Build a custom fine-tuned language model tailored to your domain, workflow, or business requirements.
I provide end-to-end LLM fine-tuning services using modern parameter-efficient techniques such as LoRA and QLoRA. From dataset preparation and instruction tuning to evaluation and deployment, I deliver production-ready models optimized for your specific use case.
Whether you need structured JSON outputs, domain-specific reasoning, classification, or specialized assistants, I focus on building reliable models with reproducible training pipelines and robust evaluation.
What's Included
Dataset preparation and cleaning
Instruction dataset design
LoRA / QLoRA fine-tuning
Model evaluation and validation
Inference pipeline
Structured output optimization
Optional Hugging Face deployment
Technical documentation
Please note: Cloud GPU infrastructure (AWS, RunPod, Lambda Labs, etc.) is not included in the service price and will be billed separately to the client.
Build a custom fine-tuned language model tailored to your domain, workflow, or business requirements.
I provide end-to-end LLM fine-tuning services using modern parameter-efficient techniques such as LoRA and QLoRA. From dataset preparation and instruction tuning to evaluation and deployment, I deliver production-ready models optimized for your specific use case.
Whether you need structured JSON outputs, domain-specific reasoning, classification, or specialized assistants, I focus on building reliable models with reproducible training pipelines and robust evaluation.
What's Included
Dataset preparation and cleaning
Instruction dataset design
LoRA / QLoRA fine-tuning
Model evaluation and validation
Inference pipeline
Structured output optimization
Optional Hugging Face deployment
Technical documentation
Please note: Cloud GPU infrastructure (AWS, RunPod, Lambda Labs, etc.) is not included in the service price and will be billed separately to the client.