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On our channel you can find the examples of various intelligent data processing and computer vision algorithms for solving applied problems. The developed algorithms us artificial neural networks, including deep and convolutional architectures. Segmentation methods under model management are used as preliminary data processing methods. Post-processing includes the use of hidden Markov models for making decision on competing hypotheses with support (additional data on solutions compatibility). The represented algorithms can be used for automatic search, counting and recognition of object types, analysis of movement and condition of the objects in various fields of industry, security, environmental monitoring, flaw detection, etc.