Implementace MLOps do společnosti

This master's thesis focuses on the design, implementation, and verification of an MLOps system within a small enterprise environment. The primary objective is to create a minimum viable product of a medium-maturity MLOps system designed to serve recommender models. The starting point of the thesis is a literature review of the current state of the art, followed by an analysis of the original solution and the identification of its shortcomings. Based on these findings, a set of requirements is established, which directly drives the design of the new system architecture. This architecture is subsequently implemented, with the source code included as a part of the thesis. Ultimately, the developed solution is verified through user, acceptance, and load testing. Practical implications are synthesized from each phase of the development and implementation process, offering insights that can be generalized and applied in similar business contexts. The main output of this thesis is a complete system architecture design, accompanied by the source code for the infrastructure and its individual components.