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@predict-idlab

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jvdd/README.md

Hi there 👋

I like to solve problems with code 🖥️🤖💥. Among other things :)

Skills

  • Programming: Python, Rust, Java, SQL, ...
  • Data Science: Data Analysis, Data Wrangling, Machine Learning, ...
  • Software Engineering: Design, Development, Testing, ...
  • DevOps: CI/CD, Git, Linux, ssh, ...

Projects I (co)created

  • plotly-resampler: add scalability to the plotly.py toolkit for time series visualization through efficient resampling in the backend.
  • tsflex: provide a flexible and efficient way to process & extract features from time series data.
  • powershap: a scikit-learn compatible feature selector using statistical hypothesis testing and power calculations on Shapley values.
  • argminmax: highly optimized implementation of argmin & argmax (in 1 function) using SIMD instructions and runtime CPU feature detection.
  • tsdownsample: extremely fast time series downsampling for visualization.

Contact

You can find me on LinkedIn.

Pinned Loading

  1. predict-idlab/tsflex predict-idlab/tsflex Public

    Flexible time series feature extraction & processing

    Python 436 28

  2. predict-idlab/plotly-resampler predict-idlab/plotly-resampler Public

    Visualize large time series data with plotly.py

    Python 1.2k 75

  3. predict-idlab/powershap predict-idlab/powershap Public

    A power-full Shapley feature selection method.

    Python 211 23

  4. predict-idlab/tsdownsample predict-idlab/tsdownsample Public

    High-performance time series downsampling algorithms for visualization

    Jupyter Notebook 217 20

  5. argminmax argminmax Public

    Efficient argmin & argmax

    Rust 65 9

  6. predict-idlab/sleep-linear predict-idlab/sleep-linear Public

    Do not sleep on traditional machine learning for sleep stage scoring

    Jupyter Notebook 52 7