首页 > 其他分享 >How to determine the correct number of epoch during neural network training? 如何确定Epoch

How to determine the correct number of epoch during neural network training? 如何确定Epoch

时间:2023-11-02 11:02:26浏览次数:41  
标签:training network number epoch epochs Epoch error validation

 

The number of epochs is not that significant. More important is the the validation and training error. As long as it keeps dropping training should continue. For instance, if the validation error starts increasing that might be a indication of overfitting.

Just to be clear, an epoch is one learning cycle where the learner sees the whole training data set. If you have two batches, the learner needs to go through two iterations for one epoch.

 

If you have enough data, you can try Early Stopping method: divide data in three data sets, training, validation and evaluation. Train each network along a sufficient number of epochs to see the training Mean Squared Error to be stuck in a minimum.

This approach can be applied also with regularization methods and k-fold cross validation.

 

 

You can follow the "elbow method". The basic idea is that, let's say your priority is the loss function. Then, make a line plot of your loss function vs the number of epochs. As soon as the slope of your line drops dramatically (to almost zero) that point is called an elbow point.

 

 

 

Well, the correct answer is the number of epochs is not that significant. more important is the validation and training error. As long as these two error keeps dropping, training should continue.

For instance, if the validation error starts increasing that might be an indication of overfitting.

You should set the number of epochs as high as possible and terminate the training when validation error start increasing。

How to determine the correct number of epoch during neural network training? 如何确定Epoch_ide

 

 

 

 

REF

https://www.researchgate.net/post/How_to_determine_the_correct_number_of_epoch_during_neural_network_training

https://www.researchgate.net/post/How_does_one_choose_optimal_number_of_epochs

https://medium.com/@upendravijay2/what-is-epoch-and-how-to-choose-the-correct-number-of-epoch-d170656adaaf

 



标签:training,network,number,epoch,epochs,Epoch,error,validation
From: https://blog.51cto.com/emanlee/8142608

相关文章

  • 深度学习训练模型中的 Epoch,Batchsize,Iterations
    GOODPOSThttps://towardsdatascience.com/epoch-vs-iterations-vs-batch-size-4dfb9c7ce9c9 Epoch /ˈiːpɒk/ 美 n.时代,纪元;值得纪念的事件(或日期);世(地质年代,纪下分世);历元复数epochs 当一个完整的数据集通过了神经网络一次并且返回了一次,这个过程称为一次Epoch。所有训练......
  • network提示use --host to expose
    项目运行之后,想要通过局域网ip访问项目,无法访问:查了一下问题,没有配置netWork,在vite.config.ts如下配置,就可以了server:{host:'0.0.0.0'} 有问题欢迎交流!!! ......
  • Convolutional neural network (CNN)–extreme learning machine (ELM)
    1.介绍论文:(2020)Neuralnetworksforfacialageestimation:asurveyonrecentadvances.地址:http://link.springer.com/article/10.1007/s10462-019-09765-w针对问题:软生物识别技术在现实世界中的应用日益增多,已成为研究人员感兴趣的一个新领域。它包括对年龄、性别、伤疤、......
  • Graph Neural Networks with Adaptive Residual
    目录概符号说明AirGNN代码LiuX.,DingJ.,JinW.,XuH.,MaY.,LiuZ.andTangJ.Graphneuralnetworkswithadaptiveresidual.NIPS,2021.概基于UGNN框架的一个更加鲁棒的改进.符号说明\(\mathbf{A}\in\mathbb{R}^{n\timesn}\),邻接矩阵;\(\mathbf{D}......
  • Is Homophily a Necessity for Graph Neural Networks?
    目录概MaY.,LiuX.,ShahN.andTangJ.Ishomophilyanecessityforgraphneuralnetworks?ICLR,2022.概探究Homophily假设(即相互连接的结点相似)对于GCN发挥效果是否是必须的.结论是如果图中的同一类的结点具有相似的邻居的分布,则Homophily不是必须的......
  • 单细胞测序 基因调控网络 Gene regulatory networks
    单细胞测序基因调控网络Generegulatorynetworks基因不是独立发挥作用的。相反,基因的表达水平是由与其他基因和小分子之间的复杂调控决定的。揭示这些调控作用是基因调控网络(GRN)推断方法的目标(SCENIC|从单细胞数据推断基因调控网络和细胞类型)。基因调控网络推断是基于对基因共......
  • 【CVPR2023】Learning A Sparse Transformer Network for Effective Image Deraining
    论文:https://readpaper.com/paper/4736105248993591297代码:https://github.com/cschenxiang/DRSformerTransformer模型通常使用标准的QKV三件套进行计算,但是部分来自K的token与来自Q的token并不相关,如果仍然对这些token进行特征聚合计算会影响图像修复的性能。......
  • centos7.9重启网卡提示Failed to start LSB: Bring up/down networking.
    前几天给一台机器状态centos7.9系统,设备有2个网口,今天重启网卡一直失败,查看network状态,怀疑是eth0网卡有问题查看eth0的网卡配置,发现是eth0网卡的BOOTPROTO=dhcp,且ONBOOT=yes,但eth0网口没插网线,这导致重启网卡时,一直重启eth0,但是没插网线一直失败。解决方案:把eth0网卡的ONB......
  • 华为最高学术成果发表 —— 《Nature》正刊发表论文《Accurate medium-range global w
          论文《Accuratemedium-rangeglobalweatherforecastingwith3Dneuralnetworks》的《Nature》地址:https://www.nature.com/articles/s41586-023-06185-3.pdf   论文的代码地址:https://github.com/198808xc/Pangu-Weather   这篇论文可以......
  • 关于 Chrome 开发者工具 Network 面板里观察到的 net ERR_CERT_AUTHORITY_INVALID 错
    我在Chrome访问一个网站时,在Chrome开发者工具Network面板里观察到的netERR_CERT_AUTHORITY_INVALID错误:net::ERR_CERT_AUTHORITY_INVALID这种错误通常会在你试图访问的网站的SSL证书存在问题时出现。SSL(SecureSocketLayer)证书用于建立用户和网站服务器之间的安......