Neural network & neural computers

The programme is designed to orient the students with the domain of computation science, neural network and their implementation in modern computer architectures with the application in the area of: 

·         Information Security;

·         Image Processing (2D and 3D);

·         Signal Processing (voice, radar, etc.);

·         Data Processing (text and other);

·         Control systems;

·         Modern computing hardware: GPU, FPGA, neurochips

KEY ADVANTAGES:

·         Worldknown foreign partners and Professors;

·         Focused on students projects;

·         State-of-the-art in neural networks and  neurocomputers;

·         Wide range of neural network applications.

TEACHING METHODS:

·         Lectures; Seminars and Computer Labs;

STUDIED COURSES:

·         Basics of theory of probability and statistics;

·         Neural network theory basics;

·         Basics of neuromathematics;

·         Professional tasks solutions based on Matlab and CUDA toolboxes;

·         Fundamentals of Intelligent Cyber Security Management

·         Intelligent technology for information security;

·         Intelligent Learning Systems;

·         Neuromathematics

·         Image processing & Text processing;

·         Computational intelligence;

·         Neural Network Technology;

·         Fuzzy Logic Technology

·         Intelligent  technology for information security;

·         Neurocontrol;

·         Neural Network Technology;

·         Neurocomputers;

·         Neurochips;

·         Memristor based neural networks;

·         Neuro-fuzzy technology in Intrusion Detection Systems on information resourses;

·         3D images processing;

·         Neural network based Intrusion detection system.

PROGRAMME PARTNERS:

·         Centre of Information Technology and Systems (Russia);

·         Czestochowa University of Technology (Poland).


PROGRAM CURRICULUM 2016/17:

1st YEAR 

1st SEMESTR

ECTS credits

2nd SEMESTR

ECTS credits

30

30

Russian as foreign language

2

Russian as foreign language

2

Basics of theory of probability and statistics;

2

Professional tasks solutions based on Matlab toolbox

2

Program orientation course;

2

Professional tasks solutions based on CUDA toolbox

2

Neural network theory basics

3

Fundamentals of Intelligent Cyber Security Management

3

Basics of neuromathematics;

2

Intelligent  technology for information security

3

Professional tasks solutions based on Matlab toolbox;

2

Intelligent Learning Systems

2

Professional tasks solutions based on CUDA toolbox;

2

Neuromathematics

3

Basics of theory of probability and statistics;

2

Image processing

2

Computational intelligence

2

Fuzzy Logic Technology;

2

Personal  research project

13

Personal research project

10

 

2nd YEAR 

1st SEMESTR

ECTS credits

2nd SEMESTR

ECTS credits

30

30

Russian as foreign language

2

Personal research project

20

Fundamentals of Intelligent Cyber Security Management

3

Master thesis

10

Intelligent  technology for information security

3

Advanсed Computational Intelligence

2

Neurocontrol

2

Text processing

2

Neural Network Technology

3

Fuzzy Logic Technology

2



Neurocomputers

2

Neurochips

2

Memristor based neural networks

2

Neuro-fuzzy technology in Intrusion Detection Systems on information resourses

2

3D images processing

2

Personal research project

4

 

Programme Coordinator

Prof. Alexander Galushkin 
neurocomputer@yandex.ru