Calculation method and device applied to neural networks
A neural network and computing method technology, applied in the field of deep learning, can solve the problems of difficulty in applying miniaturized and lightweight devices, difficult to meet performance requirements, and low technical energy efficiency, so as to reduce on-chip data transmission bandwidth, reduce overhead, and improve The effect of computational efficiency
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[0042] In order to make the purpose, technical solution, design method and advantages of the present invention clearer, the present invention will be further described in detail through specific embodiments in conjunction with the accompanying drawings. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.
[0043] Typically, a neural network structure includes an input layer, multiple hidden layers, and an output layer, figure 1 A schematic diagram of the neural network model is shown, assuming Represents several nodes of a certain layer in the neural network, which are connected to the node y of the next layer. Indicates the weight of the corresponding connection, and the value of y is calculated by the function f. For example, for a convolutional neural network, its data processing process consists of multi-layer structures such as convolutional layers, pooling layers, nor...
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