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Fiverr Pro
English
$
USD
I will fine tune bert roberta or t5 models on your text data
Abbas Mustafa
About this gig
You want a model that actually understands your domain not a generic ChatGPT wrapper.
I fine-tune transformers (BERT, RoBERTa, DistilBERT, T5, FLAN-T5) on your data for classification, NER, summarization, sentiment, or sequence-to-sequence tasks. You'll receive:
- A trained model file (PyTorch / Hugging Face format)
- Clean training and inference code
- Evaluation report with F1 / accuracy / BLEU as appropriate
- Reproducible pipeline (data tokenize train evaluate predict)
About me: Published research on code-mixed language transformers at AIMLAB (NUCES FAST). 1st place SOFTEC national ML competition. MSc Cybersecurity at IMT Atlantique.
I deliver an evaluation report alongside the model not just a trained file. You'll know where it works and where it doesn't.
Message me before ordering if your data is sensitive or your use case is unusual.
Get to know Abbas Mustafa
Abbas Mustafa
AI Engineer for LLM, RAG, Chatbot and ML Pipeline Solutions
- FromFrance
- Member sinceDec 2018
- Avg. response time1 hour
- Last delivery1 year
Languages
English
I'm an AI Systems Engineer with 5+ years of experience building production-grade AI solutions — RAG pipelines, fine-tuned LLMs (LoRA/PEFT), multi-agent systems, and computer vision applications. I've deployed ML systems for medical imaging, trading, and security, and built full-stack platforms serving 10,000+ users with FastAPI, Docker, and Kubernetes. Currently pursuing an MSc in Cybersecurity in France, I bring a security-first mindset to every build. Whether you need a chatbot, an automation agent, or a complete ML pipeline, I deliver clean, scalable, well-documented work.
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FAQ
What do I need to provide to get started?
Your dataset (CSV, JSON, or text files), a short description of the task, and the metric you care about. If your data is unlabeled or you are unsure about the format, message me first and I will guide you.
Can you work with sensitive or private data?
Yes. Your data stays confidential and is only used for your project. On request I can train on your own infrastructure (your cloud or server) so the data never leaves your environment, and I am happy to sign an NDA.
