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| title: TinyModels | |
| emoji: ⚡ | |
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| license: mit | |
| <p align="center"> | |
| <img src="https://readme-typing-svg.demolab.com?font=Space+Grotesk&weight=700&size=27&pause=3500&color=8B5CF6¢er=true&vCenter=true&width=720&lines=TinyModels;Small+Models.+Big+Ideas.;Built+to+Stay+Tiny." /> | |
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| <img | |
| src="https://huggingface.co/spaces/TinyModels/README/resolve/main/Com%20logo.png" | |
| width="1000" | |
| /> | |
| </p> | |
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| <img src="https://img.shields.io/badge/Open-Source-06B6D4?style=for-the-badge"> | |
| <img src="https://img.shields.io/badge/Small-Models-8B5CF6?style=for-the-badge"> | |
| <img src="https://img.shields.io/badge/Built%20With-HuggingFace-FFD21E?style=for-the-badge"> | |
| </p> | |
| --- | |
| <div align="center"> | |
| ### Small enough to fit anywhere. | |
| Building compact AI that stays practical, accessible, and enjoyable to experiment with. | |
| </div> | |
| --- | |
| # The Idea | |
| <div align="center"> | |
| <img src="https://readme-typing-svg.demolab.com?font=JetBrains+Mono&size=15&duration=3500&pause=100000&color=06B6D4¢er=true&vCenter=true&width=700&lines=Every+release+is+another+experiment." /> | |
| <br> | |
| <table width="90%"> | |
| <tr> | |
| <td align="center"> | |
| ## <span style="color:#A855F7;">Bigger is one direction.</span> | |
| ### <span style="color:#22D3EE;">TinyModels explores another.</span> | |
| Instead of chasing **billions of parameters**, we explore what **careful training**, **efficient architectures**, and **thoughtful engineering** can accomplish at a much smaller scale. | |
| </td> | |
| </tr> | |
| </table> | |
| <br> | |
| <img src="https://capsule-render.vercel.app/api?type=rect&height=3&color=0:A855F7,100:22D3EE"/> | |
| </div> | |
| --- | |
| <div align="center"> | |
| <table> | |
| <tr> | |
| <td width="33%" align="center"> | |
| <h3>Fast</h3> | |
| Starts quickly. | |
| Runs almost anywhere. | |
| </td> | |
| <td width="33%" align="center"> | |
| <h3>Lightweight</h3> | |
| Millions of parameters. | |
| Not billions. | |
| </td> | |
| <td width="33%" align="center"> | |
| <h3>Experimental</h3> | |
| Every model explores a different idea. | |
| </td> | |
| </tr> | |
| </table> | |
| </div> | |
| --- | |
| <p align="center"> | |
| <img width="100%" src="https://capsule-render.vercel.app/api?type=rect&height=2&color=8B5CF6"/> | |
| </p> | |
| # Built Around | |
| <div align="center"> | |
| PyTorch • Transformers • PEFT • Datasets • Google Colab | |
| </div> | |
| <br> | |
| TinyModels exists to show that useful AI doesn't require enormous infrastructure. | |
| Most projects are trained using freely available hardware, with an emphasis on reproducibility and accessibility. | |
| --- | |
| # Principles | |
| ```text | |
| ✓ Small enough to run almost anywhere | |
| ✓ Easy to understand | |
| ✓ Open to experimentation | |
| ✓ Built in public | |
| ```` | |
| --- | |
| # Community | |
| TinyModels is an open place for people who enjoy building efficient AI. | |
| Whether you're training your first model or experimenting with new ideas, you're welcome here. | |
| Ideas, discussions, datasets, benchmarks, and contributions are always encouraged. | |
| --- | |
| <div align="center"> | |
| <img src="https://readme-typing-svg.demolab.com?font=Fira+Code&weight=600&size=17&duration=2000&pause=1200&color=60A5FA¢er=true&vCenter=true&width=650&lines=initializing+TinyModels...;loading+experiments...;optimizing+parameters...;running+benchmarks...;building+something+interesting...;done+✓" /> | |
| <br> | |
| <img src="https://img.shields.io/badge/Status-Experimenting-3B82F6?style=for-the-badge&logo=atom&logoColor=white"> | |
| <img src="https://img.shields.io/badge/Models-Tiny-8B5CF6?style=for-the-badge"> | |
| <img src="https://img.shields.io/badge/Open-Research-06B6D4?style=for-the-badge"> | |
| <br><br> | |
| <img src="https://capsule-render.vercel.app/api?type=blur&height=150&text=TinyModels&fontSize=42&fontColor=ffffff&animation=fadeIn&color=0:4F46E5,100:06B6D4"/> | |
| </div> |