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GitHub topics: probabilistic-numerics

Poincare-code/henri

Probabilistic Numerical Relativity simulation toolkit (pilot study)

Language: Jupyter Notebook - Size: 54.6 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 0 - Forks: 0

marvinpfoertner/linpde-gp

Code for the Paper "Physics-Informed Gaussian Process Regression Generalizes Linear PDE Solvers"

Language: Python - Size: 5.63 MB - Last synced at: 11 days ago - Pushed at: 12 months ago - Stars: 25 - Forks: 4

pnkraemer/tornadox

Probabilistic ODE solvers are fun, but are they fast? See also: https://github.com/pnkraemer/probdiffeq for JAX code or https://github.com/nathanaelbosch/ProbNumDiffEq.jl for Julia code.

Language: Python - Size: 461 KB - Last synced at: 9 days ago - Pushed at: 9 months ago - Stars: 21 - Forks: 1

nathanaelbosch/ProbNumDiffEq.jl

Probabilistic Numerical Differential Equation solvers via Bayesian filtering and smoothing

Language: Julia - Size: 75.2 MB - Last synced at: about 21 hours ago - Pushed at: 6 days ago - Stars: 125 - Forks: 17

probabilistic-numerics/probnum

Probabilistic Numerics in Python.

Language: Python - Size: 154 MB - Last synced at: 11 days ago - Pushed at: 12 months ago - Stars: 448 - Forks: 57

marvinpfoertner/ComputationAwareKalmanExperiments.jl

Code for the paper "Computation-Aware Kalman Filtering and Smoothing"

Language: Julia - Size: 197 KB - Last synced at: 11 days ago - Pushed at: about 1 month ago - Stars: 4 - Forks: 0

marvinpfoertner/ComputationAwareKalman.jl

Computation-Aware Kalman Filtering and RTS Smoothing

Language: Julia - Size: 70.3 KB - Last synced at: 11 days ago - Pushed at: about 2 months ago - Stars: 9 - Forks: 1

alan-turing-institute/stat-fem

Python tools for solving data-constrained finite element problems

Language: Python - Size: 727 KB - Last synced at: 14 days ago - Pushed at: over 3 years ago - Stars: 13 - Forks: 8

ylefay/bayesianSDEsolver

Efficient SDE samplers including Gaussian-based probabilistic solvers. Written in JAX.

Language: Python - Size: 4.11 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 8 - Forks: 0

JonathanWenger/itergp

IterGP: Computation-Aware Gaussian Process Inference (NeurIPS 2022)

Language: Python - Size: 19.9 MB - Last synced at: 19 days ago - Pushed at: about 2 years ago - Stars: 40 - Forks: 2

probabilistic-numerics/website

Website of the Probabilistic Numerics community.

Language: JavaScript - Size: 32.6 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 2 - Forks: 0

pnkraemer/probdiffeq

Probabilistic solvers for differential equations in JAX. Adaptive ODE solvers with calibration, state-space model factorisations, and custom information operators. Compatible with the broader JAX scientific computing ecosystem.

Language: Python - Size: 30.7 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 32 - Forks: 2

nathanaelbosch/Fenrir.jl 📦

Physics-Enhanced Regression for Initial Value Problems

Language: Julia - Size: 4.5 MB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 19 - Forks: 2

pnkraemer/probfindiff

Probabilistic numerical finite differences. Compute finite difference weights and differentiation matrices on scattered data sites and with out-of-the-box uncertainty quantification.

Language: Python - Size: 326 KB - Last synced at: 20 days ago - Pushed at: almost 2 years ago - Stars: 10 - Forks: 2

JonathanWenger/probabilistic-linear-solvers-for-ml

Probabilistic Linear Solvers for Machine Learning (NeurIPS 2020)

Language: Jupyter Notebook - Size: 19.7 MB - Last synced at: 12 days ago - Pushed at: about 2 years ago - Stars: 4 - Forks: 0

Nerocraft4/NumericalIntegration-C

Numerical Integration Methods and Probabilistic Methods for generating random numbers.

Language: C - Size: 1.26 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

probabilistic-numerics/probnum-gsoc2022 📦

Information and materials for Google Summer of Code participants developing for ProbNum.

Size: 74.2 KB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 7 - Forks: 2

ShaunMcDonald1021/probabilistic_numerics

Various probabilistic numerics projects. Main one is Laplace_Approximation.

Language: MATLAB - Size: 293 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

probabilistic-numerics/probnum-benchmarks

Published asv benchmark reports and database of ProbNum.

Size: 9.76 MB - Last synced at: 3 days ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

probabilistic-numerics/probnum-evaluation

Evaluate the accuracy, efficiency, and uncertainty-calibration of probabilistic numerical algorithms.

Language: Python - Size: 1.59 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 5 - Forks: 3

VLSF/HiddenRepresentation

the prior distribution for probabilistic numerical methods

Language: Jupyter Notebook - Size: 815 KB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0