Readme for Tensorflow modules for Convolutional Neural Networks

• Final update: 2018 Mar
• All right reserved @ Jaewook Kang 2017-2018

About

Compiler/Interface Dependencies

• Tensorflow >=1.4
• Python2 <= 2.7.12
• Python3 <= 3.6.0

Components

• cnn_layer_modules.py: CNN layer Tensorflow module

  • class PoolingLayer
  • class Conv2dLayer
  • class FcLayer

• inception_modules.py : Inception Tensorflow module

• tfmodoel_lenet5.py: LeNet5 Tensorlfow model implementation

• mnist_data_loader.py:

Tflite Conversion

All the codes in this repository is convertable to tflite format. Note that for tflite conversion, only a limited number of Tensorflow ops are allowed for your implementation.

• For please see this documentation
• otherwise directly go to Google documentation.

Feedback

• Issues: report issues, bugs, and request new features
• Pull request
• Email: jwkang10@gmail.com

License

• Apach License 2.0

Authors information

• Jaewook Kang Ph.D.
• Personal website: link
• Facebook : link
• Linkedin : link

Code References

• Basic CNN modules

  • https://github.com/tensorflow/models/blob/master/tutorials/image/mnist/convolutional.py
  • https://github.com/sujaybabruwad/LeNet-in-Tensorflow/blob/master/LeNet-Lab.ipynb

• Inception modules

  • TF slim implementation