TesnsorFlow后端,CPU训练

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我们一般用深度学习做图片分类的入门教材都是MNIST或者CIFAR-10,因为数据都是别人准备好的,有的甚至是一个函数就把所有数据都load进来了,所以跑起来都很简单,但是跑完了,好像自己还没掌握图片分类的完整流程,因为他们没有经历数据处理的阶段,所以谈不上走过一遍深度学习的分类实现过程。今天我想给大家分享两个比较贴近实际的分类项目,从数据分析和处理说起,以Keras为工具,彻底掌握图像分类任务。

这两个分类项目就是:交通标志分类和票据分类。交通标志分类在无人驾驶或者与交通相关项目都有应用,而票据分类任务就更加贴切生活了,同时该项目也是我现在做的一个大项目中的子任务。这两个分类任务都是很贴近实际的练手好项目,希望经过这两个实际任务可以掌握好Keras这个工具,并且搭建一个用于图像分类的通用框架,以后做其他图像分类项目也可以得心应手。

先说配置环境:

  1. Python 3.5
  2. Keras==2.0.1,TesnsorFlow后端,CPU训练

 

 

 

 

 

 

 

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