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Precipication Nowcasting

This repo is a person repo for my explorations into short-term precipitation forecasting. Previously, I worked at Open Climate Fix, and really enjoyed the work there - I hope to eventually return to the ML in meterology space after a quick detour to finance (taken due to unforseen financial circumstances). This repo serves as a way for me to keep up to date with SOTA model implementations, and a playground where I can try out various things!

TODOs

Since this a personal project (although open to collaboration!), there are lots of TODOs:

  • Models:
    • DGMR
    • NowcastNet [implemented]
    • DDPM/Diffusion models
  • General
    • Produce probabilistic forecasts (like MetNet)
    • Ablation studies
      • Better model evaluation (forecast spectra etc) [in progress]
      • Orthogonality of forecasts from different models
      • Integrated Gradients

IN PROGRESS:

  • DDPM/Diffusion models

  • General

    • Importance Sampling of observations