SciML news: Scientific Machine Learning, Physics-Informed Learning, and Science-Guided AI

The SciML scientific machine learning blog discusses issues of numerical, technical, distributed and parallel computing associated with the field of scientific machine learning and the recent software developments of the SciML organization.


Why we deprecated NLsolve.jl for NonlinearSolve.jl Staging Team (2024-01-23)

2023

2023 Google Summer of Code and SciML's Summer Fellowship! Staging Team (2023-06-29)

SciML's Scientific Machine Learning Essential to New Major FDA Project in Artificial Blood Staging Team (2023-02-09)

2022

SciML Ecosystem Update: Better Error Messages, Compile Times, and Documentation Staging Team (2022-10-08)

How Julia ODE Solve Compile Time Was Reduced From 30 Seconds to 0.1 Staging Team (2022-09-21)

DifferentialEquations.jl v7: New linear solver and preconditioner interface Staging Team (2022-01-11)

2021

SciML's Stance on Long Term Support (LTS) Staging Team (2021-12-02)

SciML Receives Chan Zuckerberg Institute Funding: Spatial SSAs, Identifiability, and Compile Times Staging Team (2021-08-31)

SciML Common Interface Expansion Staging Team (2021-08-26)

SciML at JuliaCon 2021 Staging Team (2021-08-16)

SciML Ecosystem Update: Improved QNDF Outperforms CVODE On SciMLBenchmarks Staging Team (2021-05-24)

SciML Ecosystem Update: GalacticOptim, GlobalSensitivity, Tutorials, and Documentation Staging Team (2021-02-05)

SciML Ecosystem Update: Bayesian Neural ODEs, Virtual Brownian Trees, Parallel Batching and More Staging Team (2021-01-19)

2020

SciML Ecosystem Update: Koopman Optimization Under Uncertainty, Non-Commutative SDEs, GPUs in R, and More Staging Team (2020-09-05)

SciML Ecosystem Update: Neural PDEs, Lie Groups, and Stochastic Delay Differential Equations Staging Team (2020-08-17)

SciML Ecosystem Update: SDE Adjoints, FFORD Layers, and Jump Diffusion Staging Team (2020-08-10)

SciML Ecosystem Update: Auto-Parallelism and Component-Based Modeling Staging Team (2020-06-01)

SciML Ecosystem Update: Automated Model Discovery with DataDrivenDiffEq.jl and ReservoirComputing.jl Staging Team (2020-05-09)

SciML: An Open Source Software Organization for Scientific Machine Learning Staging Team (2020-03-29)

DifferentialEquations.jl v6.12.0: DAE Extravaganza Staging Team (2020-03-23)

DifferentialEquations.jl v6.11.0: Universal Differential Equation Overhaul Staging Team (2020-02-18)

2019

DifferentialEquations.jl v6.7.0: GPU-based Ensembles and Automatic Sparsity Staging Team (2019-07-05)

DifferentialEquations.jl v6.6.0: Sparse Jacobian Coloring, Quantum Computer ODE Solvers, and Stiff SDEs Staging Team (2019-06-24)

DifferentialEquations.jl v6.5.0: Stiff SDEs, VectorContinuousCallback, Multithreaded Extrapolation Staging Team (2019-06-06)

DifferentialEquations.jl v6.4.0: Full GPU ODE, Performance, ModelingToolkit Staging Team (2019-05-09)

DifferentialEquations.jl 6.0: Radau5, Hyperbolic PDEs, Dependency Reductions Staging Team (2019-02-02)

2018

DifferentialEquations.jl 5.0: v1.0, Jacobian Types, EPIRK Staging Team (2018-08-20)

DifferentialEquations.jl 4.6: Global Sensitivity Analysis, Variable Order Adams Staging Team (2018-07-05)

DifferentialEquations.jl 4.5: ABC, Adaptive Multistep, Maximum A Posteriori Staging Team (2018-05-26)

A "Jupyter" of DiffEq: Introducing Python and R Bindings for DifferentialEquations.jl Staging Team (2018-04-30)

DifferentialEquations.jl 4.4: Enhanced Stability and IMEX SDE Integrators Staging Team (2018-04-13)

DifferentialEquations.jl 4.3: Automatic Stiffness Detection and Switching Staging Team (2018-04-09)

DifferentialEquations.jl 4.2: Krylov Exponential Integrators, Non-Diagonal Adaptive SDEs, Tau-Leaping Staging Team (2018-03-31)

DifferentialEquations.jl 4.1: New ReactionDSL and KLU Sundials Staging Team (2018-02-17)

DifferentialEquations.jl 4.0: Breaking Syntax Changes, Adjoint Sensitivity, Bayesian Estimation, and ETDRK4 Staging Team (2018-01-24)

DifferentialEquations.jl 3.4: Sundials 3.1, ARKODE, Static Arrays Staging Team (2018-01-15)

2017

DifferentialEquations.jl 3.2: Expansion of Event Compatibility Staging Team (2017-12-11)

DifferentialEquations.jl 3.1: Jacobian Passing Staging Team (2017-11-24)

Stiff SDE and DDE Solvers Staging Team (2017-08-25)

SDIRK Methods Staging Team (2017-08-13)

SDIRK Methods Staging Team (2017-07-06)

Filling In The Interop Packages and Rosenbrock Staging Team (2017-05-17)

DifferentialEquations.jl 2.0 Staging Team (2017-04-30)

DifferentialEquations.jl v1.9.1 Staging Team (2017-04-07)

DifferentialEquations.jl Workshop at JuliaCon 2017 Staging Team (2017-04-04)

DifferentialEquations.jl v1.8.0 Staging Team (2017-02-02)

DifferentialEquations.jl v1.6.0 Staging Team (2017-01-14)

base Staging Team (2017-01-08)

PDEs Update Staging Team (2017-01-05)

DifferentialEquations.jl 3.3: IMEX Solvers Staging Team (2017-01-01)

2016

Hello World!! Staging Team (2016-11-26)

OrdinaryDiffEq v0.5 Staging Team (2016-01-21)