Algorithms for Intelligent Systems
BASIC DATA
course listing
A - main register
course code
ITI0231
course title in Estonian
Intelligentsete süsteemide algoritmid
course title in English
Algorithms for Intelligent Systems
course volume CP
-
ECTS credits
6.00
to be declared
yes
fully online course
not
assessment form
Examination
teaching semester
autumn
language of instruction
Estonian
English
Study programmes that contain the course
code of the study programme version
course compulsory
IAIB25/25
yes
Structural units teaching the course
IT - Department of Software Science
Course description link
Timetable link
View the timetable
Version:
VERSION SPECIFIC DATA
course aims in Estonian
Kursuse eesmärk on anda üliõpilastele põhjalik arusaam intelligentsetes süsteemides kasutatavatest põhialgoritmidest ja metoodikatest, sealjuures varustada üliõpilasi oskustega valida ja rakendada nende süsteemide jaoks sobivaid algoritme.
course aims in English
The aim of the course is to provide students with a thorough understanding of the fundamental algorithms and methodologies used in intelligent systems, thereby equipping students with the skills to select and apply appropriate algorithms for these systems.
learning outcomes in the course in Est.
Õppeaine läbinud üliõpilane:
- kasutab keerukate probleemide esitamiseks sobivaid olekuruumi mudeleid;
- kirjeldab otsingualgoritmide erinevusi;
- rakendab vastavalt ülesandele sobivat otsingualgoritmi;
- kirjeldab planeerimisalgoritmide erinevusi;
- rakendab vastavalt ülesandele sobivat planeerimisalgoritmi;
- kirjeldab intelligentsete agentide arhitektuuride erinevusi;
- rakendab ülesannete lahendamiseks sobiva arhitektuuriga intelligentsete agentide algoritme;
- selgitab intelligentsete süsteemide eetilisi aspekte.
learning outcomes in the course in Eng.
After completing this course, the student:
- uses appropriate state space models to represent complex problems;
- describes the differences between search algorithms;
- implements suitable search algorithms according to the task;
- describes the differences between planning algorithms;
- implements suitable planning algorithms according to the task;
- describes the differences between intelligent agent architectures;
- implements intelligent agent algorithms with appropriate architectures to solve tasks;
- explains the ethical aspects of intelligent systems.
brief description of the course in Estonian
Aines käsitletakse otsingu- ja planeerimisalgoritme ning intelligentsete agentide algoritme, mis on kasutusel robootikas ja muudes autonoomsetes süsteemides. Teemade hulgas on erinevad otsingualgoritmid, planeerimisalgoritmid erinevate stsenaariumite jaoks ning algoritmid nii individuaalsetele kui multiagentsüsteemidele. Aines osaleja saab lisaks teoreetilistele alustele ka praktilise kogemuse erinevate algoritmide realiseerimisest ja rakendamisest erinevates kontekstides.
brief description of the course in English
This course explores a range of search and planning algorithms, along with intelligent agent methodologies, applicable to robotics and autonomous systems. Topics include various search strategies, planning techniques for different scenarios, and algorithms for individual and multi-agent systems. Participants will acquire both theoretical knowledge and practical experience in the development and application of these algorithms, adaptable to a wide range of contexts and systems.
type of assessment in Estonian
-
type of assessment in English
-
independent study in Estonian
-
independent study in English
-
study literature
Russell, S.J and Norvig, P. Artificial intelligence: a modern approach, fourth editions, Pearson 2020
study forms and load
daytime study: weekly hours
4.0
session-based study work load (in a semester):
lectures
1.0
lectures
-
practices
3.0
practices
-
exercises
0.0
exercises
-
lecturer in charge
-
LECTURER SYLLABUS INFO
semester of studies
teaching lecturer / unit
language of instruction
Extended syllabus
Course-teacher pairs of the corresponding version are missing!
Course description in Estonian
Course description in English