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https://github.com/ai-glimpse/toyml

ToyML: Machine Learning from Scratch
https://github.com/ai-glimpse/toyml

classification clustering machine-learning machine-learning-algorithms python

Last synced: 2 months ago
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ToyML: Machine Learning from Scratch

Host: GitHub
URL: https://github.com/ai-glimpse/toyml
Owner: ai-glimpse
License: apache-2.0
Created: 2020-05-05T08:24:20.000Z (over 4 years ago)
Default Branch: master
Last Pushed: 2024-08-30T05:28:55.000Z (3 months ago)
Last Synced: 2024-08-30T05:57:37.973Z (3 months ago)
Topics: classification, clustering, machine-learning, machine-learning-algorithms, python
Language: Python
Homepage: https://ai-glimpse.github.io/toyml/
Size: 5.91 MB
Stars: 2
Watchers: 2
Forks: 0
Open Issues: 3
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- License: LICENSE

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README

        # ToyML: Machine Learning from Scratch

[![Python](https://img.shields.io/badge/Python-3.10,%203.11,%203.12,%203.13-blue)](https://devguide.python.org/versions/)

[![PyPI](https://badge.fury.io/py/toyml.svg)](https://pypi.org/project/toyml/)

![Codecov](https://codecov.io/gh/ai-glimpse/toyml/branch/master/graph/badge.svg)

[![Build Docs](https://github.com/ai-glimpse/toyml/actions/workflows/build_docs.yml/badge.svg)](https://github.com/ai-glimpse/toyml/actions/workflows/build_docs.yml)

[![Test](https://github.com/ai-glimpse/toyml/actions/workflows/test.yml/badge.svg)](https://github.com/ai-glimpse/toyml/actions/workflows/test.yml)

[//]: # (![GitHub License](https://img.shields.io/github/license/ai-glimpse/toyml))

[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)

[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)

[![Imports: isort](https://img.shields.io/badge/%20imports-isort-%231674b1?style=flat&labelColor=ef8336)](https://pycqa.github.io/isort/)

[![Checked with mypy](https://www.mypy-lang.org/static/mypy_badge.svg)](https://mypy-lang.org/)

[![pre-commit](https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit)](https://github.com/pre-commit/pre-commit)

![Waka Time](https://wakatime.com/badge/user/b1a6ec36-190a-4135-b888-17ab5663e841/project/250b9a9d-dd00-432d-b69f-041d1611b5b6.svg)

There are machine learning algorithms implemented from scratch.

Let's learn machine learning with simple toy code.

## Installation

```bash

pip install toyml

```

## Links

- Documentation: [https://ai-glimpse.github.io/toyml/](https://ai-glimpse.github.io/toyml/)

- PyPi: [https://pypi.org/project/toyml/](https://pypi.org/project/toyml/)

- Changelog: [https://ai-glimpse.github.io/toyml/CHANGELOG/](https://ai-glimpse.github.io/toyml/CHANGELOG/)

## RoadMap

- [x] Clustering: DBSCAN, Hierarchical(Agnes&Diana), Kmeans

- [x] Classification: KNN

- [x] Ensemble: Boosting(AdaBoost)

- [ ] Classification: NaiveBayes, DecisionTree, SVM

- [ ] Association Analysis: Apriori

- [ ] Ensemble: GBDT