I will finetune llms and bert models on your custom data using lora and qlora


About this gig
Tired of generic AI that doesn't understand your business?
I fine-tune large language models (LLMs) and BERT-based classifiers on your own data so the model speaks your language, understands your domain, and delivers results that off-the-shelf models simply cannot.
Whether you need a domain-specific chatbot, a custom text classifier, a sentiment analyzer, or an intelligent document processor, I will fine-tune the right model for your exact use case.
What I Work With:
- LLMs: Llama 3, Mistral, Falcon fine-tuned with LoRA and QLoRA
- BERT-based models: BERT, RoBERTa, DistilBERT for classification, NER, sentiment and QA
- Your data: CSV, JSON, PDF or plain text
What You Get:
- Fine-tuned model weights (HuggingFace compatible)
- Training script and Colab notebook
- Evaluation report with accuracy and loss metrics
- Clean documentation
- FastAPI endpoint (Premium tier)
Common Use Cases:
- Customer support bots trained on your FAQs
- Sentiment and intent classifiers for product reviews
- Domain-specific QA systems
- Named Entity Recognition on industry documents
- Instruction-tuned LLMs for internal workflows
Message me before ordering with your dataset details and task requirements.
Get to know Abid Ali
AI ML, Generative AI, LLM Apps, RAG Chatbots, FastAPI And Model Deployment
- FromPakistan
- Member sinceMar 2026
- Avg. response time1 hour
Languages
Urdu, English
My Portfolio
FAQ
What data format do you need?
A: CSV, JSON, plain text, or PDF. Minimum 500 samples recommended for good results.
Do I need a GPU to use the fine-tuned model?
I will advise on the best hosting option. Small models can run on CPU. Larger ones work best on Google Colab or cloud GPU.
Will I own the fine-tuned model?
Yes, you receive full ownership of the model weights and all code.
What if results are not satisfactory?
I offer revisions as per the package. I also evaluate the model before delivery and share metrics upfront.
