cv
Basics
| Name | Michael Petrowski |
| Label | Student Researcher, MSc Artificial Intelligence Student |
| m.petrowski@uni-duesseldorf.de | |
| Url | https://petrowski.net |
Education
-
2025 - Present Düsseldorf, Germany
Master of Science
University of Düsseldorf (Germany)
Artificial Intelligence and Data Science
- Probabilistic Machine Learning
- Deep Learning
- Mathematical and Statistical Foundations of Data Science
-
2022 - 2025 Düsseldorf, Germany
Bachelor of Science
University of Düsseldorf (Germany)
Computer Science
- Data Science
- Introduction to Deep Learning
- Algorithms and Data Structures
- Linear Algebra
- Real Analysis
- Probability Theory and Statistics
-
2021 - 2022 Mannheim, Germany
Bachelor of Science (not finished)
University of Mannheim (Germany)
Business Administration
- Transferred to Computer Science after two semesters
Work
-
2025.10 - Present Düsseldorf, Germany
Student Researcher
Dialogue Systems and Machine Learning Group (Prof. Gašić)
Developing a novel Reinforcement Learning framework to optimise Large Language Models for complex task-oriented dialogue systems.
- Expanded on Bachelor's thesis research, resulting paper accepted at the AAAI-2026 Conference Workshop on Theory of Mind for Artificial Intelligence (ToM4AI).
- Formulated a novel reward design within the Reinforcement Learning framework.
- Integrated a Bayesian inference-driven, pain-inspired signal into Q-Learning agents, using Hidden Markov Models.
- Established through computational experiments that this intrinsic signal serves as a robust exploration incentive, outperforming standard reward-based baselines.
- Modelled normal and chronic pain-inspired variants, yielding agent behaviours that mirrored findings in psychology and neuroscience.
-
2022.07 - 2022.08 Walldorf, Germany
Business Development Intern
SAP
Supported the acceleration of SAP's strategic Industry Cloud portfolio in a global team.
- Delivered a board-level presentation for CEO Christian Klein.
- Contributed to key performance metrics tied to executive-level initiatives.
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2020.07 - 2025.09 Düsseldorf, Germany
IT Working Student
Chamber of Consumer Rights
Provided cross-departmental IT support and maintained operational infrastructure.
- Designed and implemented the database schema of the in-house asset management system via Entity-Relationship modelling and SQL, now deployed in production.
- Extended IT infrastructure with a new ticketing system and custom Python automation scripts.
Awards
- 2024.10.01
German National Scholarship
University of Düsseldorf
Merit-based scholarship awarded to high-achieving students (limited to 1.5% of the student body university-wide). Personally invited to apply by the Dean of Studies and re-awarded for consistent academic excellence.
Projects
- 2024.01 - 2024.12
Online Examination Platform Project
University of Düsseldorf
- Developed a digital examination system as a web application in a team over three months.
- Tech stack: Java, Spring Boot, SQL, Docker, HTML, CSS, Thymeleaf.
- 2024.01 - 2024.12
Student Grading Application
StartHack Hackathon Competition, St. Gallen (Switzerland)
- Collaboratively built in 48 hours using Python in response to a city-commissioned challenge.
- Designed to support teachers in managing and grading student performance.
Publications
-
2026.01.27 Exploration Through Introspection: A Self-Aware Reward Model
AAAI-2026 Workshop on Theory of Mind for Artificial Intelligence (In press)
Co-authored with Milica Gašić.
Skills
| ML and AI | |
| Reinforcement Learning | |
| Machine Learning | |
| Deep Learning | |
| Bayesian methods | |
| Hidden Markov Models | |
| LLMs | |
| Transformers | |
| CNN |
| Programming | |
| Python (NumPy, Pandas, PyTorch, Matplotlib, scikit-learn) | |
| Java (Spring Boot) | |
| Clojure | |
| SQL | |
| C | |
| HTML/CSS |
| Tools | |
| Linux environments | |
| Git | |
| Docker | |
| LaTeX | |
| Microsoft Office |
Languages
| German | |
| Native |
| Russian | |
| Native |
| English | |
| C1 |
| Spanish | |
| B1 |
Interests
| Activities | ||||||
| Swimming | ||||||
| Fitness | ||||||
| Piano | ||||||
| Cooking | ||||||
| Entrepreneurship | ||||||