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README.MD

简述

  1. 本项目期望build一个较小的简单model,并用少量图片训练,来看weight的变化。
  2. 本项目用到了quiver可视化库(安装方法见下面作者录制的视频资料)。
  3. model及参数计算: layer_analyse.md

资料

(说明:部分资料来源于网络,如果有LICENSE等问题,请联系我们)

  1. keras source code:https://github.com/fchollet/keras/blob/master/keras/engine/topology.py
  2. keras chinese userguide:http://keras-cn.readthedocs.io/en/latest/getting_started/functional_API/
  3. How to install keras-sequential-ascii: pip cmd: pip install git+git://github.com/stared/keras-sequential-ascii.git source codes: https://github.com/stared/keras-sequential-ascii
  4. How to install quiver for CNN visualize, please see my simple demo from below: name:quiver_engine_install_demo-by-taichu.swf video:https://pan.baidu.com/s/1mi5S59e (free and valid forever depends on pan.baidu)

TODO

  1. TODO:Try to use layer class in keras, which has function "get_output_at(node_index),get_output_shape_at(node_index),.."
  2. TODO:计划增强开源库keras_sequential_ascii的输出,自动计算神经元个数和参数个数及计算过程;
  3. TODO: 增加HelloModel项目的矩阵内容输出,用简单的小量数据来观察计算过程及矩阵数据变化;
  4. TODO:利用本项目来测试自定义层layer的前向和后向效果(比如开发一个dropout层,带有阶梯聚类和阈值清空的功能);

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