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shoelim/README.md

Hi there! I am an applied mathematician working in machine learning 🤓

🌱 Research focus: ML x applied probability x dynamical systems, generative modeling, sequence modeling, robust and reliable ML, regularization and optimization in ML

⚡ Programming: Python, PyTorch (mainly)

📚 Reading list: Here

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  1. FM_forecasting FM_forecasting Public

    Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting

    Python 4

  2. mpgd mpgd Public

    MPGD: Chaotic Regularization and Heavy-Tailed Limits for Deterministic Gradient Descent

    Python 1

  3. predicting-rare-critical-transitions-in-multiscale-systems predicting-rare-critical-transitions-in-multiscale-systems Public

    Predicting Critical Transitions in Multiscale Dynamical Systems Using Reservoir Computing

    Python 6 2

  4. principles-of-statistical-machine-learning principles-of-statistical-machine-learning Public

    A Graduate Course on Principles of Statistical Machine Learning (Applied & Computational Mathematics, KTH)

    1