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"What we don’t understand, we explain to each other." (J.R. Oppenheimer)
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"What we don’t understand, we explain to each other." (J.R. Oppenheimer)
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StatMixedML/README.md

🎉 Welcome to my GitHub-Repo

I work as a Machine Learning Scientist with special interest in

  • Statistical Machine Learning
  • Probabilistic & Distributional Modeling
  • Neural Time Series Forecasting
  • Foundational Time Series Models
  • Representation Learning
  • Deep Learning for Tabular Data
  • Transfer Learning
  • Tree-Based Modeling
  • ...

💡 I'm currently working on

Extensions of the major decision tree algorithms to a probabilistic framework that models and predicts the entire conditional distribution of univariate and multivariate targets as a function of covariates.



💻 Languages and Tools

💭 Ask me anything about

My areas of interest. But I am also more than happy for an exchange on other interesting topics.


💬 Quote of the day

"With four parameters I can fit an elephant, and with five I can make him wiggle his trunk."
(John von Neumann)


📈 GitHub Stats


Pinned

  1. XGBoostLSS XGBoostLSS Public

    An extension of XGBoost to probabilistic modelling

    Python 505 53

  2. LightGBMLSS LightGBMLSS Public

    An extension of LightGBM to probabilistic modelling

    Python 231 22

  3. CatBoostLSS CatBoostLSS Public

    An extension of CatBoost to probabilistic modelling

    140 13

  4. Py-BoostLSS Py-BoostLSS Public

    An extension of Py-Boost to probabilistic modelling

    Python 20

  5. ConvTS-Mixer ConvTS-Mixer Public

    Time Series Extension of "Patches Are All You Need"

    Jupyter Notebook 6

  6. Hyper-Trees Hyper-Trees Public

    Forecasting with Hyper-Trees

    6 1