{"id":14977844,"url":"https://github.com/n8henrie/simplenet","last_synced_at":"2025-10-28T07:30:28.145Z","repository":{"id":39738801,"uuid":"105579474","full_name":"n8henrie/simplenet","owner":"n8henrie","description":"A simple neural network in Python","archived":false,"fork":false,"pushed_at":"2023-02-04T03:16:34.000Z","size":71,"stargazers_count":3,"open_issues_count":0,"forks_count":2,"subscribers_count":3,"default_branch":"master","last_synced_at":"2024-09-29T00:22:57.870Z","etag":null,"topics":["machine-learning","neural-network","numpy","pythonista"],"latest_commit_sha":null,"homepage":"https://n8henrie.com","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/n8henrie.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":".github/CONTRIBUTING.md","funding":".github/FUNDING.yml","license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null},"funding":{"github":["n8henrie"],"custom":["https://n8henrie.com/donate"],"patreon":null,"open_collective":null,"ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null}},"created_at":"2017-10-02T20:06:20.000Z","updated_at":"2023-05-02T20:51:27.000Z","dependencies_parsed_at":"2023-02-18T13:30:27.732Z","dependency_job_id":null,"html_url":"https://github.com/n8henrie/simplenet","commit_stats":null,"previous_names":[],"tags_count":4,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/n8henrie%2Fsimplenet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/n8henrie%2Fsimplenet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/n8henrie%2Fsimplenet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/n8henrie%2Fsimplenet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/n8henrie","download_url":"https://codeload.github.com/n8henrie/simplenet/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":219860002,"owners_count":16556030,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["machine-learning","neural-network","numpy","pythonista"],"created_at":"2024-09-24T13:56:25.706Z","updated_at":"2025-10-28T07:30:22.792Z","avatar_url":"https://github.com/n8henrie.png","language":"Python","funding_links":["https://github.com/sponsors/n8henrie","https://n8henrie.com/donate"],"categories":[],"sub_categories":[],"readme":"# SimpleNet\n\nmaster: [![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)\n\u003c!-- dev: [![dev branch build status](https://github.com/n8henrie/simplenet/actions/workflows/python-package.yml/badge.svg?branch=dev)](https://github.com/n8henrie/simplenet/actions/workflows/python-package.yml) --\u003e\n\nA simple neural network in Python\n\n- Free software: MIT\n- Documentation: \u003chttps://n8henrie.com/simplenet\u003e\n\n## Features\n\n- Simple interface\n- Minimal dependencies (numpy)\n- Runs on Pythonista on iOS\n- Attempts to verify accuracy by comparing results with popular frameworks\n  Keras and Tensorflow\n\n## Introduction\n\nThis is a simple multilayer perceptron that I decided to build as I learned a\nlittle bit about machine learning and neural networks. It doesn't have many\nfeatures.\n\n## Dependencies\n\n- Python \u003e= 3.8\n- numpy\n\n## Quickstart\n\n1. `pip3 install simplenet`\n1. See `examples/`\n\n### Development Setup\n\n1. Clone the repo: `git clone https://github.com/n8henrie/simplenet \u0026\u0026 cd\n   simplenet`\n1. Make a virtualenv: `python3 -m venv .venv`\n1. `source venv/bin/activate`\n1. `pip install -e .[dev]`\n\n## Acknowledgements\n\n- Andrew Ng's Coursera courses\n\n## TODO\n\nI don't really know any Latex, so if anybody wants to help me fill out some of\nthe other docstrings with pretty equations, feel free. I'm also not a\nmathematician, so if anything doesn't seem quite right, feel free to speak up.\n\n## Troubleshooting / FAQ\n\n- How can I install an older / specific version of SimpleNet?\n    - Install from a tag:\n        - pip install git+git://github.com/n8henrie/simplenet.git@v0.1.0\n    - Install from a specific commit:\n        - pip install git+git://github.com/n8henrie/simplenet.git@aabc123def456ghi789\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fn8henrie%2Fsimplenet","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fn8henrie%2Fsimplenet","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fn8henrie%2Fsimplenet/lists"}