---
title: TinyModels
emoji: β‘
colorFrom: red
colorTo: blue
sdk: gradio
pinned: false
license: mit
---
# TinyModels π€β‘
### *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 β on your laptop, your phone, your API.
---
## π§ 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 β deployable by anyone
2. Beats models twice its size β efficiency over parameters
3. Ships with clean docs β actually usable in production
```
---
## β‘ Why Tiny?
| | Big Models | TinyModels |
|---|---|---|
| **Cost** | $$$ per inference | Free / near-free |
| **Latency** | 500msβ2s | 20β80ms |
| **Deployment** | Needs A100 | Runs on T4, CPU, phone |
| **Accessibility** | Labs only | Everyone |
| **Carbon** | π₯ High | π± Low |
---
## π€ Open to Everyone
TinyModels is a **free, open community** β anyone can join, contribute models, datasets, or ideas.
No gatekeeping. No paywalls. Just good models, open to all.
> π **Want to contribute?** Follow the org and reach out!
---
## π οΈ Built With
Every model is trained on **Google Colab free tier** to prove it doesn't take a supercomputer to build something great.
---
## πΊοΈ Roadmap
```
β
CORTYX v2 β 17-label toxicity classifier
π MCLM v1 β 65-label multi-domain classifier
π
CORTYX v3 β improved hate_speech, profanity, self_harm
π
TinyEmbed β 32M sentence embeddings
π
TinyNER β named entity recognition <50M
π
TinyIntent β ultra-fast intent classifier for chatbots
```
---
## π 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 β see individual model cards for full usage
```
---
Built with β€οΈ by the community Β· Free forever Β· Open to all
*Tiny models. Huge ambitions.*