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Welcome to
BREST STATE TECHNICAL UNIVERSITY
 

Introduction to Neural Networks

Instructor

Vladimir Golovko, Professor, Head
Intelligent Information Technologies Department, BrSTU

Contents

Содержание

Hours

1

Introduction. Notation and terminology.  Paradigms of learning. Network topologies.

Введение. Определения и терминология.  Парадигмы обучения. Классификация сетей.

2

2

Single-layer perceptron. Neural unit. Activation  functions. Network topology. Perceptron learning  rule. Exclusive OR problem. Linear perceptron.

Однослойный персептрон. Нейронный элемент.  Функции активации. Топология сети. Правило  обучения персептрона. Решение задач  логических операций. Линейный персептрон.

4

3

Multi-layer perceptron. Network topology and  analysis. Generalized delta rule.  Backpropagation algorithm. Deficiencies of  backpropagation algorithm. Improvement of  backpropagation algorithm. Heterogeneous  perceptron. Multiple propagation algorithm.  Applications.

Многослойный персептрон. Анализ и топология  сети. Обобщенное дельта правило. Алгоритм  обратного распространения ошибки.  Недостатки алгоритма обратного  распространения ошибки. Улучшение алгоритма  обратного распространения ошибки.  Гетерогенный персептрон. Алгоритм  многократного распространения ошибки.  Применение.

6

4

Recurrent Neural Networks. The Elman Network.  The Jordan Network. Multi-recurrent network.  Training rule.

Рекуррентные нейронные сети. Сеть Элмана.  Сеть Джордана. Мультирекуррентная нейронная  сеть. Правило обучения.

2

5

PCA Neural Networks. Introduction to PCA.  Network topology. Training rule.

PCA нейронная сеть. Введение в PCA.  Топология сети. Правило обучения.

4

Total

Всего

18

UNIVERSITY
HEADLINES

2nd International Conference on Current Research Problems of Materials, Structures, Technologies and Organization of Civil Engineering in Cross-Border Approach will be held in BrSTU

Important Dates:
• Registration and Abstract Submission: June 1, 2017
• Notification of Abstract Acceptance and Full Paper Requirements: July 1, 2017
• Full Paper Submission: August 1, 2017
• Notification of Full Paper Acceptance: August 10, 2017
• Opening of a Conference: October 18, 2017

The English for Specific Purposes Training took place in BrSTU on May, 12th-13th, 2016.

The Training was held under the Erasmus+ Project “Library Network Support Services (LNSS): modernising libraries in Armenia, Moldova and Belarus through library staff development and reforming library services”.

DAAD invites applications for a summer school in Essen

The summer school, funded by the German Academic Exchange Service (DAAD)  will start with visits to European Institutions in  Strasburg, followed by llectures and presentations in Essen and last from 22.08. - 31.08.2016.

Application deadline: 05.02.2016.

Working language is English.

Travel costs and costs foe stay are covered by DAAD

See more information in the FLYER.

Welcome to English Club

We are pleased to invite all those who are not indifferent to English and who want to upgrade their English skills to join “English Speaking Club” at our university.

Master students of BrSTU attended a meeting with the expert of CERES project

The meeting between head of department of informatics and applied mathematics Siarhei Parfamuk and the university’s undergraduates was held on October 30, 2015 on the theme "Participation of the Brest State Technical University in the CERES project".

Spanish exchange student: my experience in Belarus

I am Alexandra from Spain and I am going to tell you about my experience in Belarus.

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