neural-sde

There are 2 repositories under neural-sde topic.

SciML / SciMLBook
Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)
differential-equations scientific-machine-learning neural-networks numerical-methods gpu-computing stiff-equations lecture-notes performance-engineering parallelism scientific-simulators neural-ode neural-sde sciml
Language:HTML 1808
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 845
SciML / SciMLSensitivity.jl
A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.
adjoint backpropogation dae dde differential-equations differentialequations hacktoberfest neural-ode neural-sde ode scientific-machine-learning sciml sde sensitivity-analysis
Language:Julia 318
xwinxu / bayeSDE
Code for "Infinitely Deep Bayesian Neural Networks with Stochastic Differential Equations"
bayesian-layers bayesian-neural-networks deep-learning deep-neural-networks jax neural-ode neural-sde pytorch sde-solvers stochastic-differential-equations
Language:Python 160
SciML / DiffEqNoiseProcess.jl
A library of noise processes for stochastic systems like stochastic differential equations (SDEs) and other systems that are present in scientific machine learning (SciML)
noise-processes stochastic-processes brownian-motion wiener-process sde neural-sde sciml scientific-machine-learning differential-equations
Language:Julia 62
SciML / OptimalControl.jl
A component of the SciML scientific machine learning ecosystem for optimal control
neural-dae neural-ode neural-sde optimal-control optimization scientific-machine-learrning sciml
Language:Julia 20
frankschae / Control-of-Stochastic-Quantum-Dynamics-with-Differentiable-Programming
Repository for the Control of Stochastic Quantum Dynamics with Differentiable Programming paper.
neural-ode neural-sde quantum-control scientific-machine-learning sciml
Language:Julia 16
SciML / BridgeDiffEq.jl
A thin wrapper over Bridge.jl for the SciML scientific machine learning common interface, enabling new methods for neural stochastic differential equations (neural SDEs)
bridge sciml scientific-machine-learning differential-equations sde ode neural-ode neural-sde
Language:Julia 6