Akademik Dersler - İçerik

0 : Does not support 1 : Low-level support 2 : Mid-level support 3 : Top level support

Learning Outcomes	1	2	3	4	5	7	8	9	11
Define the basic concepts of AI, its historical development, and the structure of intelligent agents.	1	1	0	0	0	1	0	2	1
Develop problem-solving strategies using uninformed and informed search algorithms.	2	1	2	0	2	1	1	1	0
Analyze Constraint Satisfaction Problems (CSPs) and game theory algorithms (e.g., Minimax).	2	1	2	0	2	1	1	1	0
Perform logical inference using probability theory and Bayesian networks under uncertainty.	3	2	2	0	1	1	3	1	0
Distinguish between types of machine learning (supervised, unsupervised, reinforcement) and evaluate model performance (cross-validation, overfitting).	3	3	2	1	2	3	3	2	0
Explain the working principles of artificial neural networks and deep learning architectures.	2	2	2	1	2	3	3	3	0