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B.E. (Artificial Intelligence and Data Science) Game Theory for Data Science Lab Syllabus - Mumbai University

This is the Fourth Year BE AI and DS syllabus under CBCS REV-2019 'C' Scheme, in force from the academic year 2023-24. The University has published no NEP 2020 syllabus for Semesters V to VIII of any engineering branch, so this is the scheme you are examined on — exam form 1T01817 and 1T01818. The first and second years of the degree are on NEP 2020.

Game Theory for Data Science Lab.pdf
Semester 7 · Fourth Year BE AI and DS · 1 credits · CBCS REV-2019 'C' Scheme

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Syllabus for Game Theory for Data Science Lab

Semester 7 · Fourth Year BE AI and DS · 1 credits · CBCS REV-2019 'C' Scheme

List of Experiments

  • 1 Prisoners dilemma
  • 2 Pure Strategy Nash Equilibrium
  • 3 Extensive Form – Graphs and Trees, Game Trees
  • 4 Strategic Form – Elimination of dominant strategy
  • 5 Minimax theorem, minimax strategies
  • 6 Perfect information games: trees, players assigned to nodes, payoffs, backward Induction, subgame perfect equilibrium,
  • 7 Imperfect-information games – Mixed Strategy Nash Equilibrium – Finding mixed-strategy Nash equilibria for zero sum games, mixed versus behavioral strategies.
  • 8 Repeated Games
  • 9 Bayesian Nash equilibrium
  • 10 Implementation of any game for example Tic Tac To , coloring triangle , water jug , 8 queen , 8 puzzle etc (this should be done in group of 3-4 )

Text Books

  • 1 An Introduction to Game Theory by Martin J. Osborne
  • 2 M. J. Osborne, An Introduction to Game Theory. Oxford University Press, 2004.

References

  • 1 M. Machler, E. Solan, S. Zamir, Game Theory, Cambridge University Press, 2013.
  • 2 N. Nisan, T. Roughgarden, E. Tardos, and V. V. Vazirani (Editors), Algorithmic Game Theory. Cambridge University Press, 2007.
  • 3 A.Dixit and S. Skeath, Games of Strategy, Second Edition. W W Norton & Co Inc, 2004.
  • 4 YoavShoham, Kevin Leyton-Brown, Multiagent Systems: Algorithmic, Game-Theoretic, and Logical Foundations, Cambridge University Press 2008.
  • 5 Zhu Han, DusitNiyato, WalidSaad, TamerBasar and Are Hjorungnes, "Game Theory in Wireless and Communication Networks", Cambridge University Press, 2012.
  • 6 Y.Narahari, "Game Theory and Mechanism Design", IISC Press, World Scientific.

Digital Material

  • 1 https://nptel.ac.in/courses/110104063
  • 2 https://onlinecourses.nptel.ac.in/noc19_ge32/preview

Reproduced from the University of Mumbai syllabus for B.E. (Artificial Intelligence and Data Science), item 6.12 (N), under CBCS REV-2019 'C' Scheme, in force from the academic year 2023-24. Wording, module numbering and hours are as printed in that syllabus.

The complete syllabus

This subject is cut from the University circular for its year. Open a document here if you want the whole thing rather than a single subject.

PDF B.E. Artificial Intelligence and Data Science - First Year, Semester I and II - NEP 2020 - Item 7.7 (R-A) NEP 2020, Semesters I and II, in force from 2024-25 Read full PDF Read
PDF B.E. Artificial Intelligence and Data Science - Second Year, Semester III and IV - NEP 2020 - Item 6.20 (N) NEP 2020, Semesters III and IV, in force from 2025-26 Read full PDF Read
PDF B.E. Artificial Intelligence and Data Science - Third Year, Semester V and VI - CBCS REV-2019 C Scheme - Item 6.42 (R) CBCS REV-2019 'C' Scheme, Semesters V and VI, in force from 2022-23 Read full PDF Read
PDF B.E. Artificial Intelligence and Data Science - Fourth Year, Semester VII and VIII - CBCS REV-2019 C Scheme - Item 6.12 (N) CBCS REV-2019 'C' Scheme, Semesters VII and VIII, in force from 2023-24 Read full PDF Read
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