https://github.com/n8henrie/simplenet

A simple neural network in Python
https://github.com/n8henrie/simplenet

machine-learning neural-network numpy pythonista

Last synced: 3 months ago
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A simple neural network in Python

• Host: GitHub
• URL: https://github.com/n8henrie/simplenet
• Owner: n8henrie
• License: mit
• Created: 2017-10-02T20:06:20.000Z (about 7 years ago)
• Default Branch: master
• Last Pushed: 2023-02-04T03:16:34.000Z (almost 2 years ago)
• Last Synced: 2024-09-29T00:22:57.870Z (3 months ago)
• Topics: machine-learning, neural-network, numpy, pythonista
• Language: Python
• Homepage: https://n8henrie.com
• Size: 69.3 KB
• Stars: 3
• Watchers: 3
• Forks: 2
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • Changelog: CHANGELOG.md
  • Contributing: .github/CONTRIBUTING.md
  • Funding: .github/FUNDING.yml
  • License: LICENSE

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README

        
# SimpleNet

master: [![master branch build status](https://github.com/n8henrie/simplenet/actions/workflows/python-package.yml/badge.svg?branch=master)](https://github.com/n8henrie/simplenet/actions/workflows/python-package.yml)

A simple neural network in Python

- Free software: MIT

- Documentation: 

## 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

1. `pip3 install simplenet`

1. See `examples/`

### Development Setup

1. Clone the repo: `git clone https://github.com/n8henrie/simplenet && cd

   simplenet`

1. Make a virtualenv: `python3 -m venv .venv`

1. `source venv/bin/activate`

1. `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/[email protected]

    - Install from a specific commit:

        - pip install git+git://github.com/n8henrie/simplenet.git@aabc123def456ghi789