scientific-ml

There are 2 repositories under scientific-ml topic.

SciML / NeuralPDE.jl
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
differential-equations differentialequations machine-learning neural-differential-equations neural-network neural-networks ode ordinary-differential-equations partial-differential-equations pde pinn scientific-ai scientific-machine-learning scientific-ml sciml
Language:Julia 990
SciML / DiffEqFlux.jl
Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods
delay-differential-equations differential-equations differentialequations neural-dde neural-differential-equations neural-jump-diffusions neural-networks neural-ode neural-pde neural-sde neural-sdes ordinary-differential-equations partial-differential-equations physics-informed-learning pinn scientific-ai scientific-machine-learning scientific-ml stiff-ode stochastic-differential-equations
Language:Julia 871
SciML / MethodOfLines.jl
Automatic Finite Difference PDE solving with Julia SciML
pde finite-difference-method sciml scientific-ml partial-differential-equations julia high-performance-computing symbolic-computation parallel-computing
Language:Julia 162
SciML / JumpProcesses.jl
Build and simulate jump equations like Gillespie simulations and jump diffusions with constant and state-dependent rates and mix with differential equations and scientific machine learning (SciML)
gillespie ssa jump-diffusion stochastic differential-equations hybrid-differential-equation ode sde stochastic-jump-equations neural-ode neural-differential-equations scientific-ml scientific-ai sciml scientific-machine-learning
Language:Julia 140
SciML / DiffEqBayes.jl
Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning
differential-equations stan julia ode sde dae dde ordinary-differential-equations stochastic-differential-equations neural-ode neural-differential-equations scientific-ml scientific-ai probabilistic-programming sciml scientific-machine-learning bayesian-inference
Language:Julia 121
SciML / MultiScaleArrays.jl
A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simulations
multiscale models differentialequations differential-equations ode sde dae dde hybrid-differential-equations neural-ode neural-differential-equations scientific-ml scientific-ai sciml scientific-machine-learning automatic-differentiation julia
Language:Julia 74
alpz / mech-nn
Code Repository for the paper "Mechanistic Neural Networks for Scientific Machine Learning", ICML 2024
machine-learning scientific-ml
Language:Jupyter Notebook 5