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1.3、課程大綱
一、理論講解部分:
1.商業(yè)智能系統(tǒng)的發(fā)展 - 商業(yè)智能的概念、學(xué)科范圍、演化史和應(yīng)用案例
2.商業(yè)智能系統(tǒng)的發(fā)展 – 信息抽取、自然演化式的體系結(jié)構(gòu)以及面臨的問(wèn)題
3.商業(yè)智能系統(tǒng)的發(fā)展 – 初識(shí)數(shù)據(jù)倉(cāng)庫(kù)
4.商業(yè)智能系統(tǒng)的發(fā)展 – 數(shù)據(jù)倉(cāng)庫(kù)開(kāi)發(fā)方法
5.數(shù)據(jù)倉(cāng)庫(kù)的主要術(shù)語(yǔ)解析 - 數(shù)據(jù)倉(cāng)庫(kù)的概念
6.數(shù)據(jù)倉(cāng)庫(kù)的主要術(shù)語(yǔ)解析 - 數(shù)據(jù)倉(cāng)庫(kù)的主要設(shè)計(jì)問(wèn)題-粒度
7.數(shù)據(jù)倉(cāng)庫(kù)的主要術(shù)語(yǔ)解析 – 雙重粒度、活樣本數(shù)據(jù)庫(kù)
8.數(shù)據(jù)倉(cāng)庫(kù)的主要術(shù)語(yǔ)解析 - 數(shù)據(jù)倉(cāng)庫(kù)的主要設(shè)計(jì)問(wèn)題-數(shù)據(jù)分區(qū)
9.數(shù)據(jù)倉(cāng)庫(kù)的主要術(shù)語(yǔ)解析 - 數(shù)據(jù)倉(cāng)庫(kù)的常見(jiàn)問(wèn)題
10.數(shù)據(jù)倉(cāng)庫(kù)的主要術(shù)語(yǔ)解析 - 數(shù)據(jù)立方體、維、事實(shí)、多維數(shù)據(jù)庫(kù)模式
11.數(shù)據(jù)倉(cāng)庫(kù)的主要術(shù)語(yǔ)解析 - 度量、維度、OLAP操作
12.數(shù)據(jù)倉(cāng)庫(kù)的主要術(shù)語(yǔ)解析 - 數(shù)據(jù)倉(cāng)庫(kù)的變體、DW2.0簡(jiǎn)介
13.數(shù)據(jù)倉(cāng)庫(kù)的主要術(shù)語(yǔ)解析 - DW2.0簡(jiǎn)介(續(xù)1)
14.數(shù)據(jù)倉(cāng)庫(kù)的主要術(shù)語(yǔ)解析 - DW2.0簡(jiǎn)介(續(xù)2)
15.數(shù)據(jù)倉(cāng)庫(kù)的主要術(shù)語(yǔ)解析 - DW2.0簡(jiǎn)介(續(xù)3)
16.如何設(shè)計(jì)數(shù)據(jù)倉(cāng)庫(kù) - 構(gòu)造數(shù)據(jù)倉(cāng)庫(kù)的兩個(gè)主要工作(操作型系統(tǒng)接口的設(shè)計(jì))
17.如何設(shè)計(jì)數(shù)據(jù)倉(cāng)庫(kù) - 構(gòu)造數(shù)據(jù)倉(cāng)庫(kù)的兩個(gè)主要工作(數(shù)據(jù)倉(cāng)庫(kù)本身的設(shè)計(jì))
18.如何設(shè)計(jì)數(shù)據(jù)倉(cāng)庫(kù) – 數(shù)據(jù)模型與迭代式開(kāi)發(fā)、規(guī)范化/反向規(guī)范化
19.如何設(shè)計(jì)數(shù)據(jù)倉(cāng)庫(kù) - 數(shù)據(jù)倉(cāng)庫(kù)中的快照、元數(shù)據(jù)
20.如何設(shè)計(jì)數(shù)據(jù)倉(cāng)庫(kù) - 數(shù)據(jù)周期、數(shù)據(jù)倉(cāng)庫(kù)記錄的觸發(fā)、概要記錄
二、項(xiàng)目實(shí)戰(zhàn)部分:
1.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) – 操作性數(shù)據(jù)庫(kù)的準(zhǔn)備和分析
2.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 創(chuàng)建表之間的關(guān)系、導(dǎo)入導(dǎo)出數(shù)據(jù)庫(kù)、添加數(shù)據(jù)內(nèi)容
3.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 從外部文件導(dǎo)入數(shù)據(jù)、設(shè)計(jì)數(shù)據(jù)倉(cāng)庫(kù)、創(chuàng)建維度表
4.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 創(chuàng)建簡(jiǎn)單的時(shí)間維度表
5.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 創(chuàng)建完整的時(shí)間維度表
6.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) – 編寫存儲(chǔ)過(guò)程為完整的時(shí)間維度表添加數(shù)據(jù)
7.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 編寫存儲(chǔ)過(guò)程為完整的時(shí)間維度表添加數(shù)據(jù)(續(xù)1)
8.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 編寫存儲(chǔ)過(guò)程為完整的時(shí)間維度表添加數(shù)據(jù)(續(xù)2)
9.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 編寫存儲(chǔ)過(guò)程為完整的時(shí)間維度表添加數(shù)據(jù)(續(xù)3)
10.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 編寫存儲(chǔ)過(guò)程為完整的時(shí)間維度表添加數(shù)據(jù)(續(xù)4)
11.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 編寫存儲(chǔ)過(guò)程為完整的時(shí)間維度表添加數(shù)據(jù)(續(xù)5)
12.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 編寫小程序?yàn)橥暾臅r(shí)間維度表添加數(shù)據(jù)
13.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 編寫小程序?yàn)橥暾臅r(shí)間維度表添加數(shù)據(jù)(續(xù)1)
14.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 編寫小程序?yàn)橥暾臅r(shí)間維度表添加數(shù)據(jù)(續(xù)2)
15.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 編寫小程序?yàn)橥暾臅r(shí)間維度表添加數(shù)據(jù)(續(xù)3)
16.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 編寫小程序?yàn)橥暾臅r(shí)間維度表添加數(shù)據(jù)(續(xù)4)
17.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 編寫小程序?yàn)橥暾臅r(shí)間維度表添加數(shù)據(jù)(續(xù)5)
18.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 編寫小程序?yàn)橥暾臅r(shí)間維度表添加數(shù)據(jù)(續(xù)6)
19.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 建立其他維表
20.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 分析比較兩種方法的優(yōu)缺點(diǎn)
21.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 建立其他維表(續(xù)1)、建立Cube
22.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 分析操作型數(shù)據(jù)庫(kù)中的數(shù)據(jù)情況、確定分區(qū)和粒度、建立事實(shí)表
23.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 增加Gender維度,GZYS維度,Age維度
24.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 向新增的維表中添加數(shù)據(jù)
25.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 向新增的維表中添加數(shù)據(jù)(續(xù)1)
26.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Extract, Transform, Load-Sp框架搭建
27.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Extract, Transform, Load-Sp編寫
28.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Extract, Transform, Load-Sp編寫(續(xù)1)
29.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 構(gòu)造Transform表
30.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 構(gòu)造Transform表(續(xù)1)
31.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 構(gòu)造Transform表(續(xù)2)
32.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Extract, Transform, Load-Sp編寫(續(xù)2)
33.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Extract, Transform, Load-Sp編寫(續(xù)3)
34.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Extract, Transform, Load-Sp編寫(續(xù)4)
35.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Extract, Transform, Load-Sp編寫(續(xù)5)
36.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Extract, Transform, Load-Sp編寫(續(xù)6)
37.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Extract, Transform, Load-Sp編寫(續(xù)7)
38.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Extract, Transform, Load-Sp編寫(續(xù)8)
39.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Extract, Transform, Load-Sp編寫(續(xù)9:調(diào)試)
40.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Extract, Transform, Load-Sp編寫(續(xù)10:處理增量)
41.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - Log_ETL_SUMMARY以及Log_TEL_ERROR_DETAIL中增加主題名
42.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 增加ODS表
43.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 為ODS表添加數(shù)據(jù)
44.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 為ODS表添加數(shù)據(jù)(續(xù)1:考慮增量)
45.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 為ODS表添加數(shù)據(jù)(續(xù)2:增加記錄條數(shù)的統(tǒng)計(jì))
46.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 為ODS修改ETL的存儲(chǔ)過(guò)程
47.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 調(diào)試ETL的存儲(chǔ)過(guò)程
48.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 調(diào)試ETL的存儲(chǔ)過(guò)程(續(xù)1:驗(yàn)證增量)、定時(shí)執(zhí)行ETL存儲(chǔ)過(guò)程
49.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 加入校驗(yàn)機(jī)制(ODS < —— > MAPPING(Source部分))
50.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 加入校驗(yàn)機(jī)制(MAPPING(Target部分)< —— > DIM)
51.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 加入校驗(yàn)機(jī)制后完善ETL
52.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 加入校驗(yàn)機(jī)制后完善ETL(續(xù)1)
53.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 調(diào)試加入校驗(yàn)機(jī)制后的ETL
54.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 調(diào)試加入校驗(yàn)機(jī)制后的ETL(續(xù)1)、創(chuàng)建Web Service
55.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 調(diào)試加入校驗(yàn)機(jī)制后的ETL(續(xù)2)、創(chuàng)建Web Service(續(xù)1)
56.數(shù)據(jù)倉(cāng)庫(kù)搭建實(shí)戰(zhàn) - 調(diào)試加入校驗(yàn)機(jī)制后的ETL(續(xù)3)、創(chuàng)建Web Service(續(xù)2)