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This bachelor's thesis entitled "3D Visualization and Deep Learning in Maps of the Stable Cadastre of Bohemia" is devoted to several goals. The first one is to get acquainted with a stable cadastral map and deep learning. These terms are characterised and their meaning and other requisites are explained. Another aim of this thesis is to present the overall description of the monitored area and to cover its fundamental characteristics, historical development, physical-geographical aspects, population, settlements and a selected municipality. It also introduces the workflow of completing the practical part, which deals with the 2D and 3D visualizations of selected parts of the village of Nová Ves by Klikov, the Czech Republic. These visualisations are created on the basis of the original maps of the stable cadastre from 1827, and are made in ArcGIS Pro. Furthermore, the practical part of this thesis indicates possible practical use of these visualizations, maps of stable cadastre and deep learning.