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anopsy/README.md

Hi πŸ‘‹, I'm Magdalena Kowalczuk

data & ml fan with a soft spot for OSS

Driven by curiosity, eager self-learner, Kaggle Notebook Expert, Datathons enjoyer, PyData volunteer, currently engaged in Women in AI Mentorship, exploring and contributing to Open Source Land and building my Machine Learning portfolio.

Inspired by personal curiosity and a 2023 Hackathon challenge (won in the β€˜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.

🎨 Selected Portfolio Projects
┣━━ contributing to OSS at:
┃   ┣━━ 🧱scikit-lego
┃   ┃   ┣━━ contributed to docs  
┃   ┃   ┗━━ made ColumnSelector dataframe agnostic using Narwhals 
┃   ┗━━ πŸ³πŸ¦„narwhals 
┃   ┃   ┣━━ contributed to docs  
┃   ┃   ┗━━ added ddof argument to std method 
┃   ┗━━ πŸ’‘embetter
┃       ┣━━ deprecated a method  
┃       ┗━━ added pre-commit hooks  
┃ 
┣━━ Juniors_vs_ChatGPT - 🦺WIP 
┃   - Did ChatGPT replaced Juniors and Interns? 
┃   ┣━━ data cleaning
┃   ┣━━ data wrangling
┃   ┣━━ data analysis
┃   ┣━━ modeling
┃   ┗━━ python🐍/API/polarsπŸ»β€β„οΈ/hvplotπŸ“Š
┃  
┣━━ MaskMap: Decoding the Hidden Spectrum  
┃   - Prototype of a diagnosis support tool using the power of NLP to identify symptoms of Autistic Masking
┃   ┣━━ data scraping
┃   ┣━━ data cleaning
┃   ┣━━ modeling
┃   ┣━━ deploying
┃   ┗━━ python🐍/pandas🐼/FastAPI
┃  
┣━━ Equity in Healthcare: Women in Data Science Datathon 2024 
┃   - WIDS Datathon Project predicting a timely diagnosis of Metastatic Cancer
┃   ┣━━ data cleaning
┃   ┣━━ data wrangling
┃   ┣━━ data analysis
┃   ┣━━ modeling
┃   ┗━━ python🐍/pandas🐼/ensemble🌳/keras🧠
┃  
┣━━ Relative Search Volumes Analysis  
┃   - Search Volumes for Autism vs Autism Spectrum Disorder around the world
┃   ┣━━ data scraping
┃   ┣━━ data cleaning
┃   ┣━━ modeling WIP
┃   ┗━━ python🐍/pandas🐼
┃  
┣━━ Steelplate Defect Visual EDA  
┃   - Colorful joyplots for Visual EDA
┃   ┣━━ data visualization
┃   ┣━━ ensemble
┃   ┗━━ python🐍/pandas🐼/xgb🌳/seaborn🎨
┃  
┣━━ hossenfelder - 🦺WIP  
┃ - Data Analysis and Prediction of views on Sabine Hossenfelder YT channel
┃   ┣━━ data scraping
┃   ┣━━ data cleaning
┃   ┣━━ modeling WIP
┃   ┗━━ python🐍/pandas🐼
┃  
┗━━ MyFalaClassifier - 🦺WIP  
- Detector of surfable waves
    ┣━━ live-stream scraping
    ┣━━ image processing
    ┣━━ transfer learning
    ┣━━ deploying
    ┗━━ python🐍/keras🧠

Languages and Tools:

pandas polars scikit_learn python seaborn bash git postgresql tensorflow go gcp

Connect with me:

anopsy madkowalczuk anopsy anopsy_amsterdam @anopsy28

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  1. Juniors_vs_ChatGPT Juniors_vs_ChatGPT Public

    Inspired by personal curiosity and a 2023 Hackathon challenge (won in the β€˜Most Polished’ category). This project investigates the impact of large language models like ChatGPT on entry-level roles …

    Jupyter Notebook

  2. MaskMap MaskMap Public

    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 lon…

    Jupyter Notebook

  3. Autism_RSV_Analysis Autism_RSV_Analysis Public

    Comparison and Analysis of Relative Search Volumes for Autism vs Autism Spectrum Disorder, enriched with geopandas plots.

    Jupyter Notebook

  4. Equity_in_Healthcare Equity_in_Healthcare Public

    Predicitng a timely diagnosis in metastatic cancer patients. Data cleaning, feature engineering and hyperparams tuning of classification model ensemble

    Jupyter Notebook

  5. koaning/scikit-lego koaning/scikit-lego Public

    Extra blocks for scikit-learn pipelines.

    Python 1.2k 116

  6. narwhals-dev/narwhals narwhals-dev/narwhals Public

    Lightweight and extensible compatibility layer between Polars, pandas, cuDF, Modin, and more!

    Python 245 36