CSC 5003 – Semantic Web And Big Data Architecture

The course CSC 5003 – Semantic Web And Big Data Architecture is a third-year course in an engineer school (level Master 2) given at Télécom SudParis in the track ASR. At the end of the first part of this course, a student will be able to setup a big data architecture using tools from the Hadoop ecosystem. en particulier avec des outils issus de l'écosystème Hadoop. In details, a student will know how to:

• program in functional style using Scala
• use the MapReduce framework to parallelize computations
• explore and manipulate the Hadoop Distributed File System
• process a data stream using Kafka and Spark Streaming
• choose the right tools from the Hadoop ecosystem to solve a given problem

• Topic
  Content
  Key Notions
• CM1
  Introduction to Big Data Tools And Concepts
  • Slides
    – 3h
  • Big Data
  • Use cases
• CI1
  Introduction to Scala
  • Lecture Presentation
    – 10min
  • Slides
    – 1h30
  • Exercices
    – 1h20
  • Scala
  • Functional programming
• CI2
  Hadoop And MapReduce
  • Slides
    – 1h30
  • Exercices
    – 1h20
  • Optional Exercices (Part 1, 2, 3, Hadoop setup and Docker)
    – 3h
  • Map Reduce Framework
  • HDFS
• CI3
  Spark
  • Slides
    – 1h30
  • Exercices
    – 1h30
  • YARN
  • RDD, DataFrame, Dataset
  • Spark high-order functions
  • Persistance
  • Shared variables
• CI4
  Kafka
  • Slides
    – 1h30
  • Exercices
    – 1h30
  • Producer/Consumer
  • Kafka topics and partitioning
• CI5
  Spark Streaming
  • Slides
    – 1h30
  • Exercices
    – 1h30
  • XXX
• Presentations
  Hadoop Ecosytem Student Presentations
  • Slides
    – 3h
  • Discover the tools of the Hadoop Ecosystem
• Semantic Web
  Semantic Web
  • Lecture Presentation
  • Introduction to Semantic Web
  • Lab SPARQL
  • RDF and RDFS
  • Introduction to SPARQL
  • Introduction to Ontologies
  • Lab Protégé
  • Tutorial Protégé
  • Lab SPARQL and Jena
  • Lab SPARQL and Jena - solution
  • Tutorial Jena
  • Lab Jena 2
  • Knowledge Graph Project
• CF
  Final Exam - Project Start
  • Written Exam
    – 1h30
  • Slides
    – 3h
  • Test your knowledge
  • Start the projects