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Modern architectures of computing systems have disadvantages that hinder their further development, this leads to the need to create devices based on new architectures. In our work we have created, modeled and trained a non-volatile computing device based on the principles of the brain. This work shows the possibility of creating fundamentally new devices based on semiconductor metal oxides using their optical properties.