数据管理系统 入门及实践

2023年8月29日 291次阅读 来源: zealscott

本学期上了数据管理系统这门课，主要是以关系数据库为主，并介绍现在流行的NoSQL数据库，以及分布式的NewSQL、数据库基本原理，对我而言帮助很大。

下面将本学期的课程大纲以及Project分享给大家，更多内容我会在我个人博客上持续更新。

Syllabus

LectureReading MaterialHintsNotes
1. coding– Creating Great Programmers with a Software Design Studio<br />- Criteria for modularization
2.introduce to document database– Design Philosophy<br />- A Technical Introduction to WiredTigerl<br />- understand JSONDocument-oriented DB:MongoBD(1)
3. Logging– Durability _<br />- write-ahead logging <br />- Linearizability introduction ,<br />- Linearizability original paper存储的正确性
4. Availability– Raft protocol (importent), <br />- MongoDB Consensus internal (optional)<br />- Triple modular redundancyHigh availability – fault tolerant
5. Design for document database– Data Modeling for Document Database<br />- Rules of Thumb for MongoDB Schema Design<br />- ORM
6. Data Model(relation database)– Network Model<br />- Hierarchy Model (a bit similar to mongodb)<br />- Original paper on relational model by Codd 1/2<br /> – History of RDBMS at IBM, an interesting read<br />- About Expressivenessdata model
7. SQL SQL(1)<br />SQL(2)<br />SQL(3)
8. RelationDB design关系数据库的逻辑设计
9. Normalization关系数据库规范化
8. Physical Design– 物化视图<br />- 强函数依赖<br />- B-Tree<br />- 聚簇索引<br />- 索引的设计<br />- 存储过程（UDP）
10. Transaction– Compensating Transaction<br />- MongoDB Transaction– SQL Transaction
11. Object Relational Mismatch– Object Relational Mismatch Problems<br />- Two Camps of Opinions<br />- Class first<br />- Data first
12. Query Process
13. OLAP
14. Database Tuning– Database Tuning 1st Edition
15. Distributed DB
16. Transction in DDB
17. Scalability
18. NewSQL
19. Search engine
20. Indexing– Multidimensional Indexing
– k-d tree<br />- R-tree		– KD Tree<br />- Curse of dimension

Lab

    原文作者：zealscott
    原文地址: https://www.jianshu.com/p/9470cb30ae4a
    本文转自网络文章，转载此文章仅为分享知识，如有侵权，请联系博主进行删除。
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