I will fine tune an ai language model on lora qlora or full fine tuning
AI Engineer LLM Fine Tuning Specialist
About this Gig
Want an AI model that answers the way your business needs, not like a generic chatbot? I fine-tune small open-source language models (up to about 4B parameters) on your own data using LoRA / QLoRA, so you get a private model that's yours to run.
WHAT YOU GET
~Fine-tuned model as a LoRA/QLoRA adapter (merged model on request)
~Dataset cleaning and formatting (Standard and Premium)
~Before/after test report vs the base model (Standard and Premium)
~GGUF export, Hugging Face upload and usage guide (Premium)
WHAT I NEED FROM YOU
~Your dataset (CSV, JSON, Excel or text) and what you want the model to do
~A preferred base model, if you have one. Otherwise I'll pick one that fits.
GOOD TO KNOW
~Best for small to medium datasets. For very large datasets or bigger models, message me first.
~Your data is used only for your order and deleted after delivery.
Not sure if fine-tuning is right for you? Message me before ordering and I'll check your data for free.
Programming Language:
Python
My Portfolio
FAQ
Will the model definitely improve?
Results depend on your data quality. I'll show you a before/after comparison so you can see the change.
Do I need to provide the dataset?
Yes for Basic. In Standard and Premium I can clean and format your data, but it needs to have enough real examples.
Can you fine-tune larger models?
My standard gigs cover small models (up to about 4B). For larger ones, message me first. I'll check if it's doable and send a custom offer that includes the extra GPU cost.
What do I need to provide?
Your dataset (CSV, JSON, Excel or text) and a short description of what the model should do. In Standard and Premium I can clean and format messy data.
Do you help create the dataset from scratch?
Not in the base packages. Message me first and I'll quote it separately.
How many examples do I need?
A few hundred can work for style or personality. For stronger results, 1,000+ clean examples is better. I'll tell you honestly if your data is too small.
Is my data private?
Yes. I only use it for your order and delete it after delivery.
What format will I get the model in?
A LoRA/QLoRA adapter, plus a merged model on request. Premium also includes GGUF export and a Hugging Face upload. Full Fine-Tuning is available.

