scientific-ai

There are 2 repositories under scientific-ai topic.

SciML / NeuralPDE.jl
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
differential-equations differentialequations neural-differential-equations scientific-ml scientific-ai partial-differential-equations ordinary-differential-equations neural-network neural-networks ode pde sciml scientific-machine-learning pinn machine-learning
Language:Julia 909
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
neural-ode neural-sde neural-pde neural-dde neural-differential-equations stiff-ode ordinary-differential-equations stochastic-differential-equations delay-differential-equations partial-differential-equations neural-networks differentialequations differential-equations scientific-ml scientific-ai neural-jump-diffusions neural-sdes scientific-machine-learning pinn physics-informed-learning
Language:Julia 841
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 133
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 119
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 72
SciML / DiffEqParamEstim.jl
Easy scientific machine learning (SciML) parameter estimation with pre-built loss functions
differentialequations estimation parameter-estimation differential-equations neural-ode scientfic-ml scientific-ai ode sde dae dde ordinary-differential-equations stochastic-differential-equations differential-algebraic-equations
Language:Julia 61