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Nawfal-AI/README.md

Hi, I'm Nawfal 👋

MSc AI · Università della Svizzera italiana (2026) I build ML/NLP systems end-to-end: from raw data through training, evaluation, and deployment as a working, documented, production-ready service.

🟢 Available for hire — ML Engineer · Data Engineer · NLP/CV Engineer · Switzerland & EU


About me

I'm a fresh MSc AI graduate from USI Lugano with a full-stack software engineering background. I build complete ML systems; not just models, but pipelines, APIs and deployed services with monitoring. My thesis focused on few-shot visual learning for pest detection in precision agriculture and my broader project work spans LLM fine-tuning, RAG agents, NLP tooling and imitation-learning robotics policies with full MLOps pipelines.


🛠 What I work with

Python PyTorch HuggingFace LangChain FastAPI Docker Kubernetes SQL Git


🔬 Projects worth a closer look

Project What it shows Stack
insurance_agent RAG + tool-calling agent (calculator + glossary) over policy docs, served via FastAPI LangChain · LangGraph · FastAPI · RAG
EagleSFT-Bilingual-Dataset-and-LLM-FineTuning 536K-example EN↔RU SFT dataset built end-to-end + Qwen2.5 LoRA fine-tune HuggingFace · LoRA · Qwen2.5
DPO-Safety-Alignment-Phi3 DPO/QLoRA safety alignment of Phi-3-mini on a single T4 GPU, with eval harness DPO · QLoRA · PEFT · PyTorch
manipulation-policy-pipeline Imitation-learning policy with full MLOps: FastAPI · Docker · Kubernetes · Prometheus/Grafana MLOps · BC · Diffusion Policy
AI-Resume-Skill-Extractor NLP tool scoring resume–JD match (TF-IDF + spaCy), packaged, tested, containerised, Streamlit UI NLP · spaCy · Docker · CI/CD
aspilanta-fewshot-detection MSc thesis — few-shot pest detection on yellow sticky traps in precision agriculture Few-shot · CV · PyTorch

📊 GitHub activity

Profile views

GitHub Streak


📬 Get in touch

LinkedIn Email GitHub

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  1. insurance_agent insurance_agent Public

    AI insurance coverage-check agent with a real tool-calling loop (RAG + calculator + glossary) over synthetic policy documents, served via FastAPI

    HTML 1

  2. EagleSFT-Bilingual-Dataset-and-LLM-FineTuning EagleSFT-Bilingual-Dataset-and-LLM-FineTuning Public

    EagleSFT: a 536K-example bilingual (RU/EN) dataset for LLM fine-tuning, plus the pipeline to build it and a Qwen2.5 LoRA fine-tune for category prediction and text generation. CC0 licensed.

    Jupyter Notebook 1

  3. Action-Event-Focused-Captioning Action-Event-Focused-Captioning Public

    Team project comparing BLIP, ViT-GPT2, and Microsoft GIT fine-tuned for action-focused image/video captioning. Includes BLEU/METEOR/ROUGE evaluation before and after fine-tuning, plus a video activ…

    Jupyter Notebook 1

  4. AI-Resume-Skill-Extractor AI-Resume-Skill-Extractor Public

    NLP tool that extracts technical skills from resume PDFs and scores match quality against a job description (keyword overlap + TF-IDF similarity). Packaged, tested, containerized, with a Streamlit …

    Python 1

  5. DPO-Safety-Alignment-Phi3 DPO-Safety-Alignment-Phi3 Public

    DPO fine-tuning of Phi-3-mini for safety alignment using QLoRA, runnable end-to-end on a single 16GB T4 GPU. Includes training health monitoring, data validation, and a toxicity/reasoning eval harn…

    Python 1

  6. manipulation-policy-pipeline manipulation-policy-pipeline Public

    Imitation-learning policy (BC and Diffusion Policy) for a manipulation task, with a full deployment pipeline. FastAPI serving, Docker, Kubernetes, Prometheus/Grafana monitoring, CI/CD.

    Python 1