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\u21517?\u24072?\u-29774?\u25480?\u183?\u20248?\u-29400?\u-29698?\u31243?\u8212?\u8212?\u21517?\u-29698?\u22530?\par}\pgwsxn11907\pghsxn16840\marglsxn720\margrsxn720\margtsxn720\margbsxn720\pard\plain\s0\qc\fi0\li0\ri0\sa140\plain\f0\fs36\b \u20840?\u22269?\u-25896?\u26657?\u22823?\u25968?\u25454?\u-248?Hadoop\u12289?spark\u12289?Python\u-247?\u24072?\u-29372?\b0\par\pard\plain\s0\fi0\li0\ri0\sa140\plain\f0\fs22 \u12304?\u-29698?\u31243?\u32534?\u21495?\u12305?\u-230?\f0\fs22\b MKT046463\b0\par\pard\plain\s0\fi0\li0\ri0\sa140\plain\f0\fs22 \u12304?\u-29698?\u31243?\u21517?\u31216?\u12305?\u-230?\f0{\field{\*\fldinst HYPERLINK //www.apparel77.com/gkk7/046463.html}{\fldrslt \pard\plain\f0\fs22\ul\cf2 \u20840?\u22269?\u-25896?\u26657?\u22823?\u25968?\u25454?\u-248?Hadoop\u12289?spark\u12289?Python\u-247?\u24072?\u-29372?\ul0 }}\par\pard\plain\s0\fi0\li0\ri0\sa140\plain\f0\fs22 \u12304?\u25152?\u23646?\u31867?\u21035?\u12305?\u-230?\u30740?\u21457?\u31649?\u29702?\u22521?\u-29779?\par\pard\plain\s0\fi0\li0\ri0\sa140\plain\f0\fs22 \u12304?\u24320?\u-29698?\u26102?\u-27148?\u12305?\u-230?2025\u24180?07\u26376?29\u26085? \u21040? 2025\u24180?08\u26376?07\u26085? \u26477?\u24030? 9800\u20803?/\u20301?\par\pard\plain\s0\fi1500\li0\ri0\sa140\plain\f0\fs22\cf3 2024\u24180?10\u26376?09\u26085? \u21040? 2024\u24180?10\u26376?18\u26085? \u25104?\u-28419? 9800\u20803?/\u20301?\par\pard\plain\s0\fi1500\li0\ri0\sa140\plain\f0\fs22\cf3 2024\u24180?08\u26376?13\u26085? \u21040? 2024\u24180?08\u26376?22\u26085? \u26477?\u24030? 9800\u20803?/\u20301?\par\pard\plain\s0\fi0\li0\ri0\sa140\plain\f0\fs22 \u12304?\u-29698?\u31243?\u-29708?\u26126?\u12305?\u-230?\u26412?\u22521?\u-29779?\u-29698?\u31243?\u20840?\u24180?\u24490?\u29615?\u24320?\u-29698?\u-244?\u22914?\u26377?\u-26880?\u27714?\u-244?\u27426?\u-28722?\u26469?\u30005?\u21672?\u-29726?\u-255?\par\pard\plain\s0\fi0\li0\ri0\sa140\plain\f0\fs22 \u12304?\u20854?\u20182?\u24320?\u-29698?\u22478?\u24066?\u12305?\u-230?\f0{\field{\*\fldinst HYPERLINK //www.apparel77.com/gkk7/046464.html}{\fldrslt \pard\plain\f0\fs22\ul\cf2 \u25104?\u-28419?\ul0 }}\f0\fs22  \f0{\field{\*\fldinst HYPERLINK //www.apparel77.com/gkk7/046463.html}{\fldrslt \pard\plain\f0\fs22\ul\cf2 \u26477?\u24030?\ul0 }}\f0\fs22  \f0{\field{\*\fldinst HYPERLINK //www.apparel77.com/gkk/007545.html}{\fldrslt \pard\plain\f0\fs22\ul\cf2 \u19978?\u28023?\ul0 }}\f0\fs22  \par\pard\plain\s0\fi0\li0\ri0\sl300\plain\f0\fs22 \u12304?\u-29698?\u31243?\u20851?\u-27346?\u23383?\u12305?\u-230?Hadoop spark Python\u22521?\u-29779?\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\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u-29698?\u31243?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b Hadoop\u26495?\u22359?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u-26880?\u27714?\u29702?\u-30237?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Hadoop \u-29762?\u-29791?\u20043?\u21021?\u30340?\u30446?\u26631?\u23601?\u23450?\u20301?\u20110?\u-25896?\u21487?\u-26784?\u24615?\u12289?\u-25896?\u21487?\u25299?\u23637?\u24615?\u12289?\u-25896?\u23481?\u-27367?\u24615?\u21644?\u-25896?\u25928?\u24615?\u-244?\u27491?\u26159?\u-28711?\u20123?\u-29762?\u-29791?\u19978?\u19982?\u29983?\u20465?\u26469?\u30340?\u20248?\u28857?\u-244?\u25165?\u20351?\u24471?Hadoop \u19968?\u20986?\u29616?\u23601?\u21463?\u21040?\u20247?\u22810?\u22823?\u20844?\u21496?\u30340?\u-26798?\u30544?\u-244?\u21516?\u26102?\u20063?\u24341?\u-29321?\u20102?\u30740?\u31350?\u30028?\u30340?\u26222?\u-28595?\u20851?\u27880?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23545?\u30005?\u20449?\u-28720?\u-31707?\u21830?\u-32756?\u-30208?,\u29992?\u25143?\u19978?\u32593?\u26085?\u24535?\u21253?\u21547?\u20102?\u22823?\u-28209?\u29992?\u25143?\u20010?\u24615?\u21270?\u-26880?\u27714?\u12289?\u21916?\u22909?\u20449?\u24687?,\u23545?\u20854?\u-28709?\u-30644?\u20998?\u26512?\u21644?\u25366?\u25496?,\u-32515?\u26356?\u22909?\u22320?\u20102?\u-30237?\u23458?\u25143?\u-26880?\u27714?\u12290?\u20256?\u32479?\u32463?\u-31707?\u20998?\u26512?\u31995?\u32479?\u23567?\u22411?\u26426?\u21152?\u20851?\u31995?\u22411?\u25968?\u25454?\u24211?\u30340?\u26550?\u26500?\u26080?\u27861?\u28385?\u-29261?\u23545?\u28023?\u-28209?\u-26786?\u32467?\u26500?\u21270?\u25968?\u25454?\u30340?\u22788?\u29702?\u-26880?\u27714?,\u25645?\u24314?\u22522?\u20110?X86\u30340?Hadoop \u24179?\u21488?,\u24341?\u20837?\u22823?\u25968?\u25454?\u22788?\u29702?\u25216?\u26415?\u30340?\u26041?\u24335?,\u23454?\u29616?\u-25896?\u25928?\u29575?\u12289?\u20302?\u25104?\u26412?\u12289?\u26131?\u25193?\u23637?\u30340?\u32463?\u-31707?\u20998?\u26512?\u31995?\u32479?\u28151?\u25645?\u26550?\u26500?\u25104?\u20026?\u30005?\u20449?\u-28720?\u-31707?\u21830?\u26368?\u20026?\u20542?\u21521?\u30340?\u-28663?\u25321?\u12290?\u26412?\u-29698?\u31243?\u23558?\u20840?\u-26782?\u20171?\u32461?Hadoop\u24179?\u21488?\u24320?\u21457?\u21644?\u-28720?\u32500?\u30340?\u21508?\u-26503?\u25216?\u26415?\u-244?\u23545?\u23398?\u21592?\u20351?\u29992?\u-29723?\u-26503?\u25216?\u26415?\u20855?\u26377?\u24456?\u-25896?\u30340?\u24212?\u29992?\u20215?\u20540?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u22521?\u-29779?\u-29698?\u31243?\u26550?\u26500?\u19982?\u-29762?\u-29791?\u24605?\u-29201?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-248?1\u-247?\u22521?\u-29779?\u26550?\u26500?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26412?\u-29698?\u31243?\u20998?\u20026?\u19977?\u20010?\u20027?\u-30335?\u-28440?\u20998?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u19968?\u-28440?\u20998?\u-230?\u-28211?\u28857?\u-29774?\u-28688?\u22823?\u25968?\u25454?\u25216?\u26415?\u22312?\u30340?\u24212?\u29992?\u-244?\u20351?\u23398?\u21592?\u23545?\u22823?\u25968?\u25454?\u25216?\u26415?\u30340?\u24191?\u27867?\u24212?\u29992?\u26377?\u28165?\u26224?\u30340?\u-29788?\u-29754?\u-244?\u22312?\u-28711?\u29615?\u-32126?\u24403?\u20013?\u20250?\u-28211?\u28857?\u20171?\u32461?Hadoop\u25216?\u26415?\u22312?\u25972?\u20010?\u22823?\u25968?\u25454?\u25216?\u26415?\u24212?\u29992?\u20013?\u30340?\u-28211?\u-30335?\u22320?\u20301?\u21644?\u24212?\u29992?\u24773?\u20917?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u20108?\u-28440?\u20998?\u-230?\u20855?\u20307?\u23545?hadoop\u25216?\u26415?\u-28709?\u-30644?\u27169?\u22359?\u21270?\u20998?\u25286?\u-244?\u20174?\u22823?\u25968?\u25454?\u25991?\u20214?\u23384?\u20648?\u31995?\u32479?\u25216?\u26415?\u21644?\u20998?\u24067?\u24335?\u25991?\u20214?\u31995?\u32479?\u24179?\u21488?\u21450?\u20854?\u24212?\u29992?\u-29688?\u-29321?\u-244?\u20171?\u32461?Hadoop\u25216?\u26415?\u21508?\u20027?\u-30335?\u24212?\u29992?\u24037?\u20855?\u21644?\u26041?\u27861?\u-244?\u20197?\u21450?\u22312?\u-28720?\u32500?\u32500?\u25252?\u24403?\u20013?\u30340?\u20027?\u27969?\u20570?\u27861?\u-244?\u20351?\u23398?\u21592?\u20840?\u-26782?\u20102?\u-30237?\u21644?\u25484?\u25569?Hadoop\u25216?\u26415?\u30340?\u31934?\u21326?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u19977?\u-28440?\u20998?\u-230?\u-28211?\u28857?\u21078?\u26512?\u22823?\u25968?\u25454?\u30340?\u24212?\u29992?\u26696?\u20363?\u-244?\u20351?\u23398?\u21592?\u22312?\u26696?\u20363?\u24403?\u20013?\u23545?\u-29723?\u-26503?\u25216?\u26415?\u26377?\u26356?\u28145?\u20837?\u30340?\u24863?\u-30270?\u21360?\u-29599?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-248?2\u-247?\u-29762?\u-29791?\u24605?\u-29201?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26412?\u-29698?\u31243?\u-28217?\u29992?\u27169?\u22359?\u21270?\u25945?\u23398?\u26041?\u27861?\u-244?\u20197?\u26696?\u20363?\u20998?\u26512?\u20026?\u20027?\u32447?\u-244?\u30001?\u27973?\u20837?\u28145?\u12289?\u24490?\u24207?\u28176?\u-28709?\u12289?\u30001?\u29702?\u-29766?\u21040?\u23454?\u-29195?\u25805?\u20316?\u-28709?\u-30644?\u-29762?\u-29791?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-248?3\u-247?\u19982?\u20225?\u19994?\u30340?\u-29388?\u21512?\u28857?\u-230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26412?\u-29698?\u31243?\u32467?\u21512?\u20225?\u19994?\u-28820?\u22411?\u21457?\u23637?\u21450?\u22823?\u25968?\u25454?\u21457?\u23637?\u25112?\u30053?\u-244?\u22260?\u32469?\u20225?\u19994?\u22823?\u25968?\u25454?\u19994?\u21153?\u21450?\u-30644?\u19994?\u24212?\u29992?\u24066?\u22330?\u25299?\u23637?\u21457?\u23637?\u30446?\u26631?\u-244?\u-28211?\u28857?\u-29774?\u25480?Hadoop\u30340?\u24212?\u29992?\u25216?\u26415?\u-244?\u25552?\u21319?\u20225?\u19994?IT\u25216?\u26415?\u20154?\u21592?\u30340?\u24320?\u21457?\u21644?\u-28720?\u32500?\u-32515?\u21147?\u-244?\u26377?\u24456?\u24378?\u30340?\u-29388?\u21512?\u24230?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22823?\u25968?\u25454?\u24314?\u27169?\u19982?\u25366?\u25496?\u26495?\u22359?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26412?\u27425?\u-29698?\u31243?\u-26782?\u21521?\u26377?\u19968?\u23450?\u30340?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u31639?\u27861?\u22522?\u30784?\u30340?\u24037?\u31243?\u24072?\u-244?\u24102?\u22823?\u23478?\u23454?\u-29195?\u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u24179?\u21488?\u30340?\u-26503?\u30446?\u-29779?\u32451?\u-244?\u31995?\u32479?\u22320?\u-29774?\u-30237?\u25968?\u25454?\u20934?\u22791?\u12289?\u25968?\u25454?\u24314?\u27169?\u12289?\u25366?\u25496?\u27169?\u22411?\u24314?\u31435?\u12289?\u22823?\u25968?\u25454?\u20998?\u26512?\u19982?\u25366?\u25496?\u31639?\u27861?\u24212?\u29992?\u22312?\u19994?\u21153?\u27169?\u22411?\u20013?\u-244?\u32467?\u21512?\u20027?\u27969?\u30340?Hadoop\u19982?Spark\u22823?\u25968?\u25454?\u20998?\u26512?\u24179?\u21488?\u26550?\u26500?\u-244?\u23454?\u29616?\u-26503?\u30446?\u-29779?\u32451?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u32467?\u21512?\u19994?\u30028?\u20351?\u29992?\u26368?\u24191?\u27867?\u30340?\u20027?\u27969?\u22823?\u25968?\u25454?\u24179?\u21488?\u25216?\u26415?\u-244?\u-28211?\u28857?\u21078?\u26512?\u22522?\u20110?\u22823?\u25968?\u25454?\u20998?\u26512?\u31639?\u27861?\u19982?BI\u25216?\u26415?\u24212?\u29992?\u-244?\u21253?\u25324?\u20998?\u31867?\u31639?\u27861?\u12289?\u-32678?\u31867?\u31639?\u27861?\u12289?\u-26492?\u27979?\u20998?\u26512?\u31639?\u27861?\u12289?\u25512?\u-31920?\u20998?\u26512?\u27169?\u22411?\u31561?\u22312?\u19994?\u21153?\u20013?\u30340?\u23454?\u-29195?\u24212?\u29992?\u-244?\u24182?\u26681?\u25454?\u-29774?\u24072?\u32473?\u23450?\u30340?\u25968?\u25454?\u-26938?\u-244?\u23454?\u29616?\u20004?\u20010?\u22522?\u26412?\u30340?\u26085?\u24535?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u31995?\u32479?\u-244?\u20197?\u21450?\u30005?\u21830?\u-248?\u25110?\u20869?\u23481?\u-247?\u25512?\u-31920?\u31995?\u32479?\u24341?\u25806?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26412?\u-29698?\u31243?\u22522?\u26412?\u30340?\u23454?\u-29195?\u29615?\u22659?\u26159?Linux\u-26938?\u32676?\u-244?JDK1.8\u-244? Hadoop 2.7.*\u-244?Spark 2.1.*\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23398?\u21592?\u-26880?\u-30335?\u20934?\u22791?\u30340?\u30005?\u-32495?\u26368?\u22909?\u26159?i5\u21450?\u20197?\u19978?CPU\u-244?4GB\u21450?\u20197?\u19978?\u20869?\u23384?\u-244?\u30828?\u30424?\u31354?\u-27148?\u-26492?\u30041?50GB\u-248?\u21487?\u29992?\u31227?\u21160?\u30828?\u30424?\u-247?\u-244?\u22522?\u26412?\u30340?\u22823?\u25968?\u25454?\u20998?\u26512?\u24179?\u21488?\u25152?\u20381?\u-29354?\u30340?\u-28817?\u20214?\u21253?\u21644?\u20381?\u-29354?\u24211?\u31561?\u-244?\u-29774?\u24072?\u24050?\u32463?\u25552?\u21069?\u-28440?\u32626?\u22312?\u-31142?\u25311?\u26426?\u-27300?\u20687?\u-248?VMware\u-27300?\u20687?\u-247?\u-244?\u23398?\u21592?\u26681?\u25454?\u-29774?\u24072?\u30340?\u25805?\u20316?\u20219?\u21153?\u-28709?\u-30644?\u23454?\u-29195?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26412?\u-29698?\u31243?\u-28217?\u29992?\u25216?\u26415?\u21407?\u29702?\u19982?\u-26503?\u30446?\u23454?\u25112?\u30456?\u32467?\u21512?\u30340?\u26041?\u24335?\u-28709?\u-30644?\u25945?\u23398?\u-244?\u22312?\u-29774?\u25480?\u21407?\u29702?\u30340?\u-28729?\u31243?\u20013?\u-244?\u31359?\u25554?\u23454?\u-27067?\u30340?\u31995?\u32479?\u25805?\u20316?\u-244?\u26412?\u-29698?\u31243?\u-29774?\u24072?\u20063?\u31934?\u24515?\u20934?\u22791?\u30340?\u23454?\u-27067?\u30340?\u24212?\u29992?\u26696?\u20363?\u20379?\u23398?\u21592?\u21160?\u25163?\u-29779?\u32451?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Python\u26426?\u22120?\u23398?\u20064?\u26495?\u22359?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u27599?\u20010?\u31639?\u27861?\u27169?\u22359?\u25353?\u29031?\u8220?\u21407?\u29702?\u-29774?\u-30237?\u8594?\u20998?\u26512?\u25968?\u25454?\u8594?\u-32278?\u24049?\u21160?\u25163?\u23454?\u29616?\u8594?\u29305?\u24449?\u19982?\u-29693?\u21442?\u8221?\u30340?\u-26502?\u24207?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u8220?Python\u25968?\u25454?\u28165?\u27927?\u21644?\u29305?\u24449?\u25552?\u21462?\u8221?\u-244?\u25552?\u21319?\u23398?\u20064?\u28145?\u24230?\u12289?\u-27059?\u20302?\u23398?\u20064?\u22369?\u24230?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u22686?\u21152?\u32593?\u32476?\u29228?\u-31125?\u30340?\u21407?\u29702?\u21644?\u32534?\u20889?\u-244?\u20174?\u-31817?\u21462?\u25968?\u25454?\u24320?\u22987?\u-244?\u-28211?\u-30266?\u23558?\u23454?\u-29195?\u-27154?\u-26472?\u-28820?\u25442?\u25104?\u23454?\u-27067?\u27169?\u22411?\u30340?\u-32515?\u21147?\u-244?\u20998?\u20139?\u24037?\u20316?\u20013?\u30340?\u23454?\u-27067?\u26696?\u20363?\u25110?Kaggle\u26696?\u20363?\u-230?\u24191?\u21578?\u-27392?\u-28209?\u20998?\u26512?\u12289?\u29615?\u22659?\u25968?\u25454?\u24322?\u24120?\u26816?\u27979?\u21644?\u20998?\u26512?\u12289?\u25968?\u23383?\u22270?\u20687?\u25163?\u20889?\u20307?\u-29754?\u21035?\u12289?Titanic\u20056?\u23458?\u23384?\u27963?\u29575?\u-26492?\u27979?\u12289?\u29992?\u25143?-\u30005?\u24433?\u25512?\u-31920?\u12289?\u30495?\u23454?\u26032?\u-27141?\u32452?\u25968?\u25454?\u20027?\u-26472?\u20998?\u26512?\u12289?\u20013?\u25991?\u20998?\u-29747?\u12289?\u-32607?\u31080?\u25968?\u25454?\u29305?\u24449?\u20998?\u26512?\u31561?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.\u24378?\u21270?\u30697?\u-27083?\u-28720?\u31639?\u12289?\u27010?\u29575?\u-29766?\u12289?\u25968?\u29702?\u32479?\u-29791?\u30340?\u30693?\u-29754?\u-28720?\u29992?\u-244?\u25484?\u25569?\u26426?\u22120?\u23398?\u20064?\u26681?\u26412?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u-27120?\u-28688?\u26426?\u22120?\u23398?\u20064?\u21407?\u29702?\u-244?\u25552?\u20379?\u-28339?\u22871?\u28304?\u30721?\u21644?\u25968?\u25454?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u20197?\u30452?\u-30270?\u-30237?\u-28214?\u-244?\u22686?\u24378?\u24863?\u24615?\u29702?\u-30237?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.\u23545?\u27604?\u19981?\u21516?\u30340?\u29305?\u24449?\u-28663?\u25321?\u24102?\u26469?\u30340?\u-26492?\u27979?\u25928?\u26524?\u24046?\u24322?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.\u-28211?\u-30266?\u-26503?\u30446?\u23454?\u-29195?\u-244?\u-28211?\u-30266?\u-31683?\u22320?\u12290?\u24605?\u-32765?\u19981?\u21516?\u31639?\u27861?\u20043?\u-27148?\u30340?\u21306?\u21035?\u21644?\u-32684?\u31995?\u-244?\u25552?\u-25896?\u22312?\u23454?\u-27067?\u24037?\u20316?\u20013?\u-28663?\u25321?\u31639?\u27861?\u30340?\u-32515?\u21147?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.\u28041?\u21450?\u21644?\u-29774?\u-30237?\u30340?\u-28440?\u20998?Python\u24211?\u26377?\u-230?Numpy\u12289?Scipy\u12289?matplotlib\u12289?Pandas\u12289?scikit-learn\u12289?XGBoost\u12289?libSVM\u12289?LDA\u12289?Gensim\u12289?NLTK\u12289?HMMLearn\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u22521?\u-29779?\u23545?\u-29599?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21508?\u22320?\u-25896?\u26657?\u22823?\u25968?\u25454?\u20135?\u19994?\u30456?\u20851?\u-29774?\u24072?\u-244?\u20449?\u24687?\u20013?\u24515?\u30456?\u20851?\u20154?\u21592?\u12289?\u31995?\u20027?\u20219?\u12289?\u-27038?\u-27265?\u25110?\u23545?\u22823?\u25968?\u25454?\u24863?\u20852?\u-29277?\u30340?\u30456?\u20851?\u20154?\u21592?\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u22521?\u-29779?\u30446?\u26631?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25484?\u25569?\u22823?\u25968?\u25454?\u22788?\u29702?\u24179?\u21488?\u-248?Hadoop\u12289?Spark\u12289?Storm\u-247?\u25216?\u26415?\u26550?\u26500?\u12289?\u20197?\u21450?\u24179?\u21488?\u30340?\u23433?\u-30523?\u-28440?\u32626?\u12289?\u-28720?\u32500?\u-28339?\u32622?\u12289?\u24212?\u29992?\u24320?\u21457?\u-229?\u25484?\u25569?\u20027?\u27969?\u22823?\u25968?\u25454?Hadoop\u24179?\u21488?\u21644?Spark\u23454?\u26102?\u22788?\u29702?\u24179?\u21488?\u30340?\u25216?\u26415?\u26550?\u26500?\u21644?\u23454?\u-27067?\u24212?\u29992?\u-229?\u21033?\u29992?Hadoop+Spark\u23545?\u-30644?\u19994?\u22823?\u25968?\u25454?\u-28709?\u-30644?\u23384?\u20648?\u31649?\u29702?\u21644?\u20998?\u26512?\u25366?\u25496?\u30340?\u25216?\u26415?\u24212?\u29992?\u-229?\u-29774?\u-30237?Hadoop\u29983?\u24577?\u31995?\u32479?\u32452?\u20214?\u-244?\u21253?\u25324?Storm\u-244?HDFS\u-244?MapReduce\u-244?HIVE\u-244?HBase\u-244?Spark\u-244?GraphX\u-244?MLib\u-244?Shark\u-244? ElasticSearch\u31561?\u22823?\u25968?\u25454?\u23384?\u20648?\u31649?\u29702?\u12289?\u20998?\u24067?\u24335?\u25968?\u25454?\u24211?\u12289?\u22823?\u22411?\u25968?\u25454?\u20179?\u24211?\u12289?\u22823?\u25968?\u25454?\u26597?\u-29726?\u19982?\u25628?\u32034?\u12289?\u22823?\u25968?\u25454?\u20998?\u26512?\u25366?\u25496?\u19982?\u20998?\u24067?\u24335?\u22788?\u29702?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-29783?\u23398?\u21592?\u20805?\u20998?\u25484?\u25569?\u22823?\u25968?\u25454?\u24179?\u21488?\u25216?\u26415?\u26550?\u26500?\u12289?\u22823?\u25968?\u25454?\u20998?\u26512?\u30340?\u22522?\u26412?\u29702?\u-29766?\u12289?\u26426?\u22120?\u23398?\u20064?\u30340?\u24120?\u29992?\u31639?\u27861?\u12289?\u22269?\u20869?\u22806?\u20027?\u27969?\u30340?\u22823?\u25968?\u25454?\u20998?\u26512?\u19982?BI\u21830?\u19994?\u26234?\u-32515?\u20998?\u26512?\u-30237?\u20915?\u26041?\u26696?\u12289?\u20197?\u21450?\u22823?\u25968?\u25454?\u20998?\u26512?\u22312?\u25628?\u32034?\u24341?\u25806?\u12289?\u24191?\u21578?\u26381?\u21153?\u25512?\u-31920?\u12289?\u30005?\u21830?\u25968?\u25454?\u20998?\u26512?\u12289?\u-28207?\u-30835?\u23458?\u25143?\u20998?\u26512?\u26041?\u-26782?\u30340?\u24212?\u29992?\u26696?\u20363?\u12290?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \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 \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\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20174?\u25968?\u23398?\u23618?\u-26782?\u25512?\u23548?\u26368?\u32463?\u20856?\u30340?\u26426?\u22120?\u23398?\u20064?\u31639?\u27861?\u-244?\u20197?\u21450?\u27599?\u31181?\u31639?\u27861?\u30340?\u31034?\u20363?\u21644?\u20195?\u30721?\u23454?\u29616?\u-248?Python\u-247?\u12289?\u22914?\u20309?\u20570?\u31639?\u27861?\u30340?\u21442?\u25968?\u-29693?\u-29739?\u12289?\u20197?\u23454?\u-27067?\u24212?\u29992?\u26696?\u20363?\u20998?\u26512?\u21508?\u31181?\u31639?\u27861?\u30340?\u-28663?\u25321?\u31561?\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 Hadoop\u22521?\u-29779?\u20869?\u23481?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u19968? \u31227?\u21160?\u20114?\u-32684?\u32593?\u12289?\u22823?\u25968?\u25454?\u12289?\u20113?\u-29791?\u31639?\u30456?\u20851?\u25216?\u26415?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u25968?\u25454?\u20013?\u24515?\u19982?\u20113?\u-29791?\u31639?\u25216?\u26415?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u26234?\u24935?\u22478?\u24066?\u19982?\u20113?\u-29791?\u31639?\u25216?\u26415?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u31227?\u21160?\u20114?\u-32684?\u32593?\u12289?\u22823?\u25968?\u25454?\u19982?\u20113?\u-29791?\u31639?\u20851?\u-32684?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?\u31227?\u21160?\u20113?\u-29791?\u31639?\u30340?\u29983?\u24577?\u31995?\u32479?\u21450?\u20135?\u19994?\u-27394?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?\u22823?\u25968?\u25454?\u25216?\u26415?\u22312?\u-28720?\u-31707?\u21830?\u12289?\u-28207?\u-30835?\u19994?\u12289?\u-27402?\u-30644?\u19994?\u12289?\u30005?\u23376?\u21830?\u21153?\u-30644?\u19994?\u12289?\u-26890?\u21806?\u19994?\u12289?\u21046?\u-28640?\u19994?\u12289?\u25919?\u21153?\u20449?\u24687?\u21270?\u12289?\u20114?\u-32684?\u32593?\u12289?\u25945?\u-32590?\u20449?\u24687?\u21270?\u31561?\u-30644?\u19994?\u20013?\u30340?\u24212?\u29992?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6\u12289?\u22269?\u20869?\u22806?\u20027?\u27969?\u30340?\u22823?\u25968?\u25454?\u-30237?\u20915?\u26041?\u26696?\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7\u12289?\u24403?\u21069?\u22823?\u25968?\u25454?\u-30237?\u20915?\u26041?\u26696?\u19982?\u20256?\u32479?\u25968?\u25454?\u24211?\u26041?\u26696?\u30340?\u21078?\u26512?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8\u12289?Cloudera Hadoop \u22823?\u25968?\u25454?\u24179?\u21488?\u26041?\u26696?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9\u12289?\u24320?\u28304?\u30340?\u22823?\u25968?\u25454?\u29983?\u24577?\u31995?\u32479?\u24179?\u21488?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20108? \u22823?\u25968?\u25454?\u30340?\u25361?\u25112?\u21644?\u21457?\u23637?\u26041?\u21521?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u22823?\u25968?\u25454?\u26102?\u20195?\u30340?\u25361?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25112?\u30053?\u20915?\u31574?\u-32515?\u21147?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25216?\u26415?\u24320?\u21457?\u21644?\u25968?\u25454?\u22788?\u29702?\u-32515?\u21147?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u32452?\u32455?\u21644?\u-28720?\u-31707?\u-32515?\u21147?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u22823?\u25968?\u25454?\u26102?\u20195?\u30340?\u21457?\u23637?\u26041?\u21521?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20113?\u-29791?\u31639?\u26159?\u22522?\u30784?\u-29762?\u26045?\u26550?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u22823?\u25968?\u25454?\u26159?\u28789?\u-25790?\u-29372?\u20135?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20998?\u26512?\u12289?\u25366?\u25496?\u26159?\u25163?\u27573?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u21457?\u29616?\u21644?\u-26492?\u27979?\u26159?\u26368?\u32456?\u30446?\u26631?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u22823?\u25968?\u25454?\u25366?\u25496?\u22312?\u21508?\u-30644?\u19994?\u24212?\u29992?\u24773?\u20917?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u30005?\u20449?\u-30644?\u19994?\u24212?\u29992?\u21450?\u26696?\u20363?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20114?\u-32684?\u32593?\u-30644?\u19994?\u24212?\u29992?\u21450?\u26696?\u20363?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u-28207?\u-30835?\u-30644?\u19994?\u24212?\u29992?\u21450?\u26696?\u20363?\u30740?\u31350?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u-27392?\u21806?\u-30644?\u19994?\u24212?\u29992?\u26696?\u20363?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u19977? \u22823?\u25968?\u25454?\u25991?\u20214?\u23384?\u20648?\u31995?\u32479?\u25216?\u26415?\u21644?\u20998?\u24067?\u24335?\u25991?\u20214?\u31995?\u32479?\u24179?\u21488?\u21450?\u20854?\u24212?\u29992?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?Hadoop\u30340?\u21457?\u23637?\u21382?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop\u22823?\u25968?\u25454?\u24179?\u21488?\u26550?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u22522?\u20110?Hadoop\u24179?\u21488?\u30340?PB\u32423?\u22823?\u25968?\u25454?\u23384?\u20648?\u31649?\u29702?\u19982?\u20998?\u26512?\u22788?\u29702?\u30340?\u24037?\u20316?\u21407?\u29702?\u19982?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop \u30340?\u26680?\u24515?\u32452?\u20214?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u20998?\u24067?\u24335?\u25991?\u20214?\u31995?\u32479?HDFS\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u27010?\u-28688?\u12289?\u21151?\u-32515?\u12289?\u20316?\u29992?\u12289?\u20248?\u21183?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u24212?\u29992?\u-31997?\u30068?\u12289?\u24212?\u29992?\u29616?\u29366?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u21457?\u23637?\u-29301?\u21183?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u20998?\u24067?\u24335?\u25991?\u20214?\u31995?\u32479?HDFS\u26550?\u26500?\u21450?\u21407?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u26680?\u24515?\u20851?\u-27346?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u-29762?\u-29791?\u31934?\u-25901?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u22522?\u26412?\u24037?\u20316?\u21407?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u31995?\u32479?\u26550?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25991?\u20214?\u23384?\u20648?\u27169?\u24335?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u24037?\u20316?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u23384?\u20648?\u25193?\u23481?\u19982?\u21534?\u21520?\u24615?\u-32515?\u25193?\u23637?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?\u20998?\u24067?\u24335?\u25991?\u20214?\u31995?\u32479?HDFS\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?SHELL\u21629?\u20196?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?I/O\u27969?\u24335?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25991?\u20214?\u25968?\u25454?\u-29701?\u21462?\u12289?\u20889?\u20837?\u12289?\u-28675?\u21152?\u12289?\u21024?\u-27036?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25991?\u20214?\u29366?\u24577?\u26597?\u-29726?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25968?\u25454?\u22359?\u20998?\u24067?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25968?\u25454?\u21516?\u27493?\u19982?\u19968?\u-32268?\u24615?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20803?\u25968?\u25454?\u31649?\u29702?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20027?\u-32126?\u28857?\u19982?\u20174?\u-32126?\u28857?\u24037?\u20316?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u22823?\u25968?\u25454?\u-29409?\u-28803?\u22343?\u-30623?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?HDFS\u22823?\u25968?\u25454?\u23384?\u20648?\u-26938?\u32676?\u31649?\u29702?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?Hadoop\u29983?\u24577?\u31995?\u32479?\u32452?\u20214?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Storm\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?HDFS\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?MapReduce\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?HIVE\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?HBase\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Spark\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?GraphX\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?MLib\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Shark\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u22235? Hadoop\u25991?\u20214?\u31995?\u32479?HDFS\u26368?\u20339?\u23454?\u25112?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?HDFS\u30340?\u-29762?\u-29791?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?HDFS\u30340?\u27010?\u24565?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25968?\u25454?\u22359?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?namenode\u21644?datanode\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u-32684?\u-28506?HDFS\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?HDFS\u30340?\u-25896?\u21487?\u29992?\u24615?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u21629?\u20196?\u-30644?\u25509?\u21475?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?Hadoop\u25991?\u20214?\u31995?\u32479?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?Java\u25509?\u21475?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20174?Hadoop URL\u-29701?\u21462?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u-28646?\u-28729?FileSystem API\u-29701?\u21462?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20889?\u20837?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u30446?\u24405?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u26597?\u-29726?\u25991?\u20214?\u31995?\u32479?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u21024?\u-27036?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6\u12289?\u25968?\u25454?\u27969?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u21078?\u26512?\u25991?\u20214?\u-29701?\u21462?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u21078?\u26512?\u25991?\u20214?\u20889?\u20837?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u19968?\u-32268?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7\u12289?\u-28646?\u-28729?Flume\u21644?Sqoop\u23548?\u20837?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8\u12289?\u-28646?\u-28729?distcp\u24182?\u-30644?\u22797?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9\u12289?Hadoop\u23384?\u26723?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20351?\u29992?Hadoop\u23384?\u26723?\u24037?\u20855?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u19981?\u-29261?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20116? Hadoop\u-28720?\u32500?\u31649?\u29702?\u19982?\u24615?\u-32515?\u-29693?\u20248?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u31532?\u20108?\u20195?\u22823?\u25968?\u25454?\u22788?\u29702?\u26694?\u26550?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Yarn\u30340?\u24037?\u20316?\u21407?\u29702?\u21450?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?DAG\u24182?\u-30644?\u25191?\u-30644?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Yarn\u22823?\u25968?\u25454?\u20998?\u26512?\u22788?\u29702?\u26696?\u20363?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Yarn \u26694?\u26550?\u24182?\u-30644?\u24212?\u29992?\u31243?\u24207?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u-26938?\u32676?\u-28339?\u32622?\u31649?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop\u-26938?\u32676?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop\u24615?\u-32515?\u-29693?\u20248?\u19982?\u21442?\u25968?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop\u26426?\u26550?\u24863?\u30693?\u31574?\u30053?\u19982?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop\u21387?\u32553?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop\u20219?\u21153?\u-29409?\u-28803?\u22343?\u-30623?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop \u-26938?\u32676?\u32500?\u25252?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop\u30417?\u25511?\u31649?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?HDFS\u30340?\u-26791?\u24577?\u-29693?\u20248?\u25216?\u24039?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?HDFS \u30340?\u-25896?\u21534?\u21520?\u-28209?I/O\u24615?\u-32515?\u-29693?\u20248?\u25216?\u24039?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?MapReduce/Yarn\u30340?\u24182?\u-30644?\u22788?\u29702?\u24615?\u-32515?\u-29693?\u20248?\u25216?\u24039?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop\u-26938?\u32676?\u30340?\u-28720?\u-30644?\u25925?\u-26980?\u21078?\u26512?\u-244?\u20197?\u21450?\u-30237?\u20915?\u26041?\u26696?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u22522?\u20110?Hadoop\u22823?\u25968?\u25454?\u24212?\u29992?\u31243?\u24207?\u30340?\u24615?\u-32515?\u29942?\u-26488?\u21078?\u26512?\u19982?\u25552?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop \u22823?\u25968?\u25454?\u-28720?\u32500?\u30417?\u25511?\u31649?\u29702?\u31995?\u32479? HUE \u24179?\u21488?\u30340?\u23433?\u-30523?\u-28440?\u32626?\u19982?\u24212?\u29992?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop\u-28720?\u32500?\u31649?\u29702?\u30417?\u25511?\u31995?\u32479?Ambari\u24179?\u21488?\u30340?\u23433?\u-30523?\u-28440?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hadoop \u-26938?\u32676?\u-28720?\u32500?\u31995?\u32479? Ganglia, Nagios\u30340?\u23433?\u-30523?\u-28440?\u32626?\u19982?\u24212?\u29992?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20845? NOSQL\u25968?\u25454?\u24211?Hbase\u19982?Redis\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?NOSQL\u22522?\u30784?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?CAP\u29702?\u-29766?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Base\u19982?ACID\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?NOSQL\u25968?\u25454?\u24211?\u23384?\u20648?\u31867?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3988?\u-27346?\u20540?\u23384?\u20648?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3988?\u21015?\u23384?\u20648?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3988?\u25991?\u26723?\u23384?\u20648?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3988?\u22270?\u24418?\u23384?\u20648?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?HBase\u20998?\u24067?\u24335?\u25968?\u25454?\u22522?\u30784?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u23433?\u-30523?Hbase\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?Hbase\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u30340?\u-28613?\u-28783?\u25968?\u25454?\u27169?\u22411?\u-244?HBase\u30340?\u-30616?\u12289?\u-30644?\u12289?\u21015?\u26063?\u12289?\u21015?\u12289?\u21333?\u20803?\u26684?\u12289?\u29256?\u26412?\u12289?row key\u25490?\u24207?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u30340?\u29289?\u29702?\u27169?\u22411?\u-244?\u21629?\u21517?\u31354?\u-27148?\u-248?\u-30616?\u31354?\u-27148?\u-247?\u12289?\u-30616?\u27169?\u24335?\u-248?Schema\u-247?\u30340?\u-29762?\u-29791?\u27861?\u21017?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase \u20027?\u-32126?\u28857?HMaster\u30340?\u24037?\u20316?\u21407?\u29702?\u-244?HMaster\u30340?\u-25896?\u21487?\u29992?\u-28339?\u32622?\u-244?\u20197?\u21450?\u24615?\u-32515?\u-29693?\u20248?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase \u20174?\u-32126?\u28857?RegionServer\u-248?\u20998?\u21306?\u26381?\u21153?\u-32126?\u28857?\u-247?\u30340?\u24037?\u20316?\u21407?\u29702?\u-244?\u-30616?\u20998?\u21306?\u21450?\u23384?\u20648?I/O\u-25896?\u24182?\u21457?\u-28339?\u32622?\u-244?\u20197?\u21450?\u24615?\u-32515?\u-29693?\u20248?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u30340?\u23384?\u20648?\u24341?\u25806?\u24037?\u20316?\u21407?\u29702?\u-244?\u20197?\u21450?HBase\u-30616?\u25968?\u25454?\u30340?\u-27346?\u20540?\u23384?\u20648?\u32467?\u26500?\u-244?\u20197?\u21450?HFile\u23384?\u20648?\u32467?\u26500?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u-30616?\u-29762?\u-29791?\u19982?\u25968?\u25454?\u25805?\u20316?\u20197?\u21450?\u25968?\u25454?\u24211?\u31649?\u29702?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u-26938?\u32676?\u30340?\u23433?\u-30523?\u-28440?\u32626?\u12289?\u21442?\u25968?\u-28339?\u32622?\u21644?\u24615?\u-32515?\u20248?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?HBase\u20998?\u24067?\u24335?\u25968?\u25454?\u24211?\u31616?\u20171?\u12289?\u21457?\u23637?\u21382?\u31243?\u12289?\u24212?\u29992?\u22330?\u26223?\u12289?\u24037?\u20316?\u21407?\u29702?\u12289?\u20197?\u21450?\u24212?\u29992?\u20248?\u21183?\u19982?\u19981?\u-29261?\u20043?\u22788?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u20998?\u24067?\u24335?\u25968?\u25454?\u24211?\u-26938?\u32676?\u30340?\u20027?\u20174?\u24335?\u24179?\u21488?\u26550?\u26500?\u21644?\u20851?\u-27346?\u25216?\u26415?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u20266?\u20998?\u24067?\u24335?\u21644?\u29289?\u29702?\u-26938?\u32676?\u20998?\u24067?\u24335?\u30340?\u25511?\u21046?\u19982?\u-28720?\u-30644?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u20174?\u-32126?\u28857?RegionServer\u-248?\u20998?\u21306?\u26381?\u21153?\u-32126?\u28857?\u-247?\u30340?\u24037?\u20316?\u21407?\u29702?\u-244?\u-30616?\u20998?\u21306?\u21450?\u23384?\u20648?I/O\u-25896?\u24182?\u21457?\u-28339?\u32622?\u-244?\u20197?\u21450?\u24615?\u-32515?\u-29693?\u20248?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u30340?\u23384?\u20648?\u24341?\u25806?\u24037?\u20316?\u21407?\u29702?\u-244?\u20197?\u21450?HBase\u-30616?\u25968?\u25454?\u30340?\u-27346?\u20540?\u23384?\u20648?\u32467?\u26500?\u-244?\u20197?\u21450?HFile\u23384?\u20648?\u32467?\u26500?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u-30616?\u-29762?\u-29791?\u19982?\u25968?\u25454?\u25805?\u20316?\u20197?\u21450?\u25968?\u25454?\u24211?\u31649?\u29702?\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 HBase\u-26938?\u32676?\u30340?\u23433?\u-30523?\u-28440?\u32626?\u12289?\u21442?\u25968?\u-28339?\u32622?\u21644?\u24615?\u-32515?\u20248?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 ooKeeper\u20998?\u24067?\u24335?\u21327?\u-29693?\u26381?\u21153?\u31995?\u32479?\u30340?\u24037?\u20316?\u21407?\u29702?\u12289?\u24179?\u21488?\u26550?\u26500?\u12289?\u-26938?\u32676?\u-28440?\u32626?\u24212?\u29992?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 ZooKeeper\u-26938?\u32676?\u30340?\u21407?\u29702?\u26550?\u26500?\u-244?\u20197?\u21450?\u24212?\u29992?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6\u12289?Redis\u20869?\u23384?\u25968?\u25454?\u24211?\u20171?\u32461?\u-244?\u20197?\u21450?\u19994?\u30028?\u24212?\u29992?\u26696?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Redis\u20869?\u23384?\u25968?\u25454?\u24211?\u-26938?\u32676?\u26550?\u26500?\u20197?\u21450?\u26680?\u24515?\u25216?\u26415?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 Redis \u-26938?\u32676?\u30340?\u23433?\u-30523?\u-28440?\u32626?\u19982?\u24212?\u29992?\u24320?\u21457?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u19971? \u31867?SQL\u-29715?\u21477?\u24037?\u20855?\u8212?\u8212?Hive\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u23433?\u-30523?Hive\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u31034?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u-28720?\u-30644?Hive\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u-28339?\u32622?Hive\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Hive\u26381?\u21153?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Metastore\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?Hive\u19982?\u20256?\u32479?\u25968?\u25454?\u24211?\u30456?\u27604?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u-29701?\u26102?\u27169?\u24335?vs.\u20889?\u26102?\u27169?\u24335?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u26356?\u26032?\u12289?\u20107?\u21153?\u21644?\u32034?\u24341?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?HiveQL\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25968?\u25454?\u31867?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25805?\u20316?\u19982?\u20989?\u25968?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6\u12289?\u-30616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25176?\u31649?\u-30616?\u21644?\u22806?\u-28440?\u-30616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20998?\u21306?\u21644?\u26742?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u23384?\u20648?\u26684?\u24335?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u23548?\u20837?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u-30616?\u30340?\u20462?\u25913?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u-30616?\u30340?\u20002?\u24323?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7\u12289?\u26597?\u-29726?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25490?\u24207?\u21644?\u-32678?\u-26938?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?MapReduce\u-32486?\u26412?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u-28706?\u25509?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u23376?\u26597?\u-29726?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u-30266?\u22270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8\u12289?\u29992?\u25143?\u23450?\u20041?\u20989?\u25968?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20889?UDF\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20889?UDAF\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20843? \u25968?\u25454?\u25366?\u25496?SPARK\u24314?\u27169?\u22522?\u30784?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?Spark\u31616?\u20171?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Spark\u26159?\u20160?\u20040?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Spark\u29983?\u24577?\u31995?\u32479?BDAS\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?Spark\u26550?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Spark\u20998?\u24067?\u24335?\u26550?\u26500?\u19982?\u21333?\u26426?\u22810?\u26680?\u26550?\u26500?\u30340?\u24322?\u21516?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?Spark\u-26938?\u32676?\u30340?\u23433?\u-30523?\u19982?\u-28440?\u32626?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Spark\u30340?\u23433?\u-30523?\u19982?\u-28440?\u32626?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Spark\u-26938?\u32676?\u21021?\u-29739?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?Spark\u30828?\u20214?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Spark\u30828?\u20214?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Spark\u30828?\u20214?\u-28339?\u32622?\u27969?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20061? Kafka\u22522?\u30784?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?Kafka\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?kafka\u20307?\u31995?\u32467?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?kafka\u-29762?\u-29791?\u29702?\u24565?\u31616?\u20171?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?kafka\u-28646?\u20449?\u21327?\u-29778?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?kafka\u30340?\u20266?\u20998?\u24067?\u23433?\u-30523?\u12289?\u-26938?\u32676?\u23433?\u-30523?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6\u12289?kafka\u30340?shell\u25805?\u20316?\u12289?java\u25805?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7\u12289?kafka\u-29762?\u-29791?\u29702?\u24565?*\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8\u12289?kafka producer\u21644?consumer\u24320?\u21457?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9\u12289?Kafka\u20998?\u24067?\u24335?\u28040?\u24687?\u-29790?\u-27131?\u31995?\u32479?\u30340?\u24212?\u29992?\u20171?\u32461?\u12289?\u24179?\u21488?\u26550?\u26500?\u12289?\u-26938?\u32676?\u-28440?\u32626?\u19982?\u-28339?\u32622?\u24212?\u29992?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10\u12289?Flume-NG\u25968?\u25454?\u-28217?\u-26938?\u31995?\u32479?\u30340?\u25968?\u25454?\u27969?\u27169?\u22411?\u12289?\u24179?\u21488?\u26550?\u26500?\u12289?\u-26938?\u32676?\u-28440?\u32626?\u19982?\u-28339?\u32622?\u24212?\u29992?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 11\u12289?Hadoop\u19982?DBMS\u20043?\u-27148?\u25968?\u25454?\u20132?\u20114?\u24037?\u20855?Sqoop\u30340?\u24212?\u29992?\u23454?\u-29195?\u-244?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 12\u12289?Sqoop\u23548?\u20837?\u23548?\u20986?\u25968?\u25454?\u20197?\u21450?Sqoop\u-26938?\u32676?\u-28440?\u32626?\u19982?\u-28339?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 13\u12289?Kettle \u-26938?\u32676?\u30340?\u24179?\u21488?\u26550?\u26500?\u12289?\u26680?\u24515?\u25216?\u26415?\u12289?\u-28440?\u32626?\u-28339?\u32622?\u21644?\u24212?\u29992?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 14\u12289?\u21033?\u29992?Sqoop\u23454?\u29616? MySQL \u19982? Hadoop \u-26938?\u32676?\u20043?\u-27148?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u21313? \u22823?\u25968?\u25454?\u20856?\u22411?\u24212?\u29992?\u19982?\u24320?\u21457?\u26696?\u20363?\u20998?\u26512?\u-230?\u20114?\u-32684?\u32593?\u25968?\u25454?\u-28720?\u-31707?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u26696?\u20363?1\u-230?\u-29387?\u24030?\u25968?\u25454?\u20132?\u26131?\u20013?\u24515?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20132?\u26131?\u25152?\u20132?\u26131?\u24418?\u24335?\u-230?\u30005?\u23376?\u20132?\u26131?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20132?\u26131?\u25152?\u26381?\u21153?\u-230?\u22823?\u25968?\u25454?\u20132?\u26131?\u12289?\u22823?\u25968?\u25454?\u28165?\u27927?\u24314?\u27169?\u20998?\u26512?\u12289?\u22823?\u25968?\u25454?\u23450?\u21521?\u-28217?\u-29395?\u12289?\u22823?\u25968?\u25454?\u24179?\u21488?\u25216?\u26415?\u24320?\u21457?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u22823?\u25968?\u25454?\u20132?\u26131?\u23433?\u20840?\u24615?\u25506?\u-29784?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u25968?\u25454?\u20132?\u26131?\u20013?\u24515?\u21830?\u19994?\u27169?\u24335?\u25506?\u-29784?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u26696?\u20363?2\u-230?\u22823?\u25968?\u25454?\u24212?\u29992?\u26696?\u20363?\u-230?\u20844?\u20849?\u20132?\u-28646?\u32447?\u-29201?\u30340?\u26234?\u-32515?\u-30268?\u21010?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?UrbanInsights\u-230?\u20026?\u20844?\u20132?\u20844?\u21496?\u25552?\u20379?\u22522?\u20110?\u-29790?\u-27131?\u-29761?\u-27154?\u30340?\u22823?\u25968?\u25454?\u24037?\u20855?\u20197?\u21450?\u22823?\u25968?\u25454?\u21672?\u-29726?\u26381?\u21153?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Urban Insights\u25968?\u25454?\u28304?\u12289?\u25968?\u25454?\u25910?\u-26938?\u12289?\u25968?\u25454?\u20179?\u24211?\u12289?\u25968?\u25454?\u20998?\u26512?\u8212?\u8212?\u-29762?\u-29791?\u-28720?\u-31707?\u32447?\u-29201?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Urban Insights\u-28646?\u-28729?\u20114?\u-32684?\u32593?\u25968?\u25454?\u30340?\u-28720?\u-31707?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u-29784?\u-29766?\u-230?\u27993?\u27743?\u31227?\u21160?\u22823?\u25968?\u25454?\u24212?\u29992?\u19982?\u24320?\u21457?\u26041?\u21521?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u21313?\u19968? \u24403?\u21069?\u25968?\u25454?\u20013?\u24515?\u30340?\u25913?\u-28640?\u21644?\u-28820?\u25442?\u20998?\u26512?-\u20197?\u22269?\u20869?\u22806?\u-28720?\u-31707?\u21830?\u12289?\u20114?\u-32684?\u32593?\u20844?\u21496?\u20026?\u20363?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1\u12289?\u27969?\u21830?\u19994?\u22823?\u25968?\u25454?\u-30237?\u20915?\u26041?\u26696?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2\u12289?\u20027?\u27969?\u24320?\u28304?\u20113?\u-29791?\u31639?\u31995?\u32479?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3\u12289?\u22269?\u20869?\u22806?\u20195?\u-30616?\u24615?\u22823?\u25968?\u25454?\u24179?\u21488?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4\u12289?\u21508?\u21378?\u21830?\u26368?\u26032?\u30340?\u22823?\u25968?\u25454?\u20135?\u21697?\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5\u12289?\u26696?\u20363?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Facebook\u30340?SNS\u24179?\u21488?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Google\u30340?\u25628?\u32034?\u24341?\u25806?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Rackspace\u30340?\u26085?\u24535?\u22788?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?Verizon\u25104?\u31435?\u31934?\u20934?\u24066?\u22330?\u-31707?\u-27392?\u-28440?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?TelefonicaDynamicInsights\u25512?\u20986?\u30340?\u21517?\u20026?\u8220?\u26234?\u24935?\u-29261?\u-28679?\u8221?\u30340?\u21830?\u19994?\u26381?\u21153?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u-3880?\u20013?\u22269?\u-32684?\u-28646?\u30340?\u8220?\u31227?\u21160?\u-28646?\u20449?\u29992?\u25143?\u19978?\u32593?\u-29776?\u24405?\u-26938?\u20013?\u26597?\u-29726?\u19982?\u20998?\u26512?\u25903?\u25745?\u31995?\u32479?\u8221?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u22823?\u25968?\u25454?\u24314?\u27169?\u19982?\u20998?\u26512?\u25366?\u25496?\u22521?\u-29779?\u20869?\u23481?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \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 \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 \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\sb80\sl300\plain\f0\fs22 \u-26503?\u30446?\u23454?\u-29195? 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\sb80\sl300\plain\f0\fs22 \u22521?\u-29779?\u24635?\u32467?\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\sb40\sa40\sl300\plain\f0\fs22\b Python\u26426?\u22120?\u23398?\u20064?\u22521?\u-29779?\u20869?\u23481?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u19968? \u26426?\u22120?\u23398?\u20064?\u30340?\u25968?\u23398?\u22522?\u30784?1 - \u25968?\u23398?\u20998?\u26512?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u26426?\u22120?\u23398?\u20064?\u30340?\u19968?\u-32212?\u26041?\u27861?\u21644?\u27178?\u21521?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u25968?\u23398?\u26159?\u26377?\u29992?\u30340?\u-230?\u20197?SVD\u20026?\u20363?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u26426?\u22120?\u23398?\u20064?\u30340?\u-30254?\u24230?\u30475?\u25968?\u23398?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u22797?\u20064?\u25968?\u23398?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u30452?\u-30270?\u-30237?\u-28214?\u24120?\u25968?e\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u23548?\u25968?/\u26799?\u24230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. \u-26993?\u26426?\u26799?\u24230?\u19979?\u-27059?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8. Taylor\u23637?\u24335?\u30340?\u-31683?\u22320?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9. gini\u31995?\u25968?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10. \u20984?\u20989?\u25968?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 11. Jensen\u19981?\u31561?\u24335?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 12. \u32452?\u21512?\u25968?\u19982?\u20449?\u24687?\u29109?\u30340?\u20851?\u31995?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20108? \u26426?\u22120?\u23398?\u20064?\u30340?\u25968?\u23398?\u22522?\u30784?2 - \u27010?\u29575?\u-29766?\u19982?\u-29411?\u21494?\u26031?\u20808?\u-25972?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u27010?\u29575?\u-29766?\u22522?\u30784?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u21476?\u20856?\u27010?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u-29411?\u21494?\u26031?\u20844?\u24335?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u20808?\u-25972?\u20998?\u24067?/\u21518?\u-25972?\u20998?\u24067?/\u20849?\u-28819?\u20998?\u24067?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u24120?\u-30271?\u27010?\u29575?\u20998?\u24067?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u27850?\u26494?\u20998?\u24067?\u21644?\u25351?\u25968?\u20998?\u24067?\u30340?\u29289?\u29702?\u24847?\u20041?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. \u21327?\u26041?\u24046?(\u30697?\u-27083?)\u21644?\u30456?\u20851?\u31995?\u25968?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8. \u29420?\u31435?\u21644?\u19981?\u30456?\u20851?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9. \u22823?\u25968?\u23450?\u24459?\u21644?\u20013?\u24515?\u26497?\u-27056?\u23450?\u29702?\u30340?\u23454?\u-29195?\u24847?\u20041?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10. \u28145?\u21051?\u29702?\u-30237?\u26368?\u22823?\u20284?\u28982?\u20272?\u-29791?MLE\u21644?\u26368?\u22823?\u21518?\u-25972?\u20272?\u-29791?MAP\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 11. \u-28729?\u25311?\u21512?\u30340?\u25968?\u23398?\u21407?\u29702?\u19982?\u-30237?\u20915?\u26041?\u26696?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u19977? \u26426?\u22120?\u23398?\u20064?\u30340?\u25968?\u23398?\u22522?\u30784?3 - \u30697?\u-27083?\u21644?\u32447?\u24615?\u20195?\u25968?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u32447?\u24615?\u20195?\u25968?\u22312?\u25968?\u23398?\u31185?\u23398?\u20013?\u30340?\u22320?\u20301?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u-26004?\u23572?\u31185?\u22827?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u30697?\u-27083?\u20056?\u27861?\u30340?\u30452?\u-30270?\u-30616?\u-28738?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u29366?\u24577?\u-28820?\u31227?\u30697?\u-27083?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u30697?\u-27083?\u21644?\u21521?\u-28209?\u32452?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u29305?\u24449?\u21521?\u-28209?\u30340?\u24605?\u-32765?\u21644?\u23454?\u-29195?\u-29791?\u31639?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. QR\u20998?\u-30237?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8. \u23545?\u31216?\u-27083?\u12289?\u27491?\u20132?\u-27083?\u12289?\u27491?\u23450?\u-27083?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9. \u25968?\u25454?\u30333?\u21270?\u21450?\u20854?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10. \u21521?\u-28209?\u23545?\u21521?\u-28209?\u27714?\u23548?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 11. \u26631?\u-28209?\u23545?\u21521?\u-28209?\u27714?\u23548?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 12. \u26631?\u-28209?\u23545?\u30697?\u-27083?\u27714?\u23548?\u24037?\u20316?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u22235? Python\u22522?\u30784?1 - Python\u21450?\u20854?\u25968?\u23398?\u24211?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u-30237?\u-28214?\u22120?Python2.7\u19982?IDE\u-230?Anaconda/Pycharm\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. Python\u22522?\u30784?\u-230?\u21015?\u-30616?/\u20803?\u32452?/\u23383?\u20856?/\u31867?/\u25991?\u20214?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. Taylor\u23637?\u24335?\u30340?\u20195?\u30721?\u23454?\u29616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. numpy/scipy/matplotlib/panda\u30340?\u20171?\u32461?\u21644?\u20856?\u22411?\u20351?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u22810?\u20803?\u-25896?\u26031?\u20998?\u24067?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u27850?\u26494?\u20998?\u24067?\u12289?\u24130?\u24459?\u20998?\u24067?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. \u20856?\u22411?\u22270?\u20687?\u22788?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8. \u-30860?\u-30858?\u25928?\u24212?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9. \u20998?\u24418?\u19982?\u21487?\u-30266?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20116? Python\u22522?\u30784?2 - \u26426?\u22120?\u23398?\u20064?\u24211?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. scikit-learn\u30340?\u20171?\u32461?\u21644?\u20856?\u22411?\u20351?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u25439?\u22833?\u20989?\u25968?\u30340?\u32472?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u22810?\u31181?\u25968?\u23398?\u26354?\u32447?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u22810?\u-26503?\u24335?\u25311?\u21512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u24555?\u-28641?\u20613?\u-28212?\u21494?\u21464?\u25442?FFT\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u22855?\u24322?\u20540?\u20998?\u-30237?SVD\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. Soble/Prewitt/Laplacian\u31639?\u23376?\u19982?\u21367?\u31215?\u32593?\u32476?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8. \u21367?\u31215?\u19982?(\u25351?\u25968?)\u31227?\u21160?\u24179?\u22343?\u32447?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9. \u-32607?\u31080?\u25968?\u25454?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20845? Python\u22522?\u30784?3 - \u25968?\u25454?\u28165?\u27927?\u21644?\u29305?\u24449?\u-28663?\u25321?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u23454?\u-27067?\u29983?\u20135?\u-27154?\u-26472?\u20013?\u31639?\u27861?\u21644?\u29305?\u24449?\u30340?\u20851?\u31995?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u-32607?\u31080?\u25968?\u25454?\u30340?\u29305?\u24449?\u25552?\u21462?\u21644?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u19968?\u-32268?\u24615?\u26816?\u-25972?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u32570?\u22833?\u25968?\u25454?\u30340?\u22788?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u29615?\u22659?\u25968?\u25454?\u24322?\u24120?\u26816?\u27979?\u21644?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u27169?\u31946?\u25968?\u25454?\u26597?\u-29726?\u21644?\u25968?\u25454?\u26657?\u27491?\u26041?\u27861?\u12289?\u31639?\u27861?\u12289?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. \u26420?\u32032?\u-29411?\u21494?\u26031?\u29992?\u20110?\u-25054?\u23614?\u-32079?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8. GaussianNB/MultinomialNB/BernoulliNB\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9. \u26420?\u32032?\u-29411?\u21494?\u26031?\u29992?\u20110?18000+\u31687?/Sogou\u26032?\u-27141?\u25991?\u26412?\u30340?\u20998?\u31867?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u19971? \u22238?\u24402?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u32447?\u24615?\u22238?\u24402?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. Logistic/Softmax\u22238?\u24402?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u24191?\u20041?\u32447?\u24615?\u22238?\u24402?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. L1/L2\u27491?\u21017?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. Ridge\u19982?LASSO\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. Elastic Net\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. \u26799?\u24230?\u19979?\u-27059?\u31639?\u27861?\u-230?BGD\u19982?SGD\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8. \u29305?\u24449?\u-28663?\u25321?\u19982?\u-28729?\u25311?\u21512?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20843? Logistic\u22238?\u24402?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. Sigmoid\u20989?\u25968?\u30340?\u30452?\u-30270?\u-30237?\u-28214?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. Softmax\u22238?\u24402?\u30340?\u27010?\u24565?\u28304?\u22836?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. Logistic/Softmax\u22238?\u24402?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u26368?\u22823?\u29109?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. K-L\u25955?\u24230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u25439?\u22833?\u20989?\u25968?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. Softmax\u22238?\u24402?\u30340?\u23454?\u29616?\u19982?\u-29693?\u21442?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20061? \u22238?\u24402?\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u26426?\u22120?\u23398?\u20064?sklearn\u24211?\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u32447?\u24615?\u22238?\u24402?\u20195?\u30721?\u23454?\u29616?\u21644?\u-29693?\u21442?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. Softmax\u22238?\u24402?\u20195?\u30721?\u23454?\u29616?\u21644?\u-29693?\u21442?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. Ridge\u22238?\u24402?/LASSO/Elastic Net\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. Logistic/Softmax\u22238?\u24402?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u24191?\u21578?\u25237?\u20837?\u19982?\u-27392?\u21806?\u-26467?\u22238?\u24402?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. \u-25054?\u23614?\u-32079?\u25968?\u25454?\u-26938?\u30340?\u20998?\u31867?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8. \u20132?\u21449?\u-25972?\u-29759?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9. \u25968?\u25454?\u21487?\u-30266?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u21313? \u20915?\u31574?\u26641?\u21644?\u-26993?\u26426?\u26862?\u26519?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u29109?\u12289?\u-32684?\u21512?\u29109?\u12289?\u26465?\u20214?\u29109?\u12289?KL\u25955?\u24230?\u12289?\u20114?\u20449?\u24687?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u26368?\u22823?\u20284?\u28982?\u20272?\u-29791?\u19982?\u26368?\u22823?\u29109?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. ID3\u12289?C4.5\u12289?CART\u-29722?\u-30237?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u20915?\u31574?\u26641?\u30340?\u27491?\u21017?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u-26492?\u21098?\u26525?\u21644?\u21518?\u21098?\u26525?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. Bagging\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. \u-26993?\u26426?\u26862?\u26519?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8. \u19981?\u24179?\u-30623?\u25968?\u25454?\u-26938?\u30340?\u22788?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9. \u21033?\u29992?\u-26993?\u26426?\u26862?\u26519?\u20570?\u29305?\u24449?\u-28663?\u25321?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10. \u20351?\u29992?\u-26993?\u26426?\u26862?\u26519?\u-29791?\u31639?\u26679?\u26412?\u30456?\u20284?\u24230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 11. \u25968?\u25454?\u24322?\u24120?\u20540?\u26816?\u27979?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u21313?\u19968? \u-26993?\u26426?\u26862?\u26519?\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u-26993?\u26426?\u26862?\u26519?\u19982?\u29305?\u24449?\u-28663?\u25321?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u20915?\u31574?\u26641?\u24212?\u29992?\u20110?\u22238?\u24402?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u22810?\u26631?\u-29776?\u30340?\u20915?\u31574?\u26641?\u22238?\u24402?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u20915?\u31574?\u26641?\u21644?\u-26993?\u26426?\u26862?\u26519?\u30340?\u21487?\u-30266?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u-31647?\u-31740?\u-28334?\u25968?\u25454?\u-26938?\u30340?\u20915?\u31574?\u26641?/\u-26993?\u26426?\u26862?\u26519?\u20998?\u31867?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u27874?\u22763?\u-26497?\u25151?\u20215?\u-26492?\u27979?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u21313?\u20108? \u25552?\u21319?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u25552?\u21319?\u20026?\u20160?\u20040?\u26377?\u25928?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u26799?\u24230?\u25552?\u21319?\u20915?\u31574?\u26641?GBDT\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. XGBoost\u31639?\u27861?\u-29722?\u-30237?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. Adaboost\u31639?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u21152?\u27861?\u27169?\u22411?\u19982?\u25351?\u25968?\u25439?\u22833?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u21313?\u19977? \u25552?\u21319?\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. Adaboost\u29992?\u20110?\u-31215?\u-31801?\u25968?\u25454?\u20998?\u31867?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. Adaboost\u19982?\u-26993?\u26426?\u26862?\u26519?\u30340?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. XGBoost\u24211?\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. Taylor\u23637?\u24335?\u19982?\u23398?\u20064?\u31639?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. KAGGLE\u31616?\u20171?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u27888?\u22374?\u23612?\u20811?\u20056?\u23458?\u23384?\u27963?\u29575?\u20272?\u-29791?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u21313?\u22235? SVM\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u32447?\u24615?\u21487?\u20998?\u25903?\u25345?\u21521?\u-28209?\u26426?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u-28817?\u-27148?\u-26988?\u30340?\u25913?\u-28709?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u25439?\u22833?\u20989?\u25968?\u30340?\u29702?\u-30237?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u26680?\u20989?\u25968?\u30340?\u21407?\u29702?\u21644?\u-28663?\u25321?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. SMO\u31639?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u25903?\u25345?\u21521?\u-28209?\u22238?\u24402?SVR\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u21313?\u20116? SVM\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. libSVM\u20195?\u30721?\u24211?\u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u21407?\u22987?\u25968?\u25454?\u21644?\u29305?\u24449?\u25552?\u21462?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u-31647?\u-31740?\u-28334?\u25968?\u25454?\u20998?\u31867?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u25968?\u23383?\u22270?\u20687?\u30340?\u25163?\u20889?\u20307?\u-29754?\u21035?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. SVR\u29992?\u20110?\u26102?\u-27148?\u24207?\u21015?\u26354?\u32447?\u-26492?\u27979?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. SVM\u12289?Logistic\u22238?\u24402?\u12289?\u-26993?\u26426?\u26862?\u26519?\u19977?\u-32763?\u30340?\u27178?\u21521?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u21313?\u20845? \u-32678?\u31867?\u-248?\u19968?\u-247?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u21508?\u31181?\u30456?\u20284?\u24230?\u24230?\u-28209?\u21450?\u20854?\u30456?\u20114?\u20851?\u31995?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. Jaccard\u30456?\u20284?\u24230?\u21644?\u20934?\u30830?\u29575?\u12289?\u21484?\u22238?\u29575?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. Pearson\u30456?\u20851?\u31995?\u25968?\u19982?\u20313?\u24358?\u30456?\u20284?\u24230?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. K-means\u19982?K-Medoids\u21450?\u21464?\u31181?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. AP\u31639?\u27861?(Sci07)/LPA\u31639?\u27861?\u21450?\u20854?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u21313?\u19971? \u-32678?\u31867?\u-248?\u20108?\u-247?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u23494?\u24230?\u-32678?\u31867?DBSCAN/DensityPeak(Sci14)\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. DensityPeak(Sci14)\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u-29647?\u-32678?\u31867?SC\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u-32678?\u31867?\u-29756?\u20215?AMI/ARI/Silhouette\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. LPA\u31639?\u27861?\u21450?\u20854?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u21313?\u20843? \u-32678?\u31867?\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. K-Means++\u31639?\u27861?\u21407?\u29702?\u21644?\u23454?\u29616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u21521?\u-28209?\u-28209?\u21270?VQ\u21450?\u22270?\u20687?\u-28719?\u20284?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u24182?\u26597?\u-26938?\u30340?\u23454?\u-29195?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u23494?\u24230?\u-32678?\u31867?\u30340?\u20195?\u30721?\u23454?\u29616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u-29647?\u-32678?\u31867?\u29992?\u20110?\u22270?\u29255?\u20998?\u21106?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u21313?\u20061? EM\u31639?\u27861?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u26368?\u22823?\u20284?\u28982?\u20272?\u-29791?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. Jensen\u19981?\u31561?\u24335?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u26420?\u32032?\u29702?\u-30237?EM\u31639?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u31934?\u30830?\u25512?\u23548?EM\u31639?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. EM\u31639?\u27861?\u30340?\u28145?\u20837?\u29702?\u-30237?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u28151?\u21512?\u-25896?\u26031?\u20998?\u24067?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. \u20027?\u-26472?\u27169?\u22411?pLSA\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20108?\u21313? EM\u31639?\u27861?\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u22810?\u20803?\u-25896?\u26031?\u20998?\u24067?\u30340?EM\u23454?\u29616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u20998?\u31867?\u32467?\u26524?\u30340?\u25968?\u25454?\u21487?\u-30266?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. EM\u19982?\u-32678?\u31867?\u30340?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. Dirichlet\u-28729?\u31243?EM\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u19977?\u32500?\u21450?\u31561?\u-25896?\u32447?\u31561?\u22270?\u20214?\u30340?\u32472?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u20027?\u-26472?\u27169?\u22411?pLSA\u19982?EM\u31639?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20108?\u21313?\u19968? \u20027?\u-26472?\u27169?\u22411?LDA\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u-29411?\u21494?\u26031?\u23398?\u27966?\u30340?\u27169?\u22411?\u-29788?\u-29754?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. Beta\u20998?\u24067?\u19982?\u20108?\u-26503?\u20998?\u24067?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u20849?\u-28819?\u20808?\u-25972?\u20998?\u24067?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. Dirichlet\u20998?\u24067?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. Laplace\u24179?\u28369?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. Gibbs\u-28217?\u26679?\u-29722?\u-30237?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20108?\u21313?\u20108? LDA\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u32593?\u32476?\u29228?\u-31125?\u30340?\u21407?\u29702?\u21644?\u20195?\u30721?\u23454?\u29616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u20572?\u27490?\u-29747?\u21644?\u-25896?\u-26479?\u-29747?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u21160?\u25163?\u-32278?\u24049?\u23454?\u29616?LDA\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. LDA\u24320?\u28304?\u21253?\u30340?\u20351?\u29992?\u21644?\u-28729?\u31243?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. Metropolis-Hastings\u31639?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. MCMC\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. LDA\u19982?word2vec\u30340?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8. TextRank\u31639?\u27861?\u19982?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20108?\u21313?\u19977? \u-26992?\u-26004?\u23572?\u31185?\u22827?\u27169?\u22411?HMM\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u27010?\u29575?\u-29791?\u31639?\u-27154?\u-26472?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u21069?\u21521?/\u21518?\u21521?\u31639?\u27861?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. HMM\u30340?\u21442?\u25968?\u23398?\u20064?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. Baum-Welch\u31639?\u27861?\u-29722?\u-30237?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. Viterbi\u31639?\u27861?\u-29722?\u-30237?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u-26992?\u-26004?\u23572?\u31185?\u22827?\u27169?\u22411?\u30340?\u24212?\u29992?\u20248?\u21155?\u27604?\u-28797?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20108?\u21313?\u22235? HMM\u23454?\u-29195?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1. \u21160?\u25163?\u-32278?\u24049?\u23454?\u29616?HMM\u29992?\u20110?\u20013?\u25991?\u20998?\u-29747?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2. \u22810?\u20010?\u-29715?\u-30208?\u20998?\u-29747?\u24320?\u28304?\u21253?\u30340?\u20351?\u29992?\u21644?\u-28729?\u31243?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3. \u25991?\u20214?\u25968?\u25454?\u26684?\u24335?UFT-8\u12289?Unicode\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4. \u20572?\u27490?\u-29747?\u21644?\u26631?\u28857?\u31526?\u21495?\u23545?\u20998?\u-29747?\u30340?\u24433?\u21709?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5. \u21069?\u21521?\u21518?\u21521?\u31639?\u27861?\u-29791?\u31639?\u27010?\u29575?\u28322?\u20986?\u30340?\u-30237?\u20915?\u26041?\u26696?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6. \u21457?\u29616?\u26032?\u-29747?\u21644?\u20998?\u-29747?\u25928?\u26524?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7. \u-25896?\u26031?\u28151?\u21512?\u27169?\u22411?HMM\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8. GMM-HMM\u29992?\u20110?\u-32607?\u31080?\u25968?\u25454?\u29305?\u24449?\u25552?\u21462?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u27169?\u22359?\u20108?\u21313?\u20116? \u-29698?\u22530?\u25552?\u-27154?\u19982?\u20114?\u21160?\u-29784?\u-29766?\b0\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u24352?\u-32767?\u24072?\u20171?\u32461?\b0\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}