n

        \uffed<\/b><\/span><\/span><\/span>Spark SQL<\/b><\/span><\/span><\/span><\/span>\u7d50\u69cb\u5316\u8cc7\u6599\u8655\u7406\u61c9\u7528<\/b><\/span><\/span><\/span><\/p>\n

        \uffed<\/b><\/span><\/span><\/span>Spark MLlib <\/b><\/span><\/span><\/span><\/span>\u6a5f\u5668\u5b78\u7fd2\u51fd\u5f0f\u5eab\u548c\u5206\u985e\u6a21\u7d44\u4f7f\u7528 <\/b><\/span><\/span><\/span><\/p>\n

        \uffed<\/b><\/span><\/span><\/span>Spark MLlib<\/b><\/span><\/span><\/span><\/span>\u5206\u7fa4\u6a21\u7d44\u64cd\u4f5c<\/b><\/span><\/span><\/span><\/p>\n

        \uffed\u5be6\u4f5c\uff1a\u91dd\u5c0d\u653f\u5e9c\u7684<\/b><\/span><\/span><\/span>Open Data<\/b><\/span><\/span><\/span><\/span><\/span>\u505a\u5927\u6578\u64da\u5206\u6790\u6574\u5408<\/b><\/span><\/span><\/span>
        \n<\/b><\/span><\/span><\/span><\/span><\/span>\uffed<\/b><\/span><\/span><\/span>Spark<\/b><\/span><\/span><\/span><\/span>\u6587\u4ef6\u63a2\u52d8\u524d\u8655\u7406\u6a21\u7d44\u4f7f\u7528<\/b><\/span><\/span><\/span><\/p>\n

        \uffed\u4f7f\u7528\u591a\u53f0\u6a39\u6885\u6d3e\u67b6\u8a2d\u548c\u6574\u5408\u5927\u6578\u64da\u5206\u6790\u4f3a\u670d\u5668<\/b><\/span><\/span><\/p>\n

        \uffed\u5be6\u4f5c<\/b><\/span><\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u8cbb\u7528\u8207\u7e73\u8cbb\u65b9\u5f0f<\/b><\/span><\/span><\/p>\n

          \n
        1. \n

          \u539f\u50f9<\/span><\/span>NT$ <\/span><\/span><\/span><\/span>14<\/span><\/span><\/span>,000<\/span><\/span><\/span><\/span>\uff0c\u653f\u5e9c\u88dc\u52a9<\/span><\/span>50%<\/span><\/span><\/span><\/span>\uff0c<\/span><\/span><\/span>\u5b78\u54e1\u81ea\u8cbb<\/span><\/span>NT$ <\/span><\/span><\/span><\/span>7<\/span><\/span><\/span>,000<\/span><\/span><\/span><\/span>\uff1b<\/span><\/span>1<\/span><\/span><\/span><\/span>0<\/span><\/span><\/span><\/span>\u6708<\/span><\/span>1<\/span><\/span><\/span><\/span>0<\/span><\/span><\/span><\/span>\u65e5\u4ee5\u524d\u5831\u540d<\/span><\/span><\/span>\u53ef\u4eab\u512a\u60e0\u50f9<\/span><\/span>NT$<\/span><\/span><\/span><\/span> 6,<\/span><\/span><\/span>5<\/span><\/span><\/span>00\/<\/span><\/span><\/span><\/span>\u4eba<\/span><\/span><\/span>\u3002<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

          \u82e5\u5b78\u54e1<\/span><\/span><\/span>\u8eab\u4efd\u70ba\u8eab\u5fc3\u969c\u7919\u8005\u3001\u539f\u4f4f\u6c11\u3001\u4f4e\u6536\u5165\u6236\u6216\u4e2d\u5805\u4f01\u696d\u5ee0\u5546\u4e4b\u7279\u5b9a\u5c0d\u8c61\u8005\uff0c\u653f\u5e9c\u88dc\u52a9<\/span><\/span><\/span>70%<\/span><\/span><\/span><\/span><\/span>\uff0c\u5b78\u54e1\u81ea\u884c\u8ca0\u64d4<\/span><\/span><\/span>NT$4<\/span><\/span><\/span>,<\/span><\/span><\/span>2<\/span><\/span><\/span>00<\/span><\/span><\/span><\/span><\/span>\u5143<\/span><\/span><\/span>\/<\/span><\/span><\/span><\/span><\/span>\u4eba\u3002<\/span><\/span><\/span>(<\/span><\/span><\/span><\/span>\u696d\u754c\u4e0a\u8ab2\u4eba\u6578\u672a\u9054<\/span>10<\/span><\/span><\/span><\/span>\u4eba\u5247\u7121\u653f\u5e9c\u88dc\u52a9<\/span>70%)<\/span><\/span><\/span><\/span><\/span><\/p>\n

          \u672c\u8ab2\u7a0b\u7d93\u653f\u5e9c\u88dc\u52a9\uff0c\u4e0a\u8ab2\u5b78\u54e1\u7686\u9700\u4f9d\u898f\u5b9a\u586b\u5beb\u76f8\u95dc\u8cc7\u6599\uff0c\u4e14\u5b78\u54e1\u51fa\u5e2d\u6642\u6578\u9700\u9054\u8ab2\u7a0b\u6642\u6578\u516b\u6210\u4ee5\u4e0a\uff0c\u65b9\u53ef\u9069\u7528\u653f\u5e9c\u88dc\u52a9\uff1b\u82e5\u672a\u7b26\u5408\u898f\u5b9a\u8005\uff0c\u5247\u9700\u5c07\u5176\u653f\u5e9c\u88dc\u52a9\u8cbb\u7528\u7e73\u56de\u3002<\/span><\/span><\/u><\/p>\n

          (2)<\/span><\/span><\/span><\/span>\u7e73\u8cbb\u65b9\u5f0f\uff1a<\/span><\/span><\/span><\/p>\n

          A.<\/span><\/span><\/span><\/span><\/span>\u5373\u671f\u652f\u7968\u3001\u532f\u7968\uff08\u62ac\u982d\u2014\u8ca1\u5718\u6cd5\u4eba\u5de5\u696d\u6280\u8853\u7814\u7a76\u9662\uff09\u8acb\u90f5\u5bc4\u81f3\uff1a\u65b0\u7af9\u5e02\u5149\u5fa9\u8def\u4e8c\u6bb5<\/span><\/span>321<\/span><\/span><\/span><\/span>\u865f<\/span><\/span>3<\/span><\/span><\/span><\/span>\u9928<\/span><\/span>204<\/span><\/span><\/span><\/span>\u5ba4<\/span><\/span><\/span><\/p>\n

          B.<\/span><\/span><\/span><\/span>\u96fb\u532f\u6216<\/span><\/span>ATM<\/span><\/span><\/span><\/span>\u8f49\u5e33\u5e33\u865f\uff1a<\/span><\/span>005<\/span><\/span><\/span><\/span>\uff08\u571f\u9280\u4ee3\u78bc\uff09<\/span><\/span>-156005000033<\/span><\/span><\/span><\/span>\uff08\u571f\u5730\u9280\u884c\u5de5\u7814\u9662\u5206\u884c\uff09\u3001\u6236\u540d\uff1a\u8ca1\u5718\u6cd5\u4eba\u5de5\u696d\u6280\u8853\u7814\u7a76\u9662\uff1b\u532f\u6b3e\u6642\u8acb\u8a3b\u660e\u53c3\u52a0\u8005\u59d3\u540d\u3001\u6240\u5c6c\u6a5f\u69cb\u8207\u8ab2\u7a0b\u540d\u7a31\u3002\u532f\u6b3e\u5f8c\u8acb\u5c07\u532f\u6b3e\u6536\u64da\u50b3\u771f\u81f3<\/span><\/span><\/span>03-5743838<\/span><\/span><\/span><\/span>\u3002<\/span><\/span><\/span><\/p>\n

          \u5831\u540d\u65b9\u5f0f<\/b><\/span><\/span><\/p>\n

          (1)<\/span><\/span><\/span><\/span>\u5831\u540d\u7db2\u5740<\/span><\/span><\/span>httpss:\/\/140.96.176.3\/training.orig\/course\/course_details.php?id=05<\/span><\/span><\/u><\/span>136<\/span><\/span><\/u><\/span><\/a><\/span><\/span><\/p>\n

          (2)<\/span><\/span><\/span><\/span>\u50b3\u771f\u5831\u540d\u5c08\u7dda\uff1a<\/span><\/span>03-5743838<\/span><\/span><\/span><\/span>\uff0c<\/span><\/span>\u806f\u7d61<\/span><\/span><\/span>\u4eba\uff1a\u674e<\/span><\/span><\/span>\u5c0f\u59d0<\/span><\/span>03-574 <\/span><\/span><\/span><\/span>3810<\/span><\/span><\/span><\/span>\u3001<\/span><\/span><\/span>\u7f85<\/span><\/span><\/span>\u5c0f\u59d0<\/span><\/span><\/span> 03-574 3703<\/span><\/span><\/span><\/span><\/span><\/p>\n

          (3)E-mail<\/span><\/span><\/span><\/span>\u5831\u540d\u6216\u7d22\u53d6\u7c21\u7ae0\u4fe1\u7bb1\uff1a<\/span><\/span><\/span>YuanRuLee<\/span><\/span><\/u><\/span>@itri.org.tw<\/span><\/span><\/u><\/span><\/a><\/span><\/span>\u3001<\/span><\/span><\/span><\/a>huichuanlo@itri.org.tw<\/span><\/span><\/u><\/span><\/a><\/span><\/span><\/p>\n

          (4)<\/span><\/span><\/span><\/span>\u8ab2\u524d\u4e00\u9031\u4ee5<\/span><\/span>e-mail<\/span><\/span><\/span><\/span>\u8207\u50b3\u771f\u50b3\u9001\u4e0a\u8ab2\u901a\u77e5\u55ae<\/span><\/span><\/span><\/p>\n

          \u5831\u540d\u8868<\/b><\/span><\/span><\/span> <\/b>\u300a<\/b><\/span>105.10.31-11.01<\/b><\/span><\/span><\/span>\u65e5 <\/b><\/span><\/span>\u5927\u6578\u64da<\/b><\/span>Hadoop+Spark<\/b><\/span><\/span><\/span>\u5de8\u91cf\u5206\u6790<\/b><\/span><\/span>\u300b<\/p>\n\n\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n
          \n

          \u6a5f\u69cb\u540d\u7a31\uff1a<\/span><\/p>\n<\/td>\n

          		\n

          \u7d71\u4e00\u7de8\u865f\uff1a<\/span><\/p>\n<\/td>\n<\/tr>\n

          <\/td>\n<\/td>\n<\/tr>\n
          \n

          \u806f\u7d61\u5730\u5740\uff1a<\/span><\/span>\uf063<\/span><\/span> \uf063<\/span><\/span> \uf063<\/span><\/span><\/p>\n<\/td>\n<\/tr>\n

          \n

          \u59d3\u540d<\/b><\/span><\/p>\n<\/td>\n

          		\n

          \u90e8\u9580<\/b><\/span><\/p>\n<\/td>\n

          		\n

          \u96fb\u8a71<\/b><\/span><\/p>\n<\/td>\n

          		\n

          \u50b3\u771f<\/b><\/span><\/p>\n<\/td>\n

          		\n

          E-mail<\/b><\/span><\/span><\/p>\n<\/td>\n

          		\n

          \u9910\u9ede<\/b><\/span><\/p>\n<\/td>\n<\/tr>\n

          <\/td>\n<\/td>\n\n

          ( ) <\/span><\/span><\/span>\u5206\u6a5f<\/span><\/span><\/p>\n<\/td>\n

          		<\/td>\n<\/td>\n\n

          \uf063<\/span>\u4e00\u822c <\/span><\/span>\uf063<\/span><\/span>\u7d20<\/span><\/span><\/p>\n<\/td>\n<\/tr>\n

          <\/td>\n<\/td>\n\n

          ( ) <\/span><\/span><\/span>\u5206\u6a5f<\/span><\/span><\/p>\n<\/td>\n

          		<\/td>\n<\/td>\n\n

          \uf063<\/span>\u4e00\u822c <\/span><\/span>\uf063<\/span><\/span>\u7d20<\/span><\/span><\/p>\n<\/td>\n<\/tr>\n

          \n

          (1)<\/span><\/span><\/span><\/span>\u82e5\u6709\u5831\u540d\u76f8\u95dc\u4e8b\u5b9c\u61c9\u901a\u77e5\uff1a<\/span><\/span><\/span>\uf081<\/span><\/span><\/span>\uf063<\/span><\/span><\/span> \u53c3\u52a0\u8005 <\/span><\/span><\/span>\uf082<\/span><\/span><\/span>\uf063<\/span><\/span><\/span> \u627f\u8fa6\u4eba\u54e1\uff1a\u59d3\u540d<\/span><\/span><\/span> <\/u> <\/u> <\/u> \u96fb\u8a71<\/span><\/span><\/span> <\/u> <\/u> <\/u> \u50b3\u771f<\/span><\/span><\/span> <\/u> <\/u> <\/u><\/p>\n

          (2)<\/span><\/span><\/span><\/span><\/span>\u7d50\u8a13\u5b78\u54e1\u61c9\u8acb\u914d\u5408\u7d93\u6fdf\u90e8\u5de5\u696d\u5c40\u57f9\u8a13\u5f8c\u96fb\u8a2a\u8abf\u67e5<\/span><\/span><\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          \u300a\u7d93\u6fdf\u90e8\u5de5\u696d\u5c40\u5ee3\u544a\u300b\u6307\u5c0e\u55ae\u4f4d\uff1a\u7d93\u6fdf\u90e8\u5de5\u696d\u5c40 \u57f7\u884c\u55ae\u4f4d\uff1a\u5de5\u696d\u6280\u8853\u7814\u7a76\u9662\u91cf\u6e2c\u4e2d\u5fc3<\/span><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

          \u6307\u5c0e\u55ae\u4f4d\uff1a \u57f7\u884c\u55ae\u4f4d\uff1a \u667a\u6167\u624b\u6301\u88dd\u7f6e\u6838\u5fc3\u6280\u8853\u653b\u5805\u8a08\u756b \u653f\u5e9c\u88dc\u52a950% \u5927\u6578\u64daHadoop+Spark\u5de8\u91cf\u5206\u6790\u3001 […]<\/p>\n","protected":false},"author":1,"featured_media":8730,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[19],"tags":[],"class_list":["post-9008","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-19"],"_links":{"self":[{"href":"https:\/\/www.powenko.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/9008"}],"collection":[{"href":"https:\/\/www.powenko.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.powenko.com\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.powenko.com\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.powenko.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9008"}],"version-history":[{"count":2,"href":"https:\/\/www.powenko.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/9008\/revisions"}],"predecessor-version":[{"id":9010,"href":"https:\/\/www.powenko.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/9008\/revisions\/9010"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.powenko.com\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/8730"}],"wp:attachment":[{"href":"https:\/\/www.powenko.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9008"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.powenko.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9008"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.powenko.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9008"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}