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2.\u26412?\u-29698?\u31243?\u24378?\u-29693?\u20027?\u27969?\u30340?\u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u31639?\u27861?\u25216?\u26415?\u30340?\u24212?\u29992?\u21644?\u20998?\u26512?\u24179?\u21488?\u30340?\u23454?\u26045?\u-244?\u-29783?\u23398?\u21592?\u25484?\u25569?\u20027?\u27969?\u30340?\u22522?\u20110?\u22823?\u25968?\u25454?Hadoop\u21644?Spark\u12289?R\u30340?\u22823?\u25968?\u25454?\u20998?\u26512?\u24179?\u21488?\u26550?\u26500?\u21644?\u23454?\u-27067?\u24212?\u29992?\u-244?\u24182?\u29992?\u32467?\u21512?\u23454?\u-27067?\u30340?\u29983?\u20135?\u31995?\u32479?\u26696?\u20363?\u-28709?\u-30644?\u25945?\u23398?\u-244?\u25484?\u25569?\u22522?\u20110?Hadoop\u22823?\u25968?\u25454?\u24179?\u21488?\u30340?\u25968?\u25454?\u25366?\u25496?\u21644?\u25968?\u25454?\u20179?\u24211?\u20998?\u24067?\u24335?\u31995?\u32479?\u24179?\u21488?\u24212?\u29992?\u-244?\u20197?\u21450?\u21830?\u19994?\u21644?\u24320?\u28304?\u30340?\u25968?\u25454?\u20998?\u26512?\u20135?\u21697?\u21152?\u19978?Hadoop\u24179?\u21488?\u24418?\u25104?\u22823?\u25968?\u25454?\u20998?\u26512?\u24179?\u21488?\u30340?\u24212?\u29992?\u21078?\u26512?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u-29783?\u23398?\u21592?\u25484?\u25569?\u24120?\u-30271?\u30340?\u26426?\u22120?\u23398?\u20064?\u31639?\u27861?\u-244?\u28145?\u20837?\u-29774?\u-30237?\u19994?\u30028?\u25104?\u29087?\u30340?\u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u19982?BI\u24179?\u21488?\u30340?\u23454?\u-29195?\u24212?\u29992?\u-244?\u24182?\u20197?\u23458?\u25143?\u20998?\u26512?\u31995?\u32479?\u12289?\u26085?\u24535?\u20998?\u26512?\u21644?\u30005?\u21830?\u25512?\u-31920?\u31995?\u32479?\u20026?\u26696?\u20363?\u-244?\u20018?\u-32684?\u24120?\u29992?\u30340?\u25968?\u25454?\u25366?\u25496?\u25216?\u26415?\u-28709?\u-30644?\u24212?\u29992?\u25945?\u23398?\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u-29698?\u31243?\u22823?\u32434?:\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u19968?\u22825?\u19994?\u30028?\u20027?\u27969?\u30340?\u25968?\u25454?\u20179?\u24211?\u24037?\u20855?\u21644?\u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u24037?\u20855?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u19994?\u30028?\u20027?\u27969?\u30340?\u22522?\u20110?Hadoop\u21644?Spark\u30340?\u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u-26503?\u30446?\u-30237?\u20915?\u26041?\u26696?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u19994?\u30028?\u25968?\u25454?\u20179?\u24211?\u19982?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u24179?\u21488?\u-28817?\u20214?\u24037?\u20855?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.Hadoop\u25968?\u25454?\u20179?\u24211?\u24037?\u20855?Hive\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.Spark\u23454?\u26102?\u25968?\u25454?\u20179?\u24211?\u24037?\u20855?SparkSQL\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.Hadoop\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u24037?\u20855?Mahout\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.Spark\u26426?\u22120?\u23398?\u20064?\u19982?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u24037?\u20855?MLlib\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.\u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u-26503?\u30446?\u30340?\u23454?\u26045?\u27493?\u-25948?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u-26503?\u30446?\u30340?\u25968?\u25454?\u-26938?\u25104?\u25805?\u20316?\u-29779?\u32451?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u26085?\u24535?\u25968?\u25454?\u-30237?\u26512?\u21644?\u23548?\u20837?\u23548?\u20986?\u21040?\u25968?\u25454?\u20179?\u24211?\u30340?\u25805?\u20316?\u-29779?\u32451?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u20174?\u21407?\u22987?\u25628?\u32034?\u25968?\u25454?\u-26938?\u20013?\u25277?\u21462?\u12289?\u-26938?\u25104?\u25968?\u25454?\u-244?\u25972?\u29702?\u21518?\u24418?\u25104?\u-30268?\u-31997?\u30340?\u25968?\u25454?\u20179?\u24211?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u27169?\u22359?\u20174?\u22823?\u22411?\u30340?\u-26938?\u20013?\u24335?\u25968?\u25454?\u20179?\u24211?\u20013?\u-29761?\u-27154?\u25968?\u25454?\u-244?\u19968?\u20010?\u25968?\u25454?\u20179?\u24211?\u-26782?\u21521?\u19968?\u20010?\u20027?\u-26472?\u-244?\u26500?\u24314?\u20004?\u20010?\u25968?\u25454?\u20179?\u24211?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.\u21516?\u19968?\u20010?\u25968?\u25454?\u20179?\u24211?\u20013?\u30340?\u20107?\u23454?\u-30616?\u25968?\u25454?\u-244?\u21487?\u20197?\u32473?\u22810?\u20010?\u19981?\u21516?\u31867?\u22411?\u30340?\u20998?\u26512?\u25366?\u25496?\u20219?\u21153?\u-29693?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u21435?\u-27036?\u22122?\u22768?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22522?\u20110?Hadoop\u30340?\u22823?\u22411?\u25968?\u25454?\u20179?\u24211?\u31649?\u29702?\u24179?\u21488?\u8212?HIVE\u25968?\u25454?\u20179?\u24211?\u-26938?\u32676?\u30340?\u22810?\u32500?\u20998?\u26512?\u24314?\u27169?\u24212?\u29992?\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u22522?\u20110?Hadoop\u30340?\u22823?\u22411?\u20998?\u24067?\u24335?\u25968?\u25454?\u20179?\u24211?\u22312?\u-30644?\u19994?\u20013?\u30340?\u25968?\u25454?\u20179?\u24211?\u24212?\u29992?\u26696?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.Hive\u25968?\u25454?\u20179?\u24211?\u-26938?\u32676?\u30340?\u24179?\u21488?\u20307?\u31995?\u32467?\u26500?\u12289?\u26680?\u24515?\u25216?\u26415?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.Hive Server\u30340?\u24037?\u20316?\u21407?\u29702?\u12289?\u26426?\u21046?\u19982?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.Hive\u25968?\u25454?\u20179?\u24211?\u-26938?\u32676?\u30340?\u23433?\u-30523?\u-28440?\u32626?\u19982?\u-28339?\u32622?\u20248?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10.Hive\u24212?\u29992?\u24320?\u21457?\u25216?\u24039?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 11.Hive SQL\u21078?\u26512?\u19982?\u24212?\u29992?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 12.Hive\u25968?\u25454?\u20179?\u24211?\u-30616?\u19982?\u-30616?\u20998?\u21306?\u12289?\u-30616?\u25805?\u20316?\u12289?\u25968?\u25454?\u23548?\u20837?\u23548?\u20986?\u12289?\u23458?\u25143?\u31471?\u25805?\u20316?\u25216?\u24039?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 13.Hive\u25968?\u25454?\u20179?\u24211?\u25253?\u-30616?\u-29762?\u-29791?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 14.\u23558?\u21407?\u22987?\u30340?\u26085?\u24535?\u25968?\u25454?\u-26938?\u-244?\u32463?\u-28729?\u25972?\u29702?\u21518?\u-244?\u21152?\u-28803?\u-32269?Hadoop + Hive\u25968?\u25454?\u20179?\u24211?\u-26938?\u32676?\u20013?\u-244?\u29992?\u20110?\u20849?\u20139?\u-29761?\u-27154?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b Spark\u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u24179?\u21488?\u23454?\u-29195?\u25805?\u20316?\u-29779?\u32451?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 15.Spark\u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u24179?\u21488?\u30340?\u-28440?\u32626?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 16.Spark\u25968?\u25454?\u20998?\u26512?\u24211?MLlib\u30340?\u24320?\u21457?\u-28440?\u32626?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 17.Spark\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u31034?\u20363?\u25805?\u20316?\u-244?\u20174?Hive\u-30616?\u20013?\u-29701?\u21462?\u25968?\u25454?\u24182?\u22312?\u20998?\u24067?\u24335?\u20869?\u23384?\u20013?\u-28720?\u-30644?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u20108?\u22825?\u-32678?\u31867?\u20998?\u26512?\u24314?\u27169?\u19982?\u25366?\u25496?\u31639?\u27861?\u30340?\u23454?\u29616?\u21407?\u29702?\u21644?\u25216?\u26415?\u24212?\u29992?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 18.\u-32678?\u31867?\u20998?\u26512?\u24314?\u27169?\u19982?\u31639?\u27861?\u21407?\u29702?\u21450?\u20854?\u22312?Spark MLlib\u20013?\u30340?\u23454?\u29616?\u19982?\u24212?\u29992?\u-244?\u21253?\u25324?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a)Canopy\u-32678?\u31867?\u-248?canopy clustering\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b)K\u22343?\u20540?\u31639?\u27861?\u-248?K-means clustering\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 c)\u27169?\u31946?K\u22343?\u20540?\u-248?Fuzzy K-means clustering\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 d)EM\u-32678?\u31867?\u-244?\u21363?\u26399?\u26395?\u26368?\u22823?\u21270?\u-32678?\u31867?\u-248?Expectation Maximization\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 e)\u20197?\u19978?\u31639?\u27861?\u22312?Spark MLib\u20013?\u30340?\u23454?\u29616?\u21407?\u29702?\u21644?\u23454?\u-27067?\u22330?\u26223?\u20013?\u30340?\u24212?\u29992?\u26696?\u20363?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 19.Spark\u-32678?\u31867?\u20998?\u26512?\u31639?\u27861?\u31243?\u24207?\u31034?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u20998?\u31867?\u20998?\u26512?\u24314?\u27169?\u19982?\u25366?\u25496?\u31639?\u27861?\u30340?\u23454?\u29616?\u21407?\u29702?\u21644?\u25216?\u26415?\u24212?\u29992?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 20.\u20998?\u31867?\u20998?\u26512?\u24314?\u27169?\u19982?\u31639?\u27861?\u21407?\u29702?\u21450?\u20854?\u22312?Spark MLlib\u20013?\u30340?\u23454?\u29616?\u19982?\u24212?\u29992?\u-244? \u21253?\u25324?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 f)Spark\u20915?\u31574?\u26641?\u31639?\u27861?\u23454?\u29616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 g)\u-28613?\u-28783?\u22238?\u24402?\u31639?\u27861?\u-248?logistics regression\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 h)\u-29411?\u21494?\u26031?\u31639?\u27861?\u-248?Bayesian\u19982?Cbeyes\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 i)\u25903?\u25345?\u21521?\u-28209?\u26426?\u-248?Support vector machine\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 j)\u20197?\u19978?\u31639?\u27861?\u22312?Spark MLlib\u20013?\u30340?\u23454?\u29616?\u21407?\u29702?\u21644?\u23454?\u-27067?\u22330?\u26223?\u20013?\u30340?\u24212?\u29992?\u26696?\u20363?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 21.Spark\u23458?\u25143?\u-29372?\u26009?\u20998?\u26512?\u19982?\u32473?\u29992?\u25143?\u-29388?\u26631?\u31614?\u30340?\u31243?\u24207?\u31034?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 22.Spark\u23454?\u29616?\u32473?\u21830?\u21697?\u-29388?\u26631?\u31614?\u30340?\u31243?\u24207?\u31034?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 23.Spark\u23454?\u29616?\u29992?\u25143?\u-30644?\u20026?\u30340?\u-32278?\u21160?\u26631?\u31614?\u21644?\u28145?\u24230?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u20851?\u-32684?\u20998?\u26512?\u24314?\u27169?\u19982?\u25366?\u25496?\u31639?\u27861?\u30340?\u23454?\u29616?\u21407?\u29702?\u21644?\u25216?\u26415?\u24212?\u29992?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 24.\u-26492?\u27979?\u12289?\u25512?\u-31920?\u20998?\u26512?\u24314?\u27169?\u19982?\u31639?\u27861?\u21407?\u29702?\u21450?\u20854?\u22312?Spark MLlib\u20013?\u30340?\u23454?\u29616?\u19982?\u24212?\u29992?\u-244?\u21253?\u25324?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 k)Spark\u-26479?\u32321?\u27169?\u24335?\u25366?\u25496?\u31639?\u27861?\u-248?parallel FP Growth Algorithm\u-247?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 l)Spark\u20851?\u-32684?\u-30268?\u21017?\u25366?\u25496?\u-248?Apriori\u-247?\u31639?\u27861?\u21450?\u20854?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 m)\u20197?\u19978?\u31639?\u27861?\u22312?Spark MLib\u20013?\u30340?\u23454?\u29616?\u21407?\u29702?\u21644?\u23454?\u-27067?\u22330?\u26223?\u20013?\u30340?\u24212?\u29992?\u26696?\u20363?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 25.Spark\u20851?\u-32684?\u20998?\u26512?\u31243?\u24207?\u31034?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u19977?\u22825?\u25512?\u-31920?\u20998?\u26512?\u25366?\u25496?\u27169?\u22411?\u19982?\u31639?\u27861?\u25216?\u26415?\u24212?\u29992?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 26.\u25512?\u-31920?\u31639?\u27861?\u21407?\u29702?\u21450?\u20854?\u22312?Spark MLlib\u20013?\u30340?\u23454?\u29616?\u19982?\u24212?\u29992?\u-244?\u21253?\u25324?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a)Spark\u21327?\u21516?\u-28729?\u28388?\u31639?\u27861?\u31243?\u24207?\u31034?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b)Item-based\u21327?\u21516?\u-28729?\u28388?\u19982?\u25512?\u-31920?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 c)User-based\u21327?\u21516?\u-28729?\u28388?\u19982?\u25512?\u-31920?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 d)\u20132?\u21449?\u-27392?\u21806?\u25512?\u-31920?\u27169?\u22411?\u21450?\u20854?\u23454?\u29616?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22238?\u24402?\u20998?\u26512?\u27169?\u22411?\u19982?\u-26492?\u27979?\u31639?\u27861?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 27.\u21033?\u29992?\u32447?\u24615?\u22238?\u24402?\u-248?\u22810?\u20803?\u22238?\u24402?\u-247?\u23454?\u29616?\u-29761?\u-27154?\u-28209?\u-26492?\u27979?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 28.\u21033?\u29992?\u-26786?\u32447?\u24615?\u22238?\u24402?\u-26492?\u27979?\u25104?\u20132?\u-28209?\u21644?\u-29761?\u-27154?\u-28209?\u30340?\u20851?\u31995?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 29.\u22522?\u20110?R+Spark\u23454?\u29616?\u22238?\u24402?\u20998?\u26512?\u27169?\u22411?\u21450?\u20854?\u24212?\u29992?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 30.Spark\u22238?\u24402?\u31243?\u24207?\u23454?\u29616?\u24322?\u24120?\u28857?\u26816?\u27979?\u30340?\u31243?\u24207?\u31034?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22270?\u20851?\u31995?\u24314?\u27169?\u19982?\u20998?\u26512?\u25366?\u25496?\u21450?\u20854?\u-27394?\u25509?\u20998?\u26512?\u21644?\u31038?\u20132?\u20998?\u26512?\u25805?\u20316?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 31.\u21033?\u29992?Spark GraphX\u23454?\u29616?\u32593?\u-26507?\u-27394?\u25509?\u20998?\u26512?\u-244?\u-29791?\u31639?\u32593?\u-26507?\u-28211?\u-30335?\u24615?\u25490?\u21517?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 32.\u23454?\u29616?\u20449?\u24687?\u20256?\u25773?\u30340?\u31038?\u20132?\u20851?\u31995?\u20256?\u-28654?\u20998?\u26512?\u-244?\u20114?\u-32684?\u32593?\u29992?\u25143?\u30340?\u-30644?\u20026?\u20851?\u31995?\u20998?\u26512?\u20219?\u21153?\u30340?\u25805?\u20316?\u-29779?\u32451?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31070?\u32463?\u32593?\u32476?\u19982?\u28145?\u24230?\u23398?\u20064?\u31639?\u27861?\u27169?\u22411?\u21450?\u20854?\u24212?\u29992?\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 33.\u31070?\u32463?\u32593?\u32476?\u31639?\u27861?Neural Network\u30340?\u23454?\u29616?\u26041?\u27861?\u21644?\u25366?\u25496?\u27169?\u22411?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 34.\u22522?\u20110?\u20154?\u24037?\u31070?\u32463?\u32593?\u32476?\u30340?\u28145?\u24230?\u23398?\u20064?\u30340?\u-29779?\u32451?\u-28729?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a)\u20256?\u32479?\u31070?\u32463?\u32593?\u32476?\u30340?\u-29779?\u32451?\u26041?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b)Deep Learning\u30340?\u-29779?\u32451?\u26041?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 35.\u28145?\u24230?\u23398?\u20064?\u30340?\u24120?\u29992?\u27169?\u22411?\u21644?\u26041?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a)CNN\u-248?Convolutional Neural Network\u-247?\u21367?\u31215?\u31070?\u32463?\u32593?\u32476?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b)RNN\u-248?Recurrent Neural Network\u-247?\u24490?\u29615?\u31070?\u32463?\u32593?\u32476?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 c)Restricted Boltzmann Machine(RBM)\u-27056?\u21046?\u27874?\u23572?\u20857?\u26364?\u26426?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 36.\u22522?\u20110?Spark\u30340?\u28145?\u24230?\u23398?\u20064?\u31639?\u27861?\u27169?\u22411?\u24211?\u30340?\u24212?\u29992?\u31243?\u24207?\u31034?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u-26503?\u30446?\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 37.\u26085?\u24535?\u20998?\u26512?\u31995?\u32479?\u19982?\u26085?\u24535?\u25366?\u25496?\u-26503?\u30446?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a)Hadoop\u-244?Spark\u-244?ELK\u25216?\u26415?\u26500?\u24314?\u26085?\u24535?\u25968?\u25454?\u20179?\u24211?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 b)\u20114?\u-32684?\u32593?\u24494?\u21338?\u26085?\u24535?\u20998?\u26512?\u31995?\u32479?\u-26503?\u30446?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 38.\u25512?\u-31920?\u31995?\u32479?\u-26503?\u30446?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 a)\u30005?\u24433?\u25968?\u25454?\u20998?\u26512?\u19982?\u20010?\u24615?\u21270?\u25512?\u-31920?\u20851?\u-32684?\u20998?\u26512?\u-26503?\u30446?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22521?\u-29779?\u24635?\u32467?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 39.\u-26503?\u30446?\u26041?\u26696?\u30340?\u-29698?\u22530?\u-29784?\u-29766?\u-244?\u-29784?\u-29766?\u23454?\u-27067?\u19994?\u21153?\u20013?\u30340?\u20998?\u26512?\u-26880?\u27714?\u-244?\u21078?\u26512?\u21508?\u20010?\u29615?\u-32126?\u30340?\u-26946?\u28857?\u12289?\u30171?\u28857?\u12289?\u29942?\u-26488?\u-244?\u21551?\u21457?\u20986?\u-30237?\u20915?\u20043?\u-28589?\u-229?\u23436?\u25104?\u-29774?\u24072?\u24067?\u32622?\u30340?\u-26503?\u30446?\u26696?\u20363?\u-244?\u24041?\u22266?\u23398?\u-28729?\u30340?\u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u22788?\u29702?\u24179?\u21488?\u25216?\u26415?\u30693?\u-29754?\u20197?\u21450?\u24212?\u29992?\u25216?\u-32515?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u22235?\u22825?\u23398?\u21592?\u-32765?\u-29739?\u19982?\u19994?\u30028?\u20132?\u27969?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u21608?\u-32767?\u24072?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21608?\u-32767?\u24072?\u-244? \u20013?\u22269?\u31185?\u23398?\u-27038?\u-28646?\u20449?\u19982?\u20449?\u24687?\u31995?\u32479?\u19987?\u19994?\u21338?\u22763?\u12290?\u21271?\u20140?\u-28498?\u30005?\u22823?\u23398?\u31227?\u21160?\u20114?\u-32684?\u32593?\u19982?\u20449?\u24687?\u21270?\u23454?\u-25972?\u23460?\u29305?\u-32680?\u30740?\u31350?\u21592?\u12289?\u23545?\u22806?\u32463?\u-29384?\u22823?\u23398?\u20449?\u24687?\u23398?\u-27038?\u29305?\u-32680?\u20860?\u-32692?\u25945?\u24072?\u12289?\u20013?\u22269?\u31227?\u21160?\u-26938?\u22242?\u-25896?\u32423?\u22521?\u-29779?\u-29774?\u24072?\u-244?\u-27265?\u26399?\u20174?\u20107?\u22823?\u25968?\u25454?\u12289?4G\u12289?\u31227?\u21160?\u20114?\u-32684?\u32593?\u23433?\u20840?\u12289?\u31649?\u29702?\u21450?\u22823?\u25968?\u25454?\u31934?\u30830?\u-31707?\u-27392?\u31561?\u30740?\u31350?\u26041?\u21521?\u12290?\u22269?\u20869?\u-26506?\u32423?\u20449?\u24687?\u31995?\u32479?\u26550?\u26500?\u24072?\u-244?\u-28207?\u29260?\u-29774?\u24072?\u-244?\u25216?\u26415?\u-26498?\u-27154?\u-244?\u31227?\u21160?\u24320?\u21457?\u19987?\u23478?\u12290?\u25317?\u26377?\u20016?\u23500?\u30340?\u-28646?\u20449?\u20449?\u24687?\u31995?\u32479?\u-29762?\u-29791?\u12289?\u24320?\u21457?\u32463?\u-25972?\u21450?\u22521?\u-29779?\u-30644?\u19994?\u32463?\u-25972?\u-244?\u20808?\u21518?\u20026?\u20840?\u22269?\u-29307?\u-28729?15\u23478?\u30465?\u31227?\u21160?\u20844?\u21496?\u-244?\u-29307?\u-28729?30\u23478?\u22320?\u24066?\u31227?\u21160?\u20844?\u21496?\u26377?\u-28729?\u-26503?\u30446?\u24320?\u21457?\u21512?\u20316?\u21450?\u25480?\u-29698?\u-244?\u25285?\u20219?\u22810?\u20010?\u22823?\u22411?\u-28646?\u20449?\u-26503?\u30446?\u30340?\u24635?\u24072?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u24352?\u-32767?\u24072?\u-230?\u-27073?\u-28212?\u22823?\u25968?\u25454?\u-25896?\u32423?\u19987?\u23478?\u-244?\u22269?\u20869?\u-29372?\u28145?\u30340?Spark\u12289?Hadoop\u25216?\u26415?\u19987?\u23478?\u12289?\u-31142?\u25311?\u21270?\u19987?\u23478?\u-244?\u23545?HDFS\u12289?MapReduce\u12289?HBase\u12289?Hive\u12289?Mahout\u12289?Storm\u12289?spark\u21644?openTSDB\u31561?Hadoop\u29983?\u24577?\u31995?\u32479?\u20013?\u30340?\u25216?\u26415?\u-28709?\u-30644?\u20102?\u22810?\u24180?\u30340?\u28145?\u20837?\u30340?\u30740?\u31350?\u-244?\u26356?\u20027?\u-30335?\u30340?\u26159?\u-28711?\u20123?\u25216?\u26415?\u22312?\u22823?\u-28209?\u30340?\u23454?\u-27067?\u-26503?\u30446?\u20013?\u24471?\u21040?\u24191?\u27867?\u30340?\u24212?\u29992?\u-244?\u22240?\u27492?\u22312?Hadoop\u24320?\u21457?\u21644?\u-28720?\u32500?\u26041?\u-26782?\u31215?\u32047?\u20102?\u20016?\u23500?\u30340?\u-26503?\u30446?\u23454?\u26045?\u32463?\u-25972?\u12290?\u-28719?\u24180?\u20027?\u-30335?\u20856?\u22411?\u30340?\u-26503?\u30446?\u26377?\u-230?\u26576?\u30005?\u20449?\u-26938?\u22242?\u32593?\u32476?\u20248?\u21270?\u12289?\u20013?\u22269?\u31227?\u21160?\u26576?\u30465?\u31227?\u21160?\u20844?\u21496?\u-29705?\u-29402?\u21333?\u31995?\u32479?\u21644?\u26576?\u30465?\u31227?\u21160?\u-29722?\u21333?\u23454?\u26102?\u26597?\u-29726?\u31995?\u32479?\u12289?\u20013?\u22269?\u-27402?\u-32684?\u22823?\u25968?\u25454?\u25968?\u25454?\u31080?\u25454?\u-29722?\u21333?\u24179?\u21488?\u12289?\u26576?\u22823?\u22411?\u-27402?\u-30644?\u22823?\u25968?\u25454?\u-29776?\u24405?\u31995?\u32479?\u12289?\u26576?\u22823?\u22411?\u-28646?\u20449?\u-28720?\u-31707?\u21830?\u20840?\u22269?\u29992?\u25143?\u19978?\u32593?\u-29776?\u24405?\u12289?\u26576?\u30465?\u20132?\u-28646?\u-28440?\u-27160?\u-28707?\u31456?\u31995?\u32479?\u12289?\u26576?\u21306?\u22495?\u21307?\u30103?\u22823?\u25968?\u25454?\u24212?\u29992?\u-26503?\u30446?\u12289?\u20114?\u-32684?\u32593?\u20844?\u20849?\u25968?\u25454?\u22823?\u20113?(DAAS)\u21644?\u26500?\u24314?\u28216?\u25103?\u20113?(Web Game Daas)\u24179?\u21488?\u-26503?\u30446?\u31561?\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u25105?\u-30335?\u25253?\u21517?\b0\par\pard\plain\s0\fi400\li0\ri0\plain\f0\fs22 \u21672?\u-29726?\u30005?\u-29731?\u-230?027-5111 9925 , 027-5111 9926\par\pard\plain\s0\fi400\li0\ri0\plain\f0\fs22 \u20540?\u29677?\u25163?\u26426?\u-230?18971071887    \u-28498?\u31665?\u-230?Service@mingketang.com\par}