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13M114IS - Intelligent Services and Systems

Course specification
Course title Intelligent Services and Systems
Acronym 13M114IS
Study programme Electrical Engineering and Computing
Module
Type of study master academic studies
Lecturer (for classes)
Lecturer/Associate (for practice)
Lecturer/Associate (for OTC)
ESPB 6.0 Status elective
Condition /
The goal Introduce students to the basic concepts and techniques of artificial intelligence, intelligent services and expert systems. During the course, students will study the implementation of the popular models of these types of applications.
The outcome Students will be able to recognize a problem that belongs to the field of artificial intelligence and expert systems, and based on their knowledge apply the most appropriate and most effective method for its solution.
Contents
Contents of lectures Search strategies: algorithms, performance, efficiency, complexity. Game theory - Minimax algorithm, alpha-beta pruning, negamax, negascout. First-order logic. Production systems. Planning - types and the problem. Knowledge and reasoning in uncertain environment. Bayesian networks. Problem-solving strategies. Introduction to machine learning, linear regression, K-nearest neighbor, decision trees.
Contents of exercises Visual simulations of theoretical problems. Solving and demonstrations of practical tasks. Homeworks in which it is necessary to implement intelligent agents.
Literature
  1. "Artificial Intelligence - A Modern Approach", S. Russel, P. Norvig (publisher: Pearson; 3 edition; 2009)
  2. "Collection of problems from Expert Systems", D. Bojić, M. Gligorić, B. Nikolić, Akademska misao, Belgrade, 2009
Number of hours per week during the semester/trimester/year
Lectures Exercises OTC Study and Research Other classes
2 2 1
Methods of teaching Lectures, presentations, practical exercises, individual work on homeworks, laboratory exercises with visual simulations
Knowledge score (maximum points 100)
Pre obligations Points Final exam Points
Activites during lectures 0 Test paper 40
Practical lessons 20 Oral examination 0
Projects 0
Colloquia 40
Seminars 0