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Registration Number

0224U031709, 0119U002223 , R & D reports

Title

Develop theory and methods of building high performance computing systems with distributed memory for machine learning and neural network modeling tasks.

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Head

Tulchynskyi Vadym H., Доктор фізико-математичних наук

Registration Date

06-06-2024

Organization

V.M. Glushkov Institute of Cybernetics of the National Academy of Sciences of Ukraine

Description

The goal of the work is to increase the dimensionality of models and problems machine learning through the use of computer systems with distributed memory. Increasing computing performance of systems with cluster architecture in tasks of artificial intelligence. The task of the work is to research the methods of representing super-large volumes of data, development of mathematical models and algorithms for their processing computer systems with cluster architecture, experimental performance research and development of neural network training algorithms specialized architecture of computer systems optimized for this subject area. Developed architecture of hybrid computing nodes, methods optimization of parallel training of artificial neural networks on high-performance computer systems with cluster architecture allow you to create specialized high-performance software and hardware complexes for solving modeling problems at the level of the best foreign ones analogues The CS-SDM model will be used in machine learning tasks teaching. The SCIT supercomputer is used by institutions of the National Academy of Sciences of Ukraine as the basis of the Center for collective use of equipment of the SCIT supercomputer complex of the National Academy of Sciences of Ukraine on the basis of the Institute cybernetics named after V.M. Hlushkov of the National Academy of Sciences of Ukraine, so they are implemented on it the results have already found application.

Product Description

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Bilodid Оksana O.
Bandura Oleksandr Yu.
Vdovychenko Ruslan O.
Holovynskyi Andrii L.
Hrabovskyi A. L.
Hrechko Anastasiia V.
Kolomiiets Oleksandr V.
Kravchenko Nataliia V.
Lavreniuk Serhii I.
Malenko Аndrii L.
Marʼianovych Oleh T.
Nazarenko Evhen V.
Panchenko Вorys Ye.
Rohanov Viacheslav Yu.
Rohanova Olha Yu.
Saiko Іhor M.
Tulchynskyi Vadym Н.
Tulchynskyi Petro H.
Chyrkova Іryna V.
Shishkalov Valerii P