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title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Development of a machine prediction model for predicting the execution time of tasks on a supercomputer computing cluster
Creators: name: ÐÑÑÐ°ÑÐ¾Ð², ÐÐ¸ÑÐ°Ð¸Ð»
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2023
Subjects: Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
ÑÑÐ¿ÐµÑÐºÐ¾Ð¼Ð¿ÑÑÑÐµÑÐ½ÑÐ¹ Ð²ÑÑÐ¸ÑÐ»Ð¸ÑÐµÐ»ÑÐ½ÑÐ¹ ÐºÐ»Ð°ÑÑÐµÑ
Ð²ÑÐµÐ¼Ñ Ð²ÑÐ¿Ð¾Ð»Ð½ÐµÐ½Ð¸Ñ Ð·Ð°Ð´Ð°Ñ
Ð¿ÑÐµÐ´ÑÐºÐ°Ð·Ð°Ð½Ð¸Ðµ
Ð¼Ð¾Ð´ÐµÐ»Ñ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ
Ð°Ð½Ð°Ð»Ð¸Ð· Ð´Ð°Ð½Ð½ÑÑ
ÑÐµÐ³ÑÐµÑÑÐ¸Ð¾Ð½Ð½Ð°Ñ Ð¼Ð¾Ð´ÐµÐ»Ñ
machine learning
supercomputer computing cluster
task time
prediction
machine learning model
data analysis
regression model

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description: Theme of the final qualification work: "Development of a machine prediction model for predicting the execution time of tasks on a supercomputer computing cluster." Subject of research: methods and algorithms for predicting the execution time of tasks on high-performance computing tools using machine learning models. Purpose: increasing the efficiency of high-performance computing systems by developing and algorithmizing task execution time prediction using machine learning models. To perform validation of machine learning and artificial intelligence methods. The main results of the study. Algorithms for predicting the execution time of tasks on high-performance computers using various machine learning models have been developed and tested. The income analysis was carried out, the results and forecasts of the development of this area of research were revealed. Ideas for the construction of algorithms for calculations have been developed. The scope of the results: use in high-performance computing resources, where optimization of task execution processes is required; application in combination with the processing of large amounts of data and the use of high-performance computing systems.