Institute of Information Theory and Automation

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Math for Artificial Intelligence and Data Science

Faculty: 
Přírodovědecká fakulta Jihočeské University v Českých Budějovicích
Semester: 
zimní
Course type: 
magisterský
Current: 
Ano

This course provides basic tools from linear algebra, calculus, optimization, and probability necessary for understanding algorithms in Artificial intelligence and Data Science.

 

Recommended Literature:

  • DAVID C. LAY, STEVEN R. LAY, JUDI J. MCDONALD. Linear Algebra and Its Applications, Pearson; 5th edition 2014, ISBN: 978-0321982384.
  • MARC PETER DEISENROTH, A. ALDO FAISAL, CHENG SOON ONG. Mathematics for Machine Learning, Cambridge University Press; 1st edition 2020, ISBN 978-1108470049.
  • STEPHEN BOYD, LIEVEN VANDENBERGHE. Convex Optimization, Cambridge University Press, 1st edition 2004, ISBN: 978-0521833783.

 

 

2023-10-19 15:17