SubjectsSubjects(version: 945)
Course, academic year 2023/2024
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Modern Database Systems - NDBI040
Title: Moderní databázové systémy
Guaranteed by: Department of Software Engineering (32-KSI)
Faculty: Faculty of Mathematics and Physics
Actual: from 2021 to 2023
Semester: summer
E-Credits: 5
Hours per week, examination: summer s.:2/2, C+Ex [HT]
Capacity: unlimited
Min. number of students: unlimited
4EU+: no
Virtual mobility / capacity: no
State of the course: taught
Language: Czech, English
Teaching methods: full-time
Teaching methods: full-time
Additional information: https://www.ksi.mff.cuni.cz/~holubova/NDBI040/
Note: enabled for web enrollment
Guarantor: doc. RNDr. Irena Holubová, Ph.D.
Class: Informatika Mgr. - Softwarové systémy
Classification: Informatics > Database Systems
Annotation -
Last update: RNDr. Michal Kopecký, Ph.D. (12.05.2018)
The aim of the course is to provide and introduction to the approaches for efficient storing and querying of Big Data. The course will familiarize students with a wide range of related concepts and technologies and provide a deeper insight into new types of database systems. For each type of databases, basic principles and techniques as well as practical examples will be introduced. In the labs, the students will put into operation different types of databases and test their functionality using small applications.
Course completion requirements -
Last update: RNDr. Michal Kopecký, Ph.D. (22.05.2020)

See https://www.ksi.mff.cuni.cz/~holubova/NDBI040/

Literature -
Last update: RNDr. Michal Kopecký, Ph.D. (12.05.2018)
  • Holubova I., Kosek J., Minarik K., Novak D.: Big Data a NoSQL databáze. Grada 2015. ISBN: 978-80-247-5466-6
  • Pramod J. Sadalage - Martin Fowler: NoSQL Distilled: A Brief Guide to the Emerging World of Polyglot Persistence
  • Eric Redmond - Jim R. Wilson: Seven Databases in Seven Weeks: A Guide to Modern Databases and the NoSQL Movement
  • Sherif Sakr - Eric Pardede: Graph Data Management: Techniques and Applications
  • Jeffrey Dean and Sanjay Ghemawat: MapReduce: Simplified Data Processing on Large Clusters, Google, Inc.
  • Hadoop: The Definitive Guide, by Tom White, 2nd edition, Oreilly’s, 2010
  • Carlyna Bondiombouy, Patrick Valduriez. Query Processing in Multistore Systems: an overview. [Research Report] RR-8890, INRIA Sophia Antipolis - Méditerranée. 2016, pp.38.

Syllabus -
Last update: doc. RNDr. Irena Holubová, Ph.D. (04.05.2022)
  • Relational data model, relational databases. Historical overview of alternative data models and database systems.
  • Introduction to Big Data (history, features, data models).
  • Basic principles of Big Data Management (CAP Theorem, distribution, scaling, replication, transactions in a distributed environment, ...).
  • Overview and classification of database systems and technologies for efficient management and processing of Big Data.
  • Distributed file systems.
  • MapReduce - principle, properties, critique, alternative approaches.
  • NoSQL databases (key / value, column, document).
  • Graph data and graph databases.
  • Data with multiple models. Multi-model databases. Polystores.
  • SQL language in the world of Big Data. NewSQL database.
  • Other types of modern databases (array databases, ...).

 
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