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About
I am in the final year of my PhD in machine learning at the Polish Academy of Sciences, supervised by Prof. Paweł Morawiecki.
During the summer of 2024, I worked as a researcher at FDL Europe, where I adapted the foundation models for SAR data in collaboration with the Luxembourg Space Agency and the European Space Agency. I was also honored to receive a TAILOR grant, which allowed me to lead a project as a visiting researcher at the University of Pisa's Pervasive AI Lab, working alongside Prof. Vincenzo Lomonaco.
I hold an MSc degree from Jagiellonian University, where I was co-supervised by Prof. Jacek Tabor and Dr. Stanisław Jastrzębski.
My research focuses on Continual (Continuous or Lifelong) learning. I am also interested in meta-, transfer and reinforcement learning, especially in the aspects they share. I find the ability of autonomous agents to make decisions with new or imperfect information fascinating. And I also enjoy meeting intelligent artificial friends and foes in video games.
If you have any questions or are interested in collaborating, feel free to email me! I am currently seeking a postdoctoral position, with an expected graduation date of December 2024.
When it comes to coding, I prefer Python for its simplicity and beauty of Zen (plus, don't forget about Pip/Conda). I strive for referential transparency and adhere to the single-responsibility principle with minimal side-effects, but only where it makes coding and reusing the code for other projects faster and cleaner. The spiritual side of my work is based on Unix philosophy.
The Distilled Manifesto: Academic freedom comes first.
Research interests
I have papers on topics:
- Continual learning: the topic of my doctoral dissertation
- Transfer, few- and zero-shot learning
- Representation learning
And work in progress:
- Reinforcement learning
- Meta-Learning
- Anomaly detection for continual learning
- AI in video games: agents that interact with the player - NPC, companions. I would like to work on a "wild" wildlife for something like No Man's Sky.
Contact me if you have a project on:
- Autonomous intelligent agents
- Space exploration
- Virtual (research) assistants, artificial scientists
- Robotics
Of course, I have deep faith in the supreme power of evolutionary algorithms.