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Контроль обучения ML-моделей с использованием MLflow

Контроль обучения ML-моделей с использованием MLflow

Abstract

MLflow может быть использован для контроля процесса обучения, предоставляя возможность разработчикам сохранять и сравнивать результаты различных запусков, что в дальнейшем может быть полезно при проведении сравнительного анализа и выявления наилучшего запуска с наивысшей точностью предсказания. Он является мощным инструментом для управления ML-проектами, обеспечивая эффективность, воспроизводимость и контроль за процессом обучения.

Country
Belarus
Keywords

контроль процесса обучения, детали запуска процесса обучения, контроль обучения моделей, машинное обучение, MLflow, ML-проекты

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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