CV
Education
- M.S. in Machine Learning, University of Warsaw, 2021-2024
- Thesis: “Exploring Adversarial Attack Strategies on Large Language Models for Improving Text Summarization”
- Advisor: prof. dr hab. inż. Przemysław Biecek
- Courses: Deep Neural Networks, Robot Control, Statistical Machine Learning, Natural Language Processing, Reinforcement Learning, Visual Recognition, Cloud Native Machine Learning, Explainable Machine Learning, Multivariate Statistics, Interactive Machine Learning
- B.S. in Mathematics, University of Warsaw, 2018-2021
- Courses: Linear Algebra, Calculus, Probability Theory, Algorithms and Data Structures, Object Oriented C++, Data Bases, Data Mining, Time Series, Topology, Abstract Algebra
Work experience
- Senior NLP Specialist, NASK (National Research Institute), Oct 2022 - Jul 2024
- Training and finetunning large language models (both in English and Polish)
- Developing strategies for improving security of large language models
- Developing methods for detecting CSAM (Child Sexual Abuse Materials) in narrative texts
- Preparing literature overviews, writing papers, reviewing publications for conferences
- Developing and maintaining internal tools for data processing and model evaluation
- Preparing guidelines for data annotation (summarization, instruction generation, alignement, text classification)
- Supervising technical teams (finetunning models, model alignement)
- Member of AI Ethics Committee
- Python Engineer, Silver Bullet Solutions Sp. z o. o, Apr 2021 - Sep 2022
- Developing GPT-based chatbot for a telecommunication company
- Implementing tools for preparing textual data and processing them in the database
- Fine-tunning transformer models for Named-Entity Recognition Task
- Anonymization of sensitive data
- Libraries: Pandas, Numpy, PyTorch, Transformers, Sklearn
Extracurricular activities and leadership experience
- Organizer, ML in PL Conference (Apr 2021 - Present)
- Sponsorship Coordinator, Member of Speakers Team, Member of Recrutiment Team (2024)
- Project Leader of ML in PL Conference 2023 (managing a team of 50 people)
- Call for Contributions Team Officer – deciding which talks and poster will be chosen for conference (2022)
- Organizer of the Student Research Workshop (about 150 participants). (2021)
Skills
- Languages: Polish (native), English (fluent), French (basic), German (basic)
- Programming: Python (PCAP-31-02 Certification) (advanced), C/C++ (intermediate), R (intermediate), SQL, Git, Docker, Slurm