Academic Catalog

STAT440 ARTIFICIAL INTELLIGENCE AND STATISTICS

Course Code: 2460440
METU Credit (Theoretical-Laboratory hours/week): 3(3-0)
ECTS Credit: 8.0
Department: Statistics
Language of Instruction: English
Level of Study: Undergraduate
Course Coordinator:
Offered Semester: Fall and Spring Semesters.
Prerequisite: Set 1: 2460333
The course set above should be completed before taking STAT440 ARTIFICIAL INTELLIGENCE AND STATISTICS .

Course Content

Foundations and history of Artificial Intelligence (AI). Logical programming. Problem solving. Searching. Game playing. Knowledge. reasoning. planning. Theorem proving. Uncertain knowledge and probabilistic reasoning. Hidden Markov Models. Kalman filters. Bayesian networks. Belief networks. Machine learning. Statistical learning. Reinforcement learning. Natural Language Processing (NLP). Pattern recognition. Speech and image processing. Future of AI. Robotics.