https://github.com/sql-hkr/syna

Syna is a lightweight machine learning framework inspired by DeZero.
https://github.com/sql-hkr/syna

framework machine-learning reinforcement-learning

Last synced: 6 months ago
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Syna is a lightweight machine learning framework inspired by DeZero.

• Host: GitHub
• URL: https://github.com/sql-hkr/syna
• Owner: sql-hkr
• License: mit
• Created: 2025-10-06T13:17:50.000Z (6 months ago)
• Default Branch: main
• Last Pushed: 2025-10-07T14:03:31.000Z (6 months ago)
• Last Synced: 2025-10-07T15:37:22.525Z (6 months ago)
• Topics: framework, machine-learning, reinforcement-learning
• Language: Python
• Homepage:
• Size: 48.8 KB
• Stars: 0
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Syna

![GitHub Release](https://img.shields.io/github/v/release/sql-hkr/syna)

![GitHub License](https://img.shields.io/github/license/sql-hkr/syna)

![GitHub Actions Workflow Status](https://img.shields.io/github/actions/workflow/status/sql-hkr/syna/ci.yml?label=CI)

Syna is a lightweight machine learning framework inspired by [DeZero](https://github.com/oreilly-japan/deep-learning-from-scratch-3). Built from scratch using only NumPy, it follows a define-by-run (dynamic computation graph) approach and includes a basic reinforcement learning framework.

Unlike most frameworks that implement reinforcement learning as a separate library, Syna provides everything in a single library.

Designed for beginners and researchers, Syna helps you learn the fundamentals of machine learning and the inner workings of frameworks like [PyTorch](https://github.com/pytorch/pytorch). Performance is not the focus, and GPU support is intentionally omitted to keep the code simple and easy to understand.

## Installation

```bash

git clone https://github.com/sql-hkr/syna.git

cd syna

uv venv

source .venv/bin/activate

uv sync

```

## License

Syna is licensed under the MIT License. See [LICENSE](LICENSE) for details.