СoCalc as a Learning Tool for Neural Network Simulation in the Special Course “Foundations of Mathematic Informatics”

- Markova, Oksana (orcid.org/0000-0002-5236-6640), Semerikov, Serhiy O. (orcid.org/0000-0003-0789-0272) and Popel, M.V. (orcid.org/0000-0002-8087-962X) (2018) СoCalc as a Learning Tool for Neural Network Simulation in the Special Course “Foundations of Mathematic Informatics” Informational Technologies in Education, 3 (36). pp. 58-70. ISSN 1998-6939

[img]
Preview
Text
058-070.pdf

Download (1MB) | Preview

Abstract

The role of neural network modeling in the learning сontent of special course “Foundations of Mathematic Informatics” was discussed. The course was developed for the students of technical universities –future IT-specialists and directed to breaking thegap between theoretic computer science and it’s applied applications: software, system and computing engineering. CoCalc was justified as a learning tool of mathematical informatics in general and neural network modeling in particular. The elements of technique of using CoCalc at studying topic “Neural network and pattern recognition” of the special course “Foundations of Mathematic Informatics” are shown. The program code was presented in a CofeeScript language, which implements the basic components of artificial neural network: neurons, synaptic connections, functions of activations (tangential, sigmoid, stepped) and their derivatives, methods of calculating the network`s weights, etc. The features of the Kolmogorov’s theorem application were discussed for determination the architecture of multilayer neural networks. The implementation of the disjunctive logical element and approximation of an arbitrary function using a three-layer neural network were given as an examples. According to the simulation results, a conclusion was made as for the limits of the use of constructed networks, in which they retain their adequacy. The framework topics of individual research of the artificial neural networks is proposed.

Item Type: Article
Keywords: CoCalc, cloud technologies, neural network simulation, foundations of mathematical informatics
Subjects: Science and knowledge. Organization. Computer science. Information. Documentation. Librarianship. Institutions. Publications > 00 Prolegomena. Fundamentals of knowledge and culture. Propaedeutics > 004 Computer science and technology. Computing. Data processing > 004.4 Software
Science and knowledge. Organization. Computer science. Information. Documentation. Librarianship. Institutions. Publications > 00 Prolegomena. Fundamentals of knowledge and culture. Propaedeutics > 004 Computer science and technology. Computing. Data processing > 004.9 ІКТ ( Application-oriented computer-based techniques )
Science and knowledge. Organization. Computer science. Information. Documentation. Librarianship. Institutions. Publications > 3 Social Sciences > 37 Education > 378 Higher education. Universities. Academic study
Divisions: Information Technologies and Learning Tools > Department of the Cloud-Вased Systems of ICT in Education
Depositing User: с.н.с. Майя Володимирівна Мар'єнко (Попель)
Date Deposited: 06 Nov 2018 09:36
Last Modified: 01 Feb 2019 01:18
URI: http://lib.iitta.gov.ua/id/eprint/712237

Downloads

Downloads per month over past year

Actions (login required)

View Item View Item