I will fine tune llms using lora and qlora
About this Gig
Looking to fine-tune an LLM for your specific use case?
I will fine-tune supported open-weight LLMs using LoRA or QLoRA to adapt them to your custom dataset and requirements.
What I can help with:
Dataset preparation, cleaning, and formatting
Conversion of CSV/Excel or text data into instruction/chat formats
LLM fine-tuning with LoRA or QLoRA
Model training and evaluation
Training configuration and optimization
Complete source code and training files
Supported models: Qwen, Mistral, DeepSeek, Llama, and other supported models depending on size and hardware requirements.
Tools & frameworks: Python, PyTorch, Hugging Face Transformers, Unsloth, and Google Colab.
Please contact me before ordering if you are unsure whether your model or dataset is suitable for fine-tuning. Large models or projects requiring specialized GPU infrastructure may require a custom offer.
Let's build a fine-tuned LLM tailored to your needs!
Programming Language:
Python
•
Pytorch
Data Type:
Text
•
Tabular Data
AI Engine:
DeepSeek
•
Llama
•
Langchain
•
PyTorch
FAQ
What models can you fine-tune?
I can fine-tune supported open-weight models such as Qwen, Mistral, DeepSeek, and Llama using LoRA or QLoRA. Model availability depends on the model size, architecture, and available GPU resources.
Can you prepare my dataset for fine-tuning?
Yes. I can clean, format, and prepare your dataset for LLM fine-tuning. I can also convert CSV, Excel, or text data into suitable instruction/chat formats when appropriate.
Do you provide LoRA or QLoRA fine-tuning?
Yes. I can fine-tune supported LLMs using LoRA or QLoRA, depending on the model, dataset, and available hardware.
What do I need to provide before ordering?
Please provide the base model you want to fine-tune, your dataset, and a brief description of your intended use case. If you're unsure about the model or dataset, contact me before ordering.
Can you fine-tune large LLMs?
I can work with larger supported models depending on their size and hardware requirements. Models requiring specialized GPU infrastructure may require a custom offer.
Will I receive the source code?
Yes. Depending on the package you select, I provide the relevant training scripts, configuration files, and source code used for the fine-tuning process.
