--- base_model: unsloth/llama-3.1-8b-bnb-4bit tags: - text-generation-inference - transformers - unsloth - llama license: apache-2.0 language: - en --- # 🚀 NextBharat V2 Final **NextBharat V2** is a fine-tuned version of Llama-3.1-8B, specifically optimized for regional Indian languages and student-centric queries. Developed at **NextMatrix Lab**, this model aims to bridge the language gap for students in Tier 2 and Tier 3 cities. ### ✨ Key Features: * **Regional Support:** Trained to understand and respond in multiple Indian regional contexts. * **Student Focused:** Optimized for competitive exam guidance (SSC, Railway, etc.) and technical subjects like Compiler Design and DBMS. * **Lightweight & Fast:** Finetuned using Unsloth for 4-bit quantization, making it efficient for inference. ### 🛠️ Technical Details: - **Base Model:** unsloth/llama-3.1-8b-bnb-4bit - **Training Method:** LoRA (Rank 16) - **Developer:** Anoop Singh (Founder, NextMatrix Lab) ### 📖 How to Use: ```python from unsloth import FastLanguageModel model, tokenizer = FastLanguageModel.from_pretrained("Anoopsingh53/NextBharat-V2-Final") # Uploaded finetuned model - **Developed by:** Anoopsingh53 - **License:** apache-2.0 - **Finetuned from model :** unsloth/llama-3.1-8b-bnb-4bit This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library. [](https://github.com/unslothai/unsloth)