STAT578 ARTIFICIAL INTELLIGENCE AND DATA SCIENCE
| Course Code: |
2460578 |
| METU Credit (Theoretical-Laboratory hours/week): |
3(3-0) |
| ECTS Credit: |
8.0 |
| Department: |
Statistics |
| Language of Instruction: |
English |
| Level of Study: |
Graduate |
| Course Coordinator: |
Prof.Dr. ÝNCÝ BATMAZ |
| Offered Semester: |
Fall and Spring Semesters. |
Course Content
Problem solving. Searching. Logic in AI. Knowledge representation. Common sense reasoning. Probabilistic reasoning. Making complex decisions. Planning and scheduling. Expert systems. Learning from examples. Statistical learning. Reinforcement learning. Neural networks and deep learning. Natural Language Processing (NLP). Statistical pattern recognition. Robotics. Computer vision. Speech understanding. Machine translation. Perception. Explainable AI. Next generation AI technology.
