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Traitement de données NoSQLEA Big Data et IA (STI)

FISE STI Semester 8 Advanced Track: Big Data and AI Machine translation

NoSQL Data Processing

Teaching unit Advanced Track: Big Data and AI · S08T_BDA1  |  EC Code S08A_BD1-4
Course on Celene
6ECTS (EU)
1Coefficient
21:20Hours

Séquencement

C TD C TD C TD C TD C TD C TD C TD C TD

Learning objectives

  • Understanding the Aspects Variety and Volume of Big Data
  • Store and query BD documents and comics using specific languages
  • Programming with distributed calculation paradigms MapReduce and Spark

Prerequisites

ModuleTeaching unitSemester
Language TheoryProgramming PrinciplesS5
Python ProgrammingIntroduction to Systems and NetworksS5
DatabasesDevelopment and Mathematics for EngineersS6

Program

  • Programming with distributed calculation paradigms MapReduce and Spark (matrix product, graph queries)
  • Schema for XML (DTD, XML Schema)
  • Interviewing comics (XPath) and comics (SQL, SPARQL)

Assessment

Continuous Control Integral: 50% Interro on paper + 50% Rendered TD machine (x3)

References

  • Abiteboul, Manolescu, Rigaux, Rousset, Senellart : Web Data Management, 2011. http://webdam.inria.fr/Jorge/
  • Leskovec, Rajaraman, Ullman : Mining of Massive Datasets, 2011. http://www. mmds.org
  • Karau, Konwinski, Wendell, Zaharia: Learning Spark. Lightning-Fast Data Analysis, 2015.

Skills

1
Ref.VerbDescriptionLevel
C1_1solvenosql2