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Дмитро Новак

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Open access Sep 2026

ARCHITECTURAL PATTERNS FOR SOFTWARE DESIGN OF INTELLIGENT SYSTEMS

Results indicate that separating concerns across the proposed four layers reduces the coupling between data-science experimentation and production software engineering, improves deployment reproducibility, and provides an explicit, empirically bounded mechanism for continuous training that keeps deployed models aligned...

Oleksandr Panasiuk, Дмитро Новак · 0 citations

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