https://github.com/uiur/nn

neural networks from scratch
https://github.com/uiur/nn

Last synced: about 1 month ago
JSON representation

neural networks from scratch

• Host: GitHub
• URL: https://github.com/uiur/nn
• Owner: uiur
• Created: 2016-07-25T05:01:46.000Z (over 8 years ago)
• Default Branch: master
• Last Pushed: 2016-07-27T15:37:14.000Z (over 8 years ago)
• Last Synced: 2024-10-12T19:30:59.625Z (3 months ago)
• Language: Python
• Homepage:
• Size: 15.8 MB
• Stars: 4
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# neural networks from scratch

some implementations of neural networks using numpy.

The motivation is to understand neural networks. It's not practical, but lots of fun.

The code has implementations of multilayer perceptron, convolutional neural network and other techniques.

To run a mnist example:

```sh

PYTHONPATH=. python examples/mnist.py

PYTHONPATH=. python examples/mnist_cnn.py # slow

```

## References

[Neural Networks and Deep Learning](http://neuralnetworksanddeeplearning.com/)

[Deep Learning](http://www.deeplearningbook.org/)

[CS231n: Convolutional Neural Networks for Visual Recognition](http://cs231n.github.io/)

[Keras](http://keras.io/)