---
pipeline_tag: text-generation
license: cc-by-nc-nd-4.0
language:
- en
- hi
- mr
tags:
- indic
- unsloth
- llama-3.2
- akshar-nano
---
# 🌟 Akshar Nano

**Designed by:** Vyom AI  
**Developed by:** Shreyas Chavan  

**Akshar Nano** is a sovereign, highly efficient 1-Billion parameter AI model built on Meta's Llama 3.2 architecture. It has been meticulously fine-tuned using dataset streaming on Kaggle to understand and generate culturally and linguistically precise text in **English, Hindi, and Marathi**.

## 🚀 Model Details
- **Base Model:** `unsloth/Llama-3.2-1B-Instruct`
- **Parameters:** 1 Billion
- **Quantization:** 4-bit (BitsAndBytes)
- **Training:** 4-hour Streaming SFT on NVIDIA T4

## 📚 Datasets Used
- `sarvamai/gsm8k-indic` (Marathi, English, Hindi)
- `sarvamai/samvaad-hi-v1` (Hindi & English conversations)

## ⚖️ Legal Notice & License
This model is licensed under **Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)**. 

**STRICT WARNING:** It is strictly prohibited to copy, rebrand, or change the identification/persona of this model. Any unauthorized alteration of the model's identity, creator attribution, or origin will result in immediate legal action.