1. 大數據分析培訓
   ? 培訓對象：需要使用Hadoop來進行數據分析的數據分析員，商業分析
   教學大綱：
   Hadoop基礎
   Pig基礎
   使用Pig進行簡單數據分析
   使用Pig處理復雜數據
   使用Pig分析處理多數據集
   Pig排錯和優化
   Hive與Impala基礎
   使用Hive與Impala進行數據分析
   數據管理
   數據存儲與性能
   使用Hive與Impala進行數據分析
   Impala如何執行查詢/擴展及改善性能
   使用Hive分析處理文本數據
   Hive優化
   擴展Hive
   如何選取數據分析工具
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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?
   ?
   ?????? G?rouping?
   ?
   ?????? 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?
   ?
   ?????? Logging?
   ?
   ?????? Using?Hadoop’s?Web?UI?
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   ?????? Data?Sampling?and?Debugging?
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   ?????? Performance?Overview?
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