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katiana22/README.md

Hi๐Ÿ‘‹๐Ÿผ, I'm Katiana!๐Ÿ‘ฉ๐Ÿปโ€๐Ÿ’ป

  • ๐Ÿ’Š I am a Sr Advisor in Scientific Machine Learning at Eli Lilly and Company.
  • ๐Ÿ” My research focuses on physics-based modeling and AI-driven design of drug delivery systems.
  • ๐Ÿ–ฅ๏ธ I have developed and maintain several open-source libraries (more on that here!).
  • ๐Ÿ‘ฅ For more information check out my personal website.

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  1. SURGroup/UQpy SURGroup/UQpy Public

    UQpy (Uncertainty Quantification with python) is a general purpose Python toolbox for modeling uncertainty in physical and mathematical systems.

    Python 362 112

  2. TL-DeepONet TL-DeepONet Public

    Source code of 'Deep transfer operator learning for partial differential equations under conditional shift'.

    Python 85 11

  3. GDM-PCE GDM-PCE Public

    Source code of: "Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models".

    Jupyter Notebook 38 6

  4. latent-deeponet latent-deeponet Public

    Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."

    Python 87 21