Magdalena Kowalczuk's repositories
Compensation-prediction
An integrated data modeling and model experimentation project, packaged as a Streamlit app for predicting estimated compensation in engineering jobs
Munchhausen
a snippet of code checking how many Munchhausen numbers there are in a given rage, because I didn't feel like googling that there are only 2 of them XD
Autism_RSV_Analysis
Comparison and Analysis of Relative Search Volumes for Autism vs Autism Spectrum Disorder, enriched with geopandas plots.
Equity_in_Healthcare
Predicitng a timely diagnosis in metastatic cancer patients. Data cleaning, feature engineering and hyperparams tuning of classification model ensemble
Juniors_vs_ChatGPT
Inspired by personal curiosity and a 2023 Hackathon challenge (won in the ‘Most Polished’ category). This project investigates the impact of large language models like ChatGPT on entry-level roles in tech. Demonstrated skills include data cleaning, data wrangling, data analysis, and modeling, using tools such as Python, APIs, Polars, and Hvplot.
arxiv-frontpage
My personal frontpage app
Datathon
Data analysis of heatwaves - Anchiale team
MaskMap
Prototype of a diagnosis support tool using the power of NLP to identify symptoms of Autistic Masking (AM) and help medical staff and patients differentiate between anxiety, depression, and the long-term effects of AM and to gather data about common masking behaviors to extend the database of masking behaviors in female ASD patients.
embetter
just a bunch of useful embeddings
first-contributions
🚀✨ Help beginners to contribute to open source projects
iceborn
Little tool for a quick EDA based on polars
narwhals-benchmarks
Benchmarks for various narwhals functions/methods
resume
Curriculum Vitae
scikit-lego
Extra blocks for scikit-learn pipelines.
stream-scraper
Browsermob based stream scaper, for fetching and downloading ts files