Nov 24, 2024  
2022-2023 Cal State East Bay Catalog 
    
2022-2023 Cal State East Bay Catalog [ARCHIVED CATALOG]

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CS 661 - Advanced Artificial Intelligence


Units: 3
Intelligence, rational agent design, state-spaces, search, heuristic functions and A*, game playing, knowledge representation, formal logic, reasoning, expert systems, machine learning paradigms including neural networks and genetic algorithms, introduction to Lisp and Scheme. Programming projects and review of literature.

Prerequisites: CS 411 or CS 611.
Credit Restrictions: Computer Science M.S. or B.S. students only.

Possible Instructional Methods: Entirely On-ground, or Hybrid.
Grading: A-F grading only.
Student Learning Outcomes - Upon successful completion of this course students will be able to:
  1. Author creative and robust programs in Lisp or Scheme. analyze the strengths and limitations of various state-space and heuristic search algorithms.
  2. Represent domain knowledge in propositional and first-order logic.
  3. Utilize probabilistic reasoning techniques to solve problems with incomplete or uncertain information.
  4. Apply machine learning techniques to real-world problems.




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