I will fine tune llama, mistral, or qwen llm on your data with lora or qlora

I specialize in fine-tuning modern open-source LLMs (up to 70B) using LoRA & QLoRA delivering fast, cost-efficient, production-ready custom models tailored to your exact use case.

Whether you need a domain expert chatbot, structured JSON outputs, or a private on-prem assistant, I build clean, reproducible fine-tuning pipelines with full evaluation and deployment support.

MODELS I SUPPORT:

Llama 3 / 3.1 / 3.2 (1B to 70B)

Mistral 7B & Mixtral 8x7B

Qwen 2 / 2.5 (0.5B to 72B)

Gemma 2 (2B, 9B, 27B)

Phi-4 / Phi-3

DeepSeek v2 / v3

IBM Granite

WHAT'S INCLUDED IN EVERY ORDER:

Custom LoRA / QLoRA training config

Data cleaning, formatting & preprocessing

Full training run (Hugging Face + Unsloth)

Evaluation report (loss curves & benchmarks)

Merged model export (GGUF / safetensors)

Deployment-ready weights + setup instructions

IDEAL USE CASES:

Business chatbots & customer support agents

Domain Q&A (legal, medical, finance, HR)

Structured output generation (JSON, SQL, code)

RAG-augmented fine-tuned assistants

Private on-prem LLM deployment

Message me before ordering to discuss your dataset, goals, and the best approach for your project!