[ 536MATHAI3V19 ] VL Mathematics for AI III

Workload Education level Study areas Responsible person Hours per week Coordinating university
6 ECTS B2 - Bachelor's programme 2. year (*)Artificial Intelligence Mario Ullrich 4 hpw Johannes Kepler University Linz
Detailed information
Original study plan Bachelor's programme Artificial Intelligence 2022W
Objectives Part III of the introduction to the basic concepts and methods in the fields of Mathematical Analysis and Linear Algebra.
  • Basic measure and integration theory
  • Eigenvalues and eigenvectors of matrices, singular value decomposition
  • Basic functional analysis
    • Vector spaces and linear maps
    • Normed spaces and Hilbert spaces
    • Convergence in normed spaces
    • Reproducing kernel Hilbert spaces
  • Basics and applications of differential equations
Criteria for evaluation final exam
Language English
Study material Manuscript, slides, videos and exercises+solutions can be found on Moodle.
Changing subject? No
On-site course
Maximum number of participants -
Assignment procedure Direct assignment