https://github.com/tmulc18/highwaynetworks

TensorFlow implementation of Highway Networks
https://github.com/tmulc18/highwaynetworks

Last synced: about 2 months ago
JSON representation

TensorFlow implementation of Highway Networks

• Host: GitHub
• URL: https://github.com/tmulc18/highwaynetworks
• Owner: tmulc18
• License: mit
• Created: 2017-08-15T03:08:51.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2017-08-16T05:14:28.000Z (over 7 years ago)
• Last Synced: 2024-10-29T21:10:10.576Z (3 months ago)
• Language: Jupyter Notebook
• Size: 849 KB
• Stars: 2
• Watchers: 4
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
# Highway Networks

TensorFlow implementation of [Highway Networks](https://arxiv.org/abs/1505.00387). These networks shown to allow training with deeper architectures than traditional networks. 



## Data

All evaluations were done using MNIST which can be downloaded from [here](https://pjreddie.com/projects/mnist-in-csv/)

The data should be structured like

```

--HighwayNetworks

    --Data

        --MNIST

            --mnist_train.csv

            --mnist_test.csv

```

## Repository Information

*  `Highway Networks Demo.ipynb` notebook that shows how the networks is constructed.

*  `Plain vs Highway.ipynb` flexible notebook that compares plain networks with highway networks

*  `utils.py` data processing functions

*  `modules.py` helper functions for building networks

*  `models.py` builds networks