Welcome to SimpleNet’s documentation!
SimpleNet
A simple neural network in Python
Free software: MIT
Documentation: https://n8henrie.com/simplenet
Features
Simple interface
Minimal dependencies (numpy)
Runs on Pythonista on iOS
Attempts to verify accuracy by comparing results with popular frameworks Keras and Tensorflow
Introduction
This is a simple multilayer perceptron that I decided to build as I learned a little bit about machine learning and neural networks. It doesn’t have many features.
Dependencies
Python >= 3.8
numpy
Quickstart
pip3 install simplenet
See
examples/
Development Setup
Clone the repo:
git clone https://github.com/n8henrie/simplenet && cd simplenet
Make a virtualenv:
python3 -m venv .venv
source venv/bin/activate
pip install -e .[dev]
Acknowledgements
Andrew Ng’s Coursera courses
TODO
I don’t really know any Latex, so if anybody wants to help me fill out some of the other docstrings with pretty equations, feel free. I’m also not a mathematician, so if anything doesn’t seem quite right, feel free to speak up.
Troubleshooting / FAQ
How can I install an older / specific version of SimpleNet?
Install from a tag:
pip install git+git://github.com/n8henrie/simplenet.git@v0.1.0
Install from a specific commit:
pip install git+git://github.com/n8henrie/simplenet.git@aabc123def456ghi789
Changelog
0.1.4 :: 20220-06-19
Fix README error, version bump for pypi
0.1.3 :: 20220-06-19
Update dependencies and tests to run on modern python and tensorflow
Deprecate python3.5-3.7 due to numpy dependency
Use GitHub Actions instead of Travis
Add an experimental Dockerfile for reproducibility with tests
0.1.2 :: 2017-12-12
Update initialization (now uses something like Xavier)
0.1.0 :: 2017-11-02
First release on PyPI / GitHub.