June 2020
Intermediate to advanced
161 pages
5h 27m
English
book
Deep Learning
by Siddhartha Bhattacharyya, Vaclav Snasel, Aboul Ella Hassanien, Satadal Saha, B. K. Tripathy
Content preview from Deep Learning
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7 Backpropagation Through Time Algorithm in Temperature Prediction
Mahua Bose
Department of Computer Science and Engineering, University of Kalyani, Nadia, West Bengal, India
Kalyani Mali
Department of Computer Science and Engineering, University of Kalyani, Nadia, West Bengal, India
Abstract
In deep learning, data is transmitted through a number of layers in the feedforward network between input and output layers. In a recurrent network, data may propagate through a layer several times. Backpropagation through time (BPTT) technique is used to train recurrent networks (RNN). The underlying idea of BPTT is to transform a recurrent network into an unfolded feedforward network (multilayer network) where conventional backpropagation learning ...
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