I will fine tune llms with lora and qlora

Pakistan

I speak Urdu, English, German

AI Engineer for RAG Chatbots AI Agents OpenAI n8n and ML Models

I am an AI and Machine Learning Engineer with experience in machine learning, deep learning, and modern NLP systems. I work with Python to build and fine tune transformer models, develop retrieval aug...

About this Gig

I will fine-tune supported language models using LoRA or QLoRA on your custom text dataset.

I can work with Llama, DeepSeek, BERT, RoBERTa, and other Hugging Face models for classification, question answering, summarization, chatbot responses, sentiment analysis, and related NLP tasks.

Services include:

Dataset review, cleaning, formatting, and tokenization
LoRA/QLoRA fine-tuning with PyTorch and Hugging Face
Hyperparameter setup, training, and evaluation
Accuracy, precision, recall, F1-score, loss, and confusion matrix
Clean Python code or Jupyter Notebook
Adapter files, documentation, and setup instructions
Basic API deployment in the Premium package

You will receive:

Prepared dataset
Fine-tuned model or adapter files
Complete source code
Evaluation results
Documentation and post-delivery support

Model performance depends on dataset quality and size, so fixed accuracy is not guaranteed. GPU, cloud, API, hosting, and third-party costs are not included unless agreed before ordering.

Please message me before ordering so I can review your dataset and requirements.