Backpropagation based on TensorFlow

This paper mainly introduces the methods and processes of backpropagation. First, the principle of a single neuron is introduced. Emphasis is placed on the concepts of weights, biases, gradients in calculations, and the chain rule. The final result is achieved through programming on a computer with a specific case. Secondly, the working principle of forward propagation is introduced, and a diagram of a three - layer neural network is output through hands - on operation on a computer. Finally, the working principle and calculation process of backpropagation are emphasized. The backpropagation case is implemented on a computer with an actual case, and the correct result is output.

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Publication Details

Published
2025-05-09
DOI
https://doi.org/10.1117/12.3067196
Primary Topic
Advanced Computing and Algorithms
Type
article
Field-Weighted Citation Impact
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article

Backpropagation based on TensorFlow

Yan Yao, Qi Shen, Xichun Jiang
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Advanced Computing and Algorithms
article

Backpropagation based on TensorFlow

Yan Yao, Qi Shen, Xichun Jiang
article en

Abstract

This paper mainly introduces the methods and processes of backpropagation. First, the principle of a single neuron is introduced. Emphasis is placed on the concepts of weights, biases, gradients in calculations, and the chain rule. The final result is achieved through programming on a computer with a specific case. Secondly, the working principle of forward propagation is introduced, and a diagram of a three - layer neural network is output through hands - on operation on a computer. Finally, the working principle and calculation process of backpropagation are emphasized. The backpropagation case is implemented on a computer with an actual case, and the correct result is output.

Heihe University (CN)
Openalex Percentile: Top 87%
Advanced Computing and Algorithms
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