大數(shù)據(jù)導論

前 言二維碼索引

第1章　大數(shù)據(jù)概述 ............................................ 1

1.1　大數(shù)據(jù)的概念 .................................................................................. 3

1.2　大數(shù)據(jù)關鍵技術............................................................................. 22

1.3　大數(shù)據(jù)產(chǎn)業(yè).................................................................................... 25

1.4　大數(shù)據(jù)與云計算、物聯(lián)網(wǎng)之間的關系 .............................................. 30

1.5　大數(shù)據(jù)技術應用案例 ...................................................................... 40

本章小結................................................................................................ 43
本章習題................................................................................................ 43


第2章　大數(shù)據(jù)技術平臺 .................................... 45

2.1　大數(shù)據(jù)處理框架Hadoop................................................................ 47

2.2　阿里云大數(shù)據(jù)平臺.......................................................................... 52

本章小結................................................................................................ 62
本章習題................................................................................................ 62


第3章　大數(shù)據(jù)預處理技術..................................63

3.1　大數(shù)據(jù)獲取手段............................................................................. 65

3.2　數(shù)據(jù)預處理技術............................................................................. 77

本章小結................................................................................................ 84
本章習題 ................................................................................................ 84


第4章　大數(shù)據(jù)存儲技術 .................................... 87

4.1　分布式文件系統(tǒng)............................................................................. 89

4.2　分布式數(shù)據(jù)庫HBase ................................................................... 103

4.3　NoSQL數(shù)據(jù)庫 ............................................................................ 119

4.4　云數(shù)據(jù)庫 ..................................................................................... 130

本章小結..............................................................................................144
本章習題 ..............................................................................................144






5.1　MapReduce .............................................................................. 149

5.2　Spark......................................................................................... 161

5.3　機器學習入門 .............................................................................. 178

本章小結.............................................................................................. 191
本章習題 .............................................................................................. 191



6.1　數(shù)據(jù)可視化概述........................................................................... 195

6.2　利用Python進行數(shù)據(jù)可視化 ........................................................ 204

本章小結.............................................................................................. 220
本章習題 .............................................................................................. 220