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English
$
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I will build, finetune, and deploy custom models for your business
About this Gig
I specialize in fine-tuning and deploying transformer-based models (GPT, LLaMA, Mistral, BERT, T5, and more) on custom datasets tailored to your specific use case.
What I can build for you:
- Text classification, sentiment analysis, and intent detection
- Custom LLM fine-tuning using LoRA / QLoRA (Hugging Face PEFT)
- Named entity recognition (NER) and information extraction
- Summarization, question answering, and RAG pipelines
- Model quantization (GGUF, ONNX) for fast inference
- REST API deployment with FastAPI or Gradio
Tools & frameworks I use:
Python · PyTorch · Hugging Face Transformers · LangChain · scikit-learn · FastAPI · Weights & Biases · Google Colab / RunPod
Every delivery includes clean, well-commented code, a performance evaluation report, and a usage guide so your team can maintain and iterate on the model independently.
Message me before placing an order so we can make sure I'm the right fit for your project.
My Portfolio
FAQ
What dataset format do I need to provide?
CSV, JSON, or plain text files work well. I can also help you structure and clean your raw data, just share what you have and we'll figure it out together.
Which models can you fine-tune?
I work with most open-source models including LLaMA 2/3, Mistral, Falcon, BERT variants, T5, and Phi. For OpenAI models, I can assist with GPT-3.5/4 fine-tuning via the API.
Do I need a GPU or cloud account?
Not necessarily. For smaller models I can handle training on my own compute. For larger jobs, I'll guide you on setting up a free/paid GPU instance (RunPod, Colab, AWS)
Will the model be production-ready?
The Premium package includes a deployable API endpoint and model optimization. Basic and Standard packages deliver inference-ready code that can be integrated into any backend with minimal extra work.
What if I'm not satisfied with the results?
I include revisions in every package and communicate throughout the project. If the model underperforms, I'll diagnose and re-train. I don't close an order until you're happy.
