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pawel00wypych/README.md

Hi 👋, I'm Paweł Wypych

Data Science MSc student specializing in Machine Learning, Algorithms, and data-driven systems.



Featured Projects

♠️ Poker Adaptive Opponent Model ♠️

Problem:
Static strategies in poker fail against adaptive opponents. The goal was to model opponent behavior dynamically and adjust decisions in real time.

Approach:

  • Built an opponent modeling system using statistical analysis of player actions
  • Implemented feature extraction from game history (bet sizing, frequency patterns)
  • Applied machine learning techniques to classify opponent strategies
  • Designed adaptive decision logic based on predicted behavior

Tech Stack:
Python, Pandas, NumPy

Outcome:

  • Able to dynamically adjust strategy based on opponent tendencies
  • Improved decision consistency compared to static baseline
  • Modular architecture for extending with more advanced models

🔗 View Project

Algorithmic problems

LeetCode Stats NeetCode



Languages and Tools

Languages

 Data & ML

 Databases
DevOps

 Frontend


Education

  • 🎓 MSc in Data Science (2025 – present)
    Cracow University of Technology
    → Focus: Machine Learning, data analysis, optimization

  • 🎓 BSc in Computer Science (2020 – 2024)
    Cracow University of Technology

GitHub Stats



Connect with me

www.linkedin.com/in/wypych-pawel

Pinned Loading

  1. poker-adaptive-opponent-model poker-adaptive-opponent-model Public

    This project investigates adaptive opponent modelling in poker. We compare: - static GTO strategy - adaptive opponent profiling agent Experiments evaluate performance against multiple player archet…

    Python

  2. neetcode-submissions-pawel00wypych neetcode-submissions-pawel00wypych Public

    My NeetCode.io problem submissions - Algorithms / Data Structures / Programming Patterns

    Python

  3. Social-Hub-Project/SocialHub Social-Hub-Project/SocialHub Public

    Social contacts web application. Inspired by Facebook and Instagram.

    Java 1

  4. NewYork_Taxi_Data_Analysis NewYork_Taxi_Data_Analysis Public

    The project uses NYC yellow cab data (2019–2020) to build a Hadoop-based system for storing and analyzing mobility patterns, routes, and ride volumes before and during COVID-19. It examines trip di…

    Python

  5. Databases-Efficiency-Comparison Databases-Efficiency-Comparison Public

    Comparison between efficiency in PostgreSQL, OracleDB, MongoDB 7 and MongoDB 8 using large dataset and CRUD operations.

    Python

  6. Mino0z/Apex-Velo-Ai Mino0z/Apex-Velo-Ai Public

    Hackaton project

    Python 1