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gtauzin/README.md

Hi, I am Guillaume 👋

I am a ML scientist with 6y+ experience and a passion about ML frameworks development. I enjoy finding simple, interpretable solutions to problems and coding them in a modular way. I believe in FOSS and I look forward to making contributions.

About me

  • I have been working on a number of tabular and time series tasks. At the moment, I make use of smart grid data to take on tasks such as anomaly detection, classification, and forecasting.
  • I am enthusiastic about the philosophy and simplicity of the scikit-learn API. I have developped a number of packages extending and/or integrating with it.
  • In the past couple years, I have been excited about uncertainty quantification and especially conformal prediction!
  • I have a diverse background spanning engineering, applied math, physics, and high-performance computing.

Selected open-source projects

  • During my PhD, I studied turbulence models and evaluated them numerically using metaLBM, a C++ simulation package running on GPU clusters using MPI, OpenMP, and CUDA.
  • During my postdoc at EPFL, I created giotto-tda, an open-source Topological Data Analysis library for feature engineering and unsupervised learning extending scikit-learn.

To reach out to me, please use LinkedIn or mastodon.

Pinned Loading

  1. giotto-ai/giotto-tda giotto-ai/giotto-tda Public

    A high-performance topological machine learning toolbox in Python

    Python 845 173

  2. giotto-ai/pyflagser giotto-ai/pyflagser Public

    Python bindings and API for the flagser C++ library (https://github.com/luetge/flagser).

    Python 13 15

  3. metaLBM metaLBM Public

    High Performance C++ Turbulent flow Lattice Boltzmann code

    C++ 10 1

  4. Steenroder/steenroder Steenroder/steenroder Public

    Computation of persistence Steenrod barcodes

    Jupyter Notebook 8