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主题

纯Python,无框架,手搭Lenet5卷积神经网络

概述

只通过Python和numpy库,从数学推Lenet5中的全连接层,卷积层,激活函数,优化函数。搭建Lenet5卷积神经网络,在手写字符识别上应用
视频地址: https://www.bilibili.com/video/BV1Dy4y1m7Y9

参考资料

斋藤康毅 陆宇杰 《深度学习入门 基于Python的理论与实现》
深度学习中优化方法
https://blog.csdn.net/u012328159/article/details/80311892
卷积实现之im2col算法
https://blog.csdn.net/m0_38065572/article/details/104709433
Batch Normalization及其反向传播
https://zhuanlan.zhihu.com/p/45614576

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