Big Data
Instructors: Dr. rer. nat. Thomas KemmerShortname: 08.079.548
Course No.: 08.079.548
Course Type: Vorlesung/Übung
Requirements / organisational issues
This lecture requires general programming skills. We will mostly focus on the Scala programming language as a basis for the Apache Spark framework. Prior knowledge in the Scala language can thus be helpful but is not strictly necessary.Students will need to work on group projects during the last few weeks of the lecture period and apply the learned techniques to real-world data sets (e.g., Twitter, Reddit, Wikimedia).
Recommended reading list
J. Ullmann. Mining of Massive Datasets, 3rd Ed. (Freely available via http://www.mmds.org/)Contents
- What is Big Data?
- Scalability
- Distributed file systems
- Map-reduce programming model
- Complexity of map-reduce programs
- Extensions of the map-reduce approach
- Framework: Apache Spark (Scala)
- Use cases: PageRank, clustering, recommender systems
Dates
Date (Day of the week) | Time | Location |
---|---|---|
10/19/2021 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
10/26/2021 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
11/02/2021 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
11/09/2021 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
11/16/2021 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
11/23/2021 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
11/30/2021 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
12/07/2021 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
12/14/2021 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
01/04/2022 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
01/11/2022 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
01/18/2022 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
01/25/2022 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |
02/01/2022 (Tuesday) | 12:00 - 14:00 | 03 428 2413 - Neubau Physik/Mathematik |