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CS 674: Mathematics of Artificial Intelligence

This course focused on some mathematical topics in artificial intelligence. Specifically it was more of a deep dive in terms of numerical optimization algorithms, inference, and online learning algorithms. This was only taught once, and the material is largely archival at this point, though extensive:

  • Unconstrained Optimization Notes ( Coming Soon )
  • Constrained Optimization Notes ( Coming Soon )
  • Inference Notes ( Coming Soon )
  • Bandits and Online Learning Notes ( Coming Soon )