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The Problems of Design and Application of Switching Neural Networks in Creation of Artificial Intelligence | IEEE Conference Publication | IEEE Xplore

The Problems of Design and Application of Switching Neural Networks in Creation of Artificial Intelligence


Abstract:

The new switching architecture of the neural networks was proposed. The switching neural networks consist of the neurons and the switchers. The goal is to reduce expenses...Show More

Abstract:

The new switching architecture of the neural networks was proposed. The switching neural networks consist of the neurons and the switchers. The goal is to reduce expenses on the artificial neural network design and training. For realization of complex models, algorithms and methods of management the neural networks of the big size are required. The number of the interconnection links “everyone with everyone” grows with the number of neurons. The training of big neural networks requires the resources of supercomputers. Time of training of neural networks also depends on the number of neurons in the network. Switching neural networks are divided into fragments connected by the switchers. Training of switcher neuron network is provided by fragments. On the basis of switching neural networks the devices of associative memory were designed with the number of neurons comparable to the human brain.
Date of Conference: 07-11 September 2020
Date Added to IEEE Xplore: 21 January 2021
ISBN Information:
Conference Location: Yaroslavl, Russia

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