Akademik Dersler - İçerik

Will be able to explain the fundamental concepts of Artificial Intelligence.
Gains a historical perspective on Artificial Intelligence and its foundations.
Describes the major applications, topics, and research areas of Artificial Intelligence.
Characterizes the goals of Artificial Intelligence, approaches to those goals, and progress toward those goals.
Will be able to comprehend the underlying principles of the Artificial Intelligence approach to problem-solving.
Explains the concept of an intelligent agent.
Describes the basic components of an intelligent agent.
Compares different types of intelligent agents.
Will be able to apply search-based problem-solving techniques.
Comprehends the role of search in Artificial Intelligence.
Explains the basic types of search algorithms.
Discusses the computational complexities of search algorithms.
Differentiates between uninformed and heuristic (informed) state-space search algorithms.
Will be able to develop adversarial (game) algorithms.
Describes the role of games in the history of Artificial Intelligence.
Implements algorithms for playing simple games.
Will be able to explain the core concepts and algorithms of Constraint Satisfaction Problems
Applies constraint satisfaction to techniques in solving problems.
Describes several heuristics used in constraint satisfaction problems.
Will be able to define machine learning, basic concepts, and methods used in machine learning.
Explains the basic concepts in machine learning.
Lists various applications of machine learning.
Gains a basic understanding of different machine learning approaches.
Differentiates between various machine learning algorithms by identifying, assessing, and reasoning about their advantages and disadvantages.
Selects the most suitable machine learning algorithm for a given application or task.
Will be able to describe concepts, methods, and theories of logic and probability theory, and analyze the power and limitation of their use for knowledge representation and reasoning systems.
Applies logic rules to write statements, operate on statements, and to transform a statement into equivalent statements.
Makes inferences and proves statements in logic.