19312401
Vorlesung
WiSe 15/16: Modern Algorithms for Big Data
Kashif Rasul
Zusätzl. Angaben / Voraussetzungen
Note: Lecture will be in English.
Prerequisites: Must have taken Algorithms and Databases.
Kommentar
In many modern workflows the data one deals with no longer fits in the memory of a single node, or arrives incrementally over time and is usually noisy/uncertain and typically it is all these cases. This course deals with the development and analysis of algorithms for dealing with such Big Data workflows as well as their limitations.
We will look into:
- sketching
- streaming
- dimensionality reduction
- big matrix algorithms
- sparse signals
- map-reduce
- Resilient distributed datasets
- random walks
Unlike my other courses, this one will be more theoretical but also involve some hands-on programming exercises.
Schließen16 Termine
Regelmäßige Termine der Lehrveranstaltung
Fr, 16.10.2015 08:00 - 10:00
Fr, 23.10.2015 08:00 - 10:00
Fr, 30.10.2015 08:00 - 10:00
Fr, 06.11.2015 08:00 - 10:00
Fr, 13.11.2015 08:00 - 10:00
Fr, 20.11.2015 08:00 - 10:00
Fr, 27.11.2015 08:00 - 10:00
Fr, 04.12.2015 08:00 - 10:00
Fr, 11.12.2015 08:00 - 10:00
Fr, 18.12.2015 08:00 - 10:00
Fr, 08.01.2016 08:00 - 10:00
Fr, 15.01.2016 08:00 - 10:00
Fr, 22.01.2016 08:00 - 10:00
Fr, 29.01.2016 08:00 - 10:00
Fr, 05.02.2016 08:00 - 10:00
Fr, 12.02.2016 10:00 - 12:00