Education
AGH University of Krakow, Poland
Master's degree in Computer Science and Data Science
02.2024 - 06.2025
Advanced studies in Computer Science and Data Science, focusing on machine learning, deep learning and data analytics
University of Amsterdam, the Netherlands
Erasmus+ Master's Program in Artificial Intelligence
09.2024 - 02.2025
Specialized program in AI, focusing on advanced machine learning techniques and artificial intelligence applications
AGH University of Krakow, Poland
Engineer's degree in Computer Science
10.2020 - 01.2024
Core computer science fundamentals ranging from algorithms and data structures, databases, networks, to machine learning and software engineering
University of Naples Federico II, Italy
Erasmus+ Undergraduate Program in Computer Science and Engineering
09.2022 - 02.2023
Exchange program focusing on computer engineering and international academic experience
Experience
Job
Data Scientist
Transmission Dynamics Poland
03.2023 - present
- Implemented DeepStream and GStreamer pipelines for optimized ML inference on Nvidia Jetson devices, reducing inference time by 40%
- Converted TensorFlow and PyTorch models to TensorRT, reducing edge deployment latency by 30%
- Developed API for model deployment across servers and supercomputers
- Co-developed high-accuracy deep learning models for electric arcing and pantograph detection using MobileNet, U-net, and ResNet
- Automated reporting system with Jinja-based PDF templates and created data analysis tools for railway infrastructure monitoring
- Built a video-based train movement detection application using Dense Optical Flow in OpenCV
Python, Data Science and Machine Learning Lecturer
Codebrainers
03.2022 - present
- Teaching advanced concepts in Python, Data Science, ML, and AI
- Mentoring students in their Python, Data Science, and ML projects
- Developed and delivered comprehensive learning materials, resulting in a high student satisfaction rate
HPC Software developer and System Engineer
Academic Computer Centre Cyfronet AGH
12.2021 - 03.2023
- Developed high-performance software solutions for HPC clusters using Python, Django, Slurm and Linux
- Created HPCBursar, an innovative application for efficient IT grant management within HPC clusters
- Managed supercomputer infrastructure and optimized resource allocation using Linux and Bash
- Supervised system architecture and resolved critical issues to ensure uninterrupted cluster operations
IT Ruby Internship
Academic Computer Centre Cyfronet AGH
07.2021 - 09.2021
- Developed the GSI-SSH gem, a Ruby-based library enabling secure command execution on remote hosts via SSH with GSI authentication
- Managed HPC computer infrastructure, overseeing maintenance and component replacements
- Utilized Ruby, Slurm, Git, and Bash to streamline operations and improve system reliability
Activities During Studies
Computer Vision and AI engineer
Drone Engineering Students Scientific Association
06.2024 - present
- Designed and implemented advanced drone software using Python, C/C++, OpenCV and PyTorch for real-time visual processing
- Won 1st place in the Judge's Choice award for Visual Identification of Military Objects at the NATO-Ukraine Defense Innovators Forum Hackathon
Python and ML/AI Lecturer
BIT Students Scientific Association
10.2021 - 08.2022
- Created comprehensive teaching materials in Python, Data Science, and ML/AI using NumPy, Pandas, and TensorFlow
- Presented lectures and workshops at university lectures and conferences
- Participated in numerous hackathons, applying theoretical knowledge in practical challenges
Blockchain engineer
AGH Blockchain Students Scientific Association
08.2022 - 02.2023
- Developed decentralized voting system and student ID card as NFTs using Solidity, Hardhat and JavaScript
- Implemented and tested innovative blockchain solutions for secure voting and identity verification at the university level
Projects
AI Football Game Analysis
Football game analysis using YOLOv8 for object detection, Optical Flow for motion tracking, speed and distance calculations, perspective transformation, and K-Means clustering for pixel segmentation.
Predicting Inflation in Poland
Forecasting future inflation in Poland using selected economic indicators through models like ARIMA, Prophet, XGBoost and LSTM.
NMT for Low Resource Languages
Multilingual Neural Machine Translation for low-resource languages using Hugging Face Transformers.
Fashion MNIST GAN
Generative Adversarial Network (GAN) built with CNNs for both the generator and discriminator, implemented in TensorFlow and trained on the Fashion MNIST dataset.
Algorithms and Data Structures Course AGH
Solutions from Algorithms and Data Structures course at AGH University of Krakow. Please leave a star if it helped You ⭐
SPV Node
A lightweight blockchain SPV (Simplified Payment Verification) node implemented in C++, enabling users to verify transactions without downloading the entire blockchain.
Skills
Programming
Python
C/C++
R
Java
Ruby
JavaScript
Machine Learning & AI
PyTorch
TensorFlow
OpenCV
Hugging Face
Ultralytics
Nvidia SDK
CrewAI
LangChain
Data Analysis & Visualization
NumPy
Pandas
Matplotlib
Seaborn
Scikit-learn
SciPy
Databases & Cloud
PostgreSQL
MongoDB
AWS
MS SQL
SQLite
Redis
Web Development & Other
HTML
CSS
TypeScript
React
Django
Solidity
DevOps & Tools
Git
Docker
Linux
Bash
Slurm
Certifications
Deep Learning Specialization
Coursera 2024
Multi AI Agent Systems with crewAI
Coursera 2024
Machine Learning Specialization
Coursera 2024
Python for Data Science and Machine Learning Bootcamp
Udemy 2022
Fundamentals of Deep Learning
Nvidia Deep Learning Institute 2021
Programming in C++
Prymusi AGH Scholarship 2021
Achievements
Judge's Choice award for Visual Identification of Military Objects
NATO-Ukraine Defense Innovators Forum Hackathon2024
1st place in the Judge's Choice award for Visual Identification of Military Objects and 5 000$ prize
Contact Me
Feel free to reach out to me on any of these platforms: