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Research Guide: Pruning Techniques for Neural Networks

Research Guide: Pruning Techniques for Neural Networks 2019-11-15 20:16:54 Original: https://heartbeat.fritz.ai/research-guide-pruning-techniques-for-neural-networks-d9b8440ab10d Pruning is a technique in deep learning that aids in the development of…

（转）A Beginner's Guide To Understanding Convolutional Neural Networks Part 2

Adit Deshpande CS Undergrad at UCLA ('19) Blog About A Beginner's Guide To Understanding Convolutional Neural Networks Part 2 Introduction Link to Part 1 In this post, we’ll go into a lot more of the specifics of ConvNets. Disclaimer: Now, I do reali…

A Beginner's Guide To Understanding Convolutional Neural Networks(转)

A Beginner's Guide To Understanding Convolutional Neural Networks Introduction Convolutional neural networks. Sounds like a weird combination of biology and math with a little CS sprinkled in, but these networks have been some of the most influential…

（转）A Beginner's Guide To Understanding Convolutional Neural Networks

Adit Deshpande CS Undergrad at UCLA ('19) Blog About A Beginner's Guide To Understanding Convolutional Neural Networks Introduction Convolutional neural networks. Sounds like a weird combination of biology and math with a little CS sprinkled in, but…

A Beginner's Guide To Understanding Convolutional Neural Networks Part One （CNN）笔记

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论文笔记——Data-free Parameter Pruning for Deep Neural Networks

论文地址:https://arxiv.org/abs/1507.06149 1. 主要思想 权值矩阵对应的两列i,j,如果差异很小或者说没有差异的话,就把j列与i列上(合并,也就是去掉j列),然后在下一层中把第j行的权值累加在第i像. 这个过程就想象一下隐藏层中少一个单元,对权值矩阵的影响. 整体思想还是考虑权值矩阵中列的相似性,有点类似于聚类. 然后作者给出了一种计算相似性的方法. 2. 原理 假设一个隐藏层,一个输出单元,那么网络表达式如下: 我们可以看到下面这个图:如果两个权值集合W1和W…

提高神经网络的学习方式Improving the way neural networks learn

When a golf player is first learning to play golf, they usually spend most of their time developing a basic swing. Only gradually do they develop other shots, learning to chip, draw and fade the ball, building on and modifying their basic swing. In a…

[转]An Intuitive Explanation of Convolutional Neural Networks

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An Intuitive Explanation of Convolutional Neural Networks

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一目了然卷积神经网络 - An Intuitive Explanation of Convolutional Neural Networks

An Intuitive Explanation of Convolutional Neural Networks 原文地址:https://ujjwalkarn.me/2016/08/11/intuitive-explanation-convnets/comment-page-4/?unapproved=31867&moderation-hash=1ac28e426bc9919dc1a295563f9c60ae#comment-31867 一.什么是卷积神经网络.为什么卷积神经网络很重要? 卷…