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Derivation of Backpropagation Algorithm in Convolutional Neural Networks (CNN)

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Derivation of Backpropagation Algorithm in Convolutional Neural Networks (CNN)

Author: Nan Ke Yi Meng Ning Chen Lun @ Zhihu (Authorized) Editor: Jishi Platform Source: https://zhuanlan.zhihu.com/p/61898234 The mathematical derivation of backpropagation in multilayer perceptrons is mainly represented using mathematical formulas. In fully connected neural networks, these are not complicated, and even purely mathematical formulas are relatively easy to understand.However, convolutional neural networks are relatively more … Read more

Understanding the Mathematical Principles of Convolutional Neural Networks

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Understanding the Mathematical Principles of Convolutional Neural Networks

Click on "Xiaobai Learns Vision" above, choose to add "Star" or "Top" Heavy content delivered at the first time Author: Piotr Skalski Source: AI Youdao @ WeChat Official Account Translation: Tongye (Sun Yat-sen University), had_in (University of Electronic Science and Technology) Introduction This article adopts an image presentation approach to help everyone understand the related … Read more

Understanding Convolutional Neural Networks (CNNs)

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Understanding Convolutional Neural Networks (CNNs)

Original Content, First Publication, No Reprints In the previous article “Convolution Operation and Its Applications in Image Processing”, we detailed the important role of convolution operations in image processing. Today, I will introduce the Convolutional Neural Network, which is the most widely used in neural networks. 01 Concept and Components of CNN A Convolutional Neural … Read more

Comprehensive Explanation of CNN Convolutional Neural Networks

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Comprehensive Explanation of CNN Convolutional Neural Networks

Follow “Deep Learning Natural Language Processing” to learn and grow together! Bookmark us to get more valuable content first-hand. Author: Yun Bu Jian Link: https://blog.csdn.net/Walk_OnTheRoad/article/details/108048101 Editor: Wang Meng, City University of Macau (Deep Learning Community) This note is based on the key knowledge summary from the book “Introduction to Deep Learning”.. Continuing from the notes … Read more