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.