I will fine tune llms with lora and qlora

Algumas informações são exibidas no idioma inglês.

Paquistão

Eu falo Urdu, Inglês, Alemão

AI Engineer for RAG Chatbots LLM Fine Tuning Automation and AI Apps

I am an AI and Machine Learning Engineer specializing in machine learning, deep learning, NLP, RAG systems, chatbots, AI agents, and intelligent automation. I build and fine-tune models, develop AI-po...

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Sobre este Serviço

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.

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