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Artificial Intelligence (Master of Science) >>

Computational Complexity (CC)5 ECTS
(englische Bezeichnung: Computational Complexity)
(Prüfungsordnungsmodul: Computational complexity)

Modulverantwortliche/r: Yiannis Giannakopoulos
Lehrende: Yiannis Giannakopoulos


Start semester: SS 2022Duration: 1 semesterCycle: jährlich (SS)
Präsenzzeit: 45 Std.Eigenstudium: 105 Std.Language: Englisch

Lectures:


Inhalt:

This course covers:

  • P, NP, and NP-completeness

  • Complexity classes and reductions

  • Boolean circuits

  • The polynomial-time hierarchy

  • Space complexity

  • Randomized computation

  • Counting complexity

  • Introduction to the PCP theorem and hardness of approximation

  • Average-case complexity

Lernziele und Kompetenzen:

Upon successful completion of the module, students are able to:

  • have a rigorous understand of the concept of computation and its

formal limitations

  • have knowledge of the fundamental complexity classes (including

P, NP and PSPACE)

  • understand the notion of completeness and are able to design

and understand reductions between these classes

  • are exposed to various formal computation models, including

Boolean circuits and randomness


Verwendbarkeit des Moduls / Einpassung in den Musterstudienplan:

  1. Artificial Intelligence (Master of Science)
    (Po-Vers. 2021s | TechFak | Artificial Intelligence (Master of Science) | Gesamtkonto | Nebenfach | Nebenfach Mathematik | Computational complexity)
Dieses Modul ist daneben auch in den Studienfächern "Computational and Applied Mathematics (Master of Science)", "Data Science (Master of Science)", "Informatik (Bachelor of Science)", "Mathematik (Master of Science)", "Wirtschaftsmathematik (Master of Science)" verwendbar. Details

Studien-/Prüfungsleistungen:

Computational complexity (Prüfungsnummer: 50921)
Prüfungsleistung, mündliche Prüfung, Dauer (in Minuten): 30, benotet, 5 ECTS
Anteil an der Berechnung der Modulnote: 100.0 %

Erstablegung: SS 2022, 1. Wdh.: SS 2022
1. Prüfer: Yiannis Giannakopoulos

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