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  • Faculty of Electrical Engineering and Computing, University of Zagreb
  • Zagreb, Croatia
  • 14:22 (UTC +02:00)
  • LinkedIn in/frangalic
  • Instagram galic_fran

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fran-galic/README.md

Hi, I'm Fran Galić 👋

Data Science MSc student at FER, University of Zagreb

Working toward a career as a Research Engineer / Applied Scientist focused on NLP, foundation and multimodal models, information retrieval, and agentic AI.

I am interested in combining rigorous ML research with production-grade engineering to build systems that use external knowledge and tools while remaining reliable, interpretable, safe, and useful.

Resume / CV LinkedIn Gmail FER email


Selected projects

Spaniverse
In development
Benchmark and tooling for evaluating LLMs on span-level NLP tasks, supported by reproducible Wikipedia and Wikidata knowledge-base workflows.
CareFree ↗ Student psychological-support platform exploring responsible, privacy-aware, and human-in-the-loop use of LLMs in a sensitive domain.
Lumen Recommender ↗ End-to-end B2B recommendation system with hybrid models, temporal evaluation, interpretable segmentation, and a FastAPI serving layer.
SemEval 2025 ↗ Multilingual role classification using XLM-RoBERTa, span representations, and hierarchical prediction constraints.

All repositories


Research & engineering background

  • BSc thesis: developed an end-to-end entity-linking system for Croatian, including NER ensembling and candidate-retrieval analysis on the CRONEL dataset.
  • Worked on multilingual and span-level NLP using transformer models, structured representations, and hierarchical prediction methods.
  • Experience designing reproducible ML experiments with meaningful metrics, strong baselines, careful error analysis, and interpretable results.
  • Built end-to-end ML and software systems spanning data pipelines, model development, APIs, testing, containers, and deployment.

🛠️ Core stack

Python PyTorch Hugging Face scikit-learn FastAPI

PostgreSQL Docker Git Linux GitHub Actions

Also used when needed: Pandas, NumPy, XGBoost, SHAP, Apache Spark, BigQuery, Google Cloud, Django, TypeScript, Next.js, and D3.js.


🐍 Contributions

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⚡ GitHub stats

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  1. Cloud-data-engineering-technologies Cloud-data-engineering-technologies Public

    Hands-on materials for learning core data engineering processes: ingestion, storage, transformation, validation, and serving. Includes cloud practices with Go, Docker, Kubernetes, MongoDB, Git, Jen…

    Jupyter Notebook

  2. Machine-Learning-1 Machine-Learning-1 Public

    Repository focused on machine learning – theory and principles with examples of supervised (classification, regression) and unsupervised learning (clustering, dimensionality reduction). Covers appl…

    Jupyter Notebook

  3. deep-learning-1 deep-learning-1 Public

    Repository for labs, assignments, and experiments from the Deep Learning 1 course.

    Jupyter Notebook

  4. Lumen-Recommender-api Lumen-Recommender-api Public

    Solution for Lumen Data Science: customer personas + product co-purchase analysis + real-time cross/upsell recommendations exposed via REST API.

    Python

  5. CareFree CareFree Public

    Forked from luka658/Programsko-inzenjerstvo

    Full-stack, privacy-aware student psychological-support platform with an LLM-assisted first-contact flow, psychologist matching, appointments, and encrypted journaling.

    TypeScript

  6. data-science-academy-homework data-science-academy-homework Public

    Projects, assignments, and notes from the SofaScore Data Science Academy.

    Jupyter Notebook