?培訓(xùn)對象：需要使用Hadoop來進(jìn)行數(shù)據(jù)分析的數(shù)據(jù)分析員，商業(yè)分析

教學(xué)大綱：

Hadoop基礎(chǔ)

Pig基礎(chǔ)

使用Pig進(jìn)行簡單數(shù)據(jù)分析

使用Pig處理復(fù)雜數(shù)據(jù)

使用Pig分析處理多數(shù)據(jù)集

Pig排錯和優(yōu)化

Hive與Impala基礎(chǔ)

使用Hive與Impala進(jìn)行數(shù)據(jù)分析

數(shù)據(jù)管理

數(shù)據(jù)存儲與性能

使用Hive與Impala進(jìn)行數(shù)據(jù)分析

Impala如何執(zhí)行查詢/擴(kuò)展及改善性能

使用Hive分析處理文本數(shù)據(jù)

Hive優(yōu)化

擴(kuò)展Hive

如何選取數(shù)據(jù)分析工具

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課程大綱：

Hadoop?Fundamentals?

?The?Motivation?for?Hadoop?

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??????Hadoop?Overview?

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??????Data?Storage:?HDFS?

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??????Distributed?Data?Processing:?YARN,?MapReduce,?and?Spark?

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??????Data?Processing?and?Analysis:?Pig,?Hive,?and?Impala?

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??????Data?Integration:?Sqoop?

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??????Other?Hadoop?Data?Tools?

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??????Exercise?Scenarios?Explanation?

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Introduction?to?Pig?

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??????What?Is?Pig??

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??????Pig’s?Features?

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??????Pig?Use?Cases?

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??????Interacting?with?Pig?

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Basic?Data?Analysis?with?Pig?

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??????Pig?Latin?Syntax?

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??????Loading?Data?

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??????Simple?Data?Types?

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??????Field?Definitions?

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??????Data?Output?

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??????Viewing?the?Schema?

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??????Filtering?and?Sorting?Data?

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??????Commonly-Used?Functions?

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Processing?Complex?Data?with?Pig?

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??????S?torage?Formats?

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??????Complex/Nested?Data?Types?

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??????G?rouping?

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??????Built-In?Functions?for?Complex?Data?

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??????Iterating?Grouped?Data?

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Multi-Dataset?Operations?with?Pig?

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??????Techniques?for?Combining?Data?Sets?

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??????Joining?Data?Sets?in?Pig?

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??????Set?Operations?

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??????Splitting?Data?Sets?

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Pig?Troubleshooting?and?Optimization?

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??????Troubleshooting?Pig?

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??????Logging?

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??????Using?Hadoop’s?Web?UI?

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??????Data?Sampling?and?Debugging?

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??????Performance?Overview?