050-0541/01 – Artificial Inteligence in Security (UIvB)

Gurantor departmentDepartment of Civil ProtectionCredits4
Subject guarantordoc. Ing. Pavel Šenovský, Ph.D.Subject version guarantordoc. Ing. Pavel Šenovský, Ph.D.
Study levelundergraduate or graduateRequirementChoice-compulsory type B
Year1Semestersummer
Study languageCzech
Year of introduction2020/2021Year of cancellation
Intended for the facultiesFBIIntended for study typesBachelor
Instruction secured by
LoginNameTuitorTeacher giving lectures
SEN76 doc. Ing. Pavel Šenovský, Ph.D.
Extent of instruction for forms of study
Form of studyWay of compl.Extent
Full-time Graded credit 2+2
Part-time Graded credit 14+0

Subject aims expressed by acquired skills and competences

Students will gain basic knowledge for usage of artificial intelligence (foremost neural networks) to solve practical problems.

Teaching methods

Lectures
Tutorials

Summary

The students will learn basic principles of the function and deployment of various methods of artificial intelligence. The focus of the study will be into applications in safety and security. In practical part of the course, the students will gain first hand experience with design and usage of neural networks to solve practical problems.

Compulsory literature:

Russell, S.J., Norvig, P. Artificial intelligence: a modern approach. 3rd ed., Pearson new international ed. Harlow: Pearson, c2014. Pearson custom library. ISBN 978-1-292-02420-2. R: The R Project for Statistical Computing [online]. [cit. 2018-09-4]. Dostupné z: https://www.r-project.org/

Recommended literature:

Haykin, S.S. Neural networks and learning machines. 3rd ed., Pearson international ed. Upper Saddle River: Pearson, c2009. ISBN 978-0-13-129376-2. Dreyfus, G. Neural networks: methodology and applications. Berlin: Springer, c2005. ISBN 3-540-22980-9.

Way of continuous check of knowledge in the course of semester

Zpracování semestrálního projektu dle pokynů cvičícího, zápočtový test

E-learning

Other requirements

No additional requirements for student.

Prerequisities

Subject has no prerequisities.

Co-requisities

Subject has no co-requisities.

Subject syllabus:

1. Introduction – Short History 2-3. Introduction to Object Analysis using UML Language 4. Expert Systems 5. Neural Networks and its Adaptation 6. Prediction and its Usage 7. Neural Networks for Classification Problems 8. Neural Networks for Image Recognition 9. Case Studies of Neural Networks Usage 10. Cellular Automata 11. Multi-Agent Systems 12. Genetic Algorithms

Conditions for subject completion

Part-time form (validity from: 2020/2021 Winter semester)
Task nameType of taskMax. number of points
(act. for subtasks)
Min. number of pointsMax. počet pokusů
Graded credit Graded credit 100  51 3
Mandatory attendence participation: -

Show history

Conditions for subject completion and attendance at the exercises within ISP: preparing and defending semestral project

Show history

Occurrence in study plans

Academic yearProgrammeField of studySpec.ZaměřeníFormStudy language Tut. centreYearWSType of duty
2023/2024 (B1032A020008) Ochrana obyvatestva a krizový management K Czech Lázně Bohdaneč 1 Choice-compulsory type B study plan
2023/2024 (B1032A020008) Ochrana obyvatestva a krizový management K Czech Praha 1 Choice-compulsory type B study plan
2023/2024 (B1032A020008) Ochrana obyvatestva a krizový management K Czech Ostrava 1 Choice-compulsory type B study plan
2023/2024 (B1032A020008) Ochrana obyvatestva a krizový management P Czech Ostrava 1 Choice-compulsory type B study plan
2022/2023 (B1032A020008) Ochrana obyvatestva a krizový management K Czech Lázně Bohdaneč 1 Choice-compulsory type B study plan
2022/2023 (B1032A020008) Ochrana obyvatestva a krizový management K Czech Ostrava 1 Choice-compulsory type B study plan
2022/2023 (B1032A020008) Ochrana obyvatestva a krizový management P Czech Ostrava 1 Choice-compulsory type B study plan
2022/2023 (B1032A020008) Ochrana obyvatestva a krizový management K Czech Praha 1 Choice-compulsory type B study plan
2021/2022 (B1032A020008) Ochrana obyvatestva a krizový management P Czech Ostrava 1 Choice-compulsory type B study plan
2021/2022 (B1032A020008) Ochrana obyvatestva a krizový management K Czech Ostrava 1 Choice-compulsory type B study plan
2021/2022 (B1032A020008) Ochrana obyvatestva a krizový management K Czech Lázně Bohdaneč 1 Choice-compulsory type B study plan
2020/2021 (B1032A020008) Ochrana obyvatestva a krizový management K Czech Ostrava 1 Choice-compulsory type B study plan
2020/2021 (B1032A020008) Ochrana obyvatestva a krizový management K Czech Lázně Bohdaneč 1 Choice-compulsory type B study plan
2020/2021 (B1032A020008) Ochrana obyvatestva a krizový management P Czech Ostrava 1 Choice-compulsory type B study plan

Occurrence in special blocks

Block nameAcademic yearForm of studyStudy language YearWSType of blockBlock owner

Assessment of instruction



2021/2022 Summer