A reconfigurable deep belief network implementation system
A deep belief network and implementation system technology, applied in the field of deep belief network implementation system, can solve the problems of inability to balance performance and flexibility, few efficient and flexible deep belief network implementation systems, etc., to achieve good practical application value and low computational complexity high-speed, low-hardware-overhead effect
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[0040] The solution of the present invention will be described in detail below in conjunction with the accompanying drawings.
[0041]The reconfigurable deep belief network implementation system of the present invention is composed of a control unit, a restricted Boltzmann machine, a parameter update unit, and a data temporary storage unit, such as figure 1 shown.
[0042] Control unit, read including the number of network layers L, the number of nodes in each layer N i , the type of algorithm to be executed (training / reasoning), the configuration information including the number of currently visited layers t and the training status of the current layer, the operation flow of the deep belief network algorithm is controlled through the finite state machine, and the multiplexing restricted Boltzmann machine , gating the parameter updating unit to realize two algorithms of training and reasoning.
[0043] The restricted Boltzmann machine is used to calculate the activation prob...
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