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Michael-Pytel/README.md

👋 Hey there, I’m Michał

💡 Data Science Student

Welcome to my Github profile.
Here is a showcase of my latest projects and achievments.
I am a Data Science student at the faculty of Mathematics and Information Science at Warsaw University of Technology.

I like working with data and take up complex challenges. My latest discovery Computer Vision and LLMs.


Latest Projects

AuctionApp

Deployed a production-ready Django 5.1 auction platform with real-time bidding to Google Cloud Platform, implementing a complete infrastructure stack with Nginx reverse proxy, Gunicorn WSGI server, Cloud SQL PostgreSQL database, and Cloud SQL Proxy for encrypted connections. Configured automated systemd services (Gunicorn, Cloud SQL Proxy, Nginx) for process management and auto-recovery, integrated SendGrid for transactional emails, and implemented security measures including Secret Manager for credentials, CSRF protection, and automated daily backups.
Tech Stack: Django 5.1, PostgreSQL 15, Nginx, Gunicorn, GCP (Compute Engine, Cloud SQL, Secret Manager), SendGrid

Theory-Of-Mind-LLM

Testing Theory of Mind capabilities in LLMs. The project evaluates how Claude, DeepSeek, and Llama models complete stories that require understanding mental states of characters across multiple languages.
Tech Stack: Python, Antropic Claude API, Deepseek API

Photo Editor

Desktop image processing app that enables basic adjistments, filters eg. gaussian blur, edge detection and projections and many more...
Most of the features where made using numpy arrays and mathematical formulas of convolution and vectiorization. Later compared with already existing libraries.
Tech Stack: Python, PyQt5, OpenCV


🏆 Hackathons & Achievements

🥇 HackCarpatia2025 - AI LotWinner

Our solution. Our assignment was to create statistical or machine learning model that would analyze different layouts sent out to passangers a day prior to their departure. This model was supposed to determine to whom, what kind of layout shoud be sent. Our efforts where recognized by the jury at LOT. We experimented with neural networks with our own loss functions and more standard ML aproaches like random forrest, xgboost etc.

HackYeah2025Participant

We worked on Retirement Simulator, that would educate and give projections on how much pension benefit a person might have given their work experience and their future outlook on their life.

Hack SpaceShield AIParticipant

OZE Avatar intelligent AI assistant that revolutionizes the way households utilize the renewable energy sources. Our solution helps with saving money with solar power electicity generation. It projejcts when is the best time to charge an electric car and other high powered electrical compontents. It features an eyepleasing UI/UX.


🧠 Currently Exploring

  • Computer Vision - Pose estimation algorithms
  • LLM API utilization and research
  • WebApp development

📫 Let’s Connect

💼 LinkedIn

⭐️ If you like what I build, consider giving my projects a star — it keeps me motivated!

Pinned Loading

  1. Consumer-Loans-Analysis Consumer-Loans-Analysis Public

    Jupyter Notebook

  2. katarzynarogalska/DisasterTweets_KaggleCompetition katarzynarogalska/DisasterTweets_KaggleCompetition Public

    Jupyter Notebook 1

  3. Samsung-Health-Data-Analysis Samsung-Health-Data-Analysis Public

    Data Visualization Techniques course project - 3rd semester

    R 4

  4. US-Airlines-Analysis US-Airlines-Analysis Public

    Processing structured data project - 2nd semester

    R 1

  5. Weather-App Weather-App Public

    Spring Boot Web Application - 3rd semester

    Java 1