google / bayesnf
Bayesian Neural Field models for prediction in large-scale spatiotemporal datasets
☆123Updated 7 months ago
Alternatives and similar repositories for bayesnf:
Users that are interested in bayesnf are comparing it to the libraries listed below
- A Python package for tackling diverse environmental prediction tasks with NPs.☆111Updated last week
- Lightweight library for probabilistic forecast evaluation and optimization.☆52Updated last week
- An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators.☆150Updated 2 months ago
- 🌍 A curated list of MIT faculty that tackle climate change with machine learning for applying students, undergraduates, or others☆48Updated 2 months ago
- A framework for composing Neural Processes in Python☆85Updated 4 months ago
- Literature and light wrappers for gaussian process models.☆45Updated 3 years ago
- ☆11Updated last year
- ☆84Updated 9 months ago
- [NeurIPS 24] Probablistic Emulation of a Global Climate Model with Spherical DYffusion☆26Updated last month
- Official implementation of Score-based Data Assimilation☆56Updated last year
- ☆57Updated last month
- Recursive Bayesian Estimation (Sequential / Online Inference)☆58Updated last year
- Conformal Prediction for Time Series with Modern Hopfield Networks☆76Updated last year
- Package implementing Convergent Cross Mapping for causality inference in dynamical systems☆46Updated last year
- ClimODE: Climate and Weather Forecasting With Physics-informed Neural ODEs☆91Updated last month
- [NeurIPS 2023] A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting☆198Updated 6 months ago
- PyTorch implementation of Ryan Keisler's 2022 "Forecasting Global Weather with Graph Neural Networks" paper (https://arxiv.org/abs/2202.0…☆233Updated this week
- Code for Copula conformal prediction paper (ICLR 2024)☆29Updated 7 months ago
- Satellite Optical Flow with machine learning models☆61Updated last year
- Implementation of a reservoir computer with functions to optimize the parameters and calculate the Lyapunov exponents☆30Updated 3 years ago
- Research Software for Neural Weather Prediction for Limited Area Modeling☆157Updated 2 months ago
- Structural Time Series in JAX☆189Updated 11 months ago
- Gaussian Markov Random Fields (GMRFs) and Integrated Nested Laplace Approximation (INLA)☆20Updated last year
- Data access package for the SubseasonalClimateUSA dataset☆30Updated 5 months ago
- ☆17Updated this week
- ☆36Updated last month
- ☆48Updated 3 months ago
- tsl: a PyTorch library for processing spatiotemporal data.☆327Updated 3 weeks ago
- Lightning-UQ-Box: Uncertainty Quantification for Neural Networks with PyTorch and Lightning☆175Updated this week
- scores: Metrics for the verification, evaluation and optimisation of forecasts, predictions or models.☆160Updated last week