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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(yè)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(yōu)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(zhí)行查詢/擴展及改善性能
   使用Hive分析處理文本數據
   Hive優(yōu)化
   擴展Hive
   如何選取數據分析工具
   ?
   課程大綱：
   Hadoop?Fundamentals?
   ? The?Motivation?for?Hadoop?
   ?
   ?????? Hadoop?Overview?
   ?
   ?????? Data?Storage:?HDFS?
   ?
   ?????? Distributed?Data?Processing:?YARN,?MapReduce,?and?Spark?
   ?
   ?????? Data?Processing?and?Analysis:?Pig,?Hive,?and?Impala?
   ?
   ?????? Data?Integration:?Sqoop?
   ?
   ?????? Other?Hadoop?Data?Tools?
   ?
   ?????? Exercise?Scenarios?Explanation?
   ?
   ?
   ?
   Introduction?to?Pig?
   ?
   ?????? What?Is?Pig??
   ?
   ?????? Pig’s?Features?
   ?
   ?????? Pig?Use?Cases?
   ?
   ?????? Interacting?with?Pig?
   ?
   Basic?Data?Analysis?with?Pig?
   ?
   ?????? Pig?Latin?Syntax?
   ?
   ?????? Loading?Data?
   ?
   ?????? Simple?Data?Types?
   ?
   ?????? Field?Definitions?
   ?
   ?????? Data?Output?
   ?
   ?????? Viewing?the?Schema?
   ?
   ?????? Filtering?and?Sorting?Data?
   ?
   ?????? Commonly-Used?Functions?
   ?
   Processing?Complex?Data?with?Pig?
   ?
   ?????? S?torage?Formats?
   ?
   ?????? Complex/Nested?Data?Types?
   ?
   ?????? G?rouping?
   ?
   ?????? Built-In?Functions?for?Complex?Data?
   ?
   ?????? Iterating?Grouped?Data?
   ?
   Multi-Dataset?Operations?with?Pig?
   ?
   ?????? Techniques?for?Combining?Data?Sets?
   ?
   ?????? Joining?Data?Sets?in?Pig?
   ?
   ?????? Set?Operations?
   ?
   ?????? Splitting?Data?Sets?
   ?
   Pig?Troubleshooting?and?Optimization?
   ?
   ?????? Troubleshooting?Pig?
   ?
   ?????? Logging?
   ?
   ?????? Using?Hadoop’s?Web?UI?
   ?
   ?????? Data?Sampling?and?Debugging?
   ?
   ?????? Performance?Overview?
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