Work/Projects
My recent work/project
UA Support (Github)
I’ve created an application that helps Ukrainian refugees to find accommodation and aid. The application organizes the work of volunteers and gathers information about aid/accommodation availability in various regions across UE. It works as a fully automated and scalable system on GCP as a serverless app.
As of May 4th, 2022 the application is fully acquired by AirBnB.org.
Project was notniced by the European Commission’s Open Source Observatory and summarized in the article about it.
Attribution Methods in Interpretability of CNNs (PDF) (GitHub)
Analysis of methods and measures used in Explainable Artificial Intelligence. Effect of augmentation on the interpretability of deep learning models by checking their structural similarity. Comparision of the robustness of XAI methods.
FAT (Farm Animal Tracking) (Github) (Example) (Presentation)
Tracking and recognition of farm animals (pigs) with CNN and Siamese network.
Airport gate assignment (GitHub) (Visualization) (Medium)
Airport simulation for evaluation of airport gate assignment problem.
Temporal Network of city bicycles (GitHub) (Website)
Creation of usage network to provide historical information about trends and users preferences.
DengAI: Predicting Disease Spread (DrivenData) (Report)
DrivenData competition for predicting sprad of dengue disease with data provided by CDC and NOAA. Scored 14th place out of over 8000 competitors.
WOD bike usage predictor model (GitHub)
ML project to predict bicycle usage in the city of Wrocław. It’s using historical data and current weather to predict usage in particular parts of the city.
Deep Q-Learning Pong Game (GitHub)
Deep Reinforcemenet Learning solution for playing Pong using Atari simulator. Application is using DoubleDeep Q-Learning algorithm.
Monte Carlo Tree Game (GitHub)
MCTS solution for Pong game using Atari simulator
Tiny Face Detection (GitHub)
Tiny Face Detection with TensorFlow 2.0
YOLOv3 (GitHub)
YOLOv3 implementation in TensorFlow 2.0
Tweet Dataset Annotator (GitHub) (PL)
Application to annotate tweets and create the first polish annotated dataset.
Puppeteer Screenshot Tester (GitHub) (NPM)
Small library that allows us to compare screenshots generated by puppeteer in our tests.
RentalSearch Chrome extension (GitHub) (Chrome WebStore)
Chrome extenstion which allows scrapping Gumtree and OLX.
People Matcher (GitHub)
Application to create a weighted network of people with similar skils/interests.
git-branch-pattern-check (GitHub) (NPM)
Simple library to validate git branch name before pushing it to repository. Helpful if you want to enforce naming convention in your team without manually checking branch names.
Talks/presentation
FAT - Farm Animal Tracking Slides
Detection, recognition and tracking of farm animals.
Explainable AI Slides (Report - PL)
A quick roundup on how XAI works. More on Lime and Integrated Gradient.
Airport Gate Optimization Problem Slides
Our aporach to solving airport gate optimization.
Temporal Network of city bicycles Slides
Presentation about Temporal Network Project
t-SNE lecture at WUST (talk in polish) Slides
Extreme Machine Learning Slides
Presentation about Extreme Learning Machines. Additionally, there is a implementation of basic ELM in python https://github.com/burnpiro/elm-pure
JavaScript the Dark Side of the engine Slides
Presentation about how JS engine works and why your browser uses all your RAM
Hard Events to follow Slides
A modern guide to Events in JavaScript.
Geek Girls Carrots Wroclaw (PL) Slides
Presentation on the first day of Geek Girls Carrots workshop in Wrocław.
How to become headless puppet master Slides
Talk about how to write e2e tests in modern way without using Selenium of even Java. Introduction to Puppeteer. Code: Github
Handling JS Production In Modern Way Slides
Talk about how to transpile, and bundle you JS application in production environment? Modern JavaScript deployment.
Why Rendering in JS is slow Slides
Talk about JS engines and browser performane when rendering web applications. Code: CodePen