Artificial Intelligence

Course title

Code

F18L2S030

Study programme

Computer Science (4 years)

Organizer of the study programme (unit, institute, department)

Faculty of Computer Science and Engineering

Degree level (first, second, third cycle)

First cycle

Academic year / semester

4 / Summer

Number of ECTS credits

Teacher

—

Prerequisites for enrolling in the course

Алгоритми и податочни структури

10.

Course objectives (competences)

Upon successful completion of the course, students will have an understanding of the basic areas of artificial intelligence including search, problem solving, knowledge representation, reasoning, decision making, planning, perception and action, and learning -- and their applications. Students will also be able to design and implement key components of intelligent agents of moderate complexity and evaluate their performance.

11.

Course content

Artificial intelligence
Intelligent agents
Introduction to search
Heuristic search
Adversarial search
Constraints satisfaction
Logical agents and predicate calculus
Probabilistic reasoning
Knowledge representation
Learning
Neural networks
Genetic algorithms
Communication

12.

Learning methods

Lectures using presentations, interactive lectures, exercises (using equipment and software packages), teamwork, case studies, guest lecturers, independent preparation and defense of a project assignment and a seminar paper.

13.

Total available time

6 ECTS x 30 hours = 180 hours

14.

Distribution of the available time

30 + 60 + 15 + 15 + 60 = 180 hours

15.

Forms of teaching activities

15.1.	Lectures – theoretical teaching	30 hours
15.2.	Exercises (laboratory, auditory), seminars, team work	60 hours

16.

Other forms of activities

16.1.	Project assignments	15 hours
16.2.	Individual assignments	15 hours
16.3.	Home study	60 hours

17.

Grading

17.1.	Tests	40 points
17.2.	Seminar paper / project (presentation: written and oral)	15 points
17.3.	Activity and participation	10 points
17.4.	Final exam	50 points

18.

Grading criteria (points / grade)

up to 50 points	5 (five) (F)
from 51 to 60 points	6 (six) (E)
from 61 to 70 points	7 (seven) (D)
from 71 to 80 points	8 (eight) (C)
from 81 to 90 points	9 (nine) (B)
from 91 to 100 points	10 (ten) (A)

19.

Requirements for signature and taking the final exam

Activities 15.2 and 16.1 completed

20.

Language of instruction

Macedonian and English

21.

Method of monitoring teaching quality

internal evaluation and survey mechanism

22.

Literature