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Explore the fundamentals of neural networks in this comprehensive Ukrainian-language lecture presented at the Bogolyubov Institute for Theoretical Physics colloquium, focusing on the 2024 Nobel Prize in Physics. During this nearly two-hour presentation, delve into the essential principles and mechanisms that govern neural network operations, gaining valuable insights into this cutting-edge field of computational science and artificial intelligence.