README.md

---
title: TinyModels
emoji: ⚡
colorFrom: red
colorTo: blue
sdk: gradio
pinned: false
license: mit
---

# TinyModels 🤏⚡

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  <img 
    src="https://huggingface.co/spaces/TinyModels/README/Resolve/main/Com logo.png" 
    width="1000"
  />
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![TinyModels](https://img.shields.io/badge/TinyModels-Small_but_Powerful-blueviolet?style=for-the-badge)
![HuggingFace](https://img.shields.io/badge/🤗_HuggingFace-TinyModels-yellow?style=for-the-badge)
![License](https://img.shields.io/badge/License-Open_Source-brightgreen?style=for-the-badge)
![Community](https://img.shields.io/badge/Community-Open_to_All-brightgreen?style=for-the-badge)

### *Big intelligence. Tiny Parameters.*

We build **small, fast, production-ready models** that punch way above their weight.  
No bloat. No nonsense. Just models that work — on your laptop, your phone, your API.

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---

## 🧠 Philosophy

> Most AI labs race to make models bigger.  
> We race to make them **smaller without losing what matters.**

Every model we ship follows three rules:

```
1. Fits on a free GPU          → deployable by anyone
2. Beats models twice its size → efficiency over parameters  
3. Ships with clean docs       → actually usable in production
```

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## ⚡ Why Tiny?

| | Big Models | TinyModels |
|---|---|---|
| **Cost** | $$$ per inference | Free / near-free |
| **Latency** | 500ms–2s | 20–80ms |
| **Deployment** | Needs A100 | Runs on T4, CPU, phone |
| **Accessibility** | Labs only | Everyone |
| **Carbon** | 🔥 High | 🌱 Low |

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## 🤝 Open to Everyone

TinyModels is a **free, open community** — anyone can join, contribute models, datasets, or ideas.

No gatekeeping. No paywalls. Just good models, open to all.

> 👉 **Want to contribute?** Follow the org and reach out!

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## 🛠️ Built With

![PyTorch](https://img.shields.io/badge/PyTorch-EE4C2C?style=flat&logo=pytorch&logoColor=white)
![HuggingFace](https://img.shields.io/badge/Transformers-FFD21E?style=flat&logo=huggingface&logoColor=black)
![DeBERTa](https://img.shields.io/badge/DeBERTa-v3-blue?style=flat)
![Python](https://img.shields.io/badge/Python-3776AB?style=flat&logo=python&logoColor=white)

Every model is trained on **Google Colab free tier** to prove it doesn't take a supercomputer to build something great.

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## 🗺️ Roadmap

```
✅ CORTYX v2    — 17-label toxicity classifier
🔜 MCLM v1     — 65-label multi-domain classifier  
📅 CORTYX v3   — improved hate_speech, profanity, self_harm
📅 TinyEmbed   — 32M sentence embeddings
📅 TinyNER     — named entity recognition <50M
📅 TinyIntent  — ultra-fast intent classifier for chatbots
```

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## 🚀 Quick Start

All TinyModels work the same way:

```bash
pip install transformers torch sentencepiece huggingface_hub
```

```python
from huggingface_hub import hf_hub_download
# Load any model in minutes — see individual model cards for full usage
```

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Built with ❤️ by the community · Free forever · Open to all

*Tiny models. Huge ambitions.*

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