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The Essential Tools of Scientific Machine Learning (Scientific ML)

stochasticlifestyle.com · published 20 August 2019

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1blogs citing

First cited: 14 Apr 2022
Most recent: 14 Apr 2022
Rank this month: not ranked
Links from this post: 115
Words captured: 6,622

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Julia

Doing small network scientific machine learning in Julia 5x faster than PyTorch Read at the source ↗

14 Apr 2022

Links from this post

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https://github.com/JuliaSpace/SatelliteToolbox.jl

github.com

https://github.com/JuliaRobotics/RigidBodySim.jl

github.com

https://www.stochasticlifestyle.com/wp-content/uploads/2019/11/scientific_ml.pdf

stochasticlifestyle.com

https://www.osti.gov/biblio/1478744

osti.gov

https://icerm.brown.edu/events/ht19-1-sml/

icerm.brown.edu

https://www.pnas.org/content/116/31/15344

pnas.org

https://www.ncbi.nlm.nih.gov/pubmed/23646992

ncbi.nlm.nih.gov

https://icerm.brown.edu/materials/Abstracts/ht19-1-sml/Solid_Harmonic_Wavelet_Scattering_for_Predicting_Molecule_Properties_]_Michael_Eickenberg,_UC_Berkeley.pdf

icerm.brown.edu

https://www.nature.com/articles/s42256-018-0004-1?WT.feed_name=subjects_physical-sciences

nature.com

http://reactorlab.net/resources-folder/ceng252/oregonator_description.pdf

reactorlab.net

https://journals.ametsoc.org/doi/full/10.1175/1520-0469%282003%29060%3C1359%3AAAMOTA%3E2.0.CO%3B2

journals.ametsoc.org

https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.1000015

journals.plos.org

https://www.nature.com/articles/s41558-018-0160-7

nature.com

https://pdfs.semanticscholar.org/5ebb/e0b1a3d7a2431bbb25d6dfeec7ed6954d633.pdf

pdfs.semanticscholar.org

https://www.pnas.org/content/115/34/8505

pnas.org

https://arxiv.org/abs/1806.07366

arxiv.org

https://github.com/JuliaDiffEq/DiffEqFlux.jl

github.com

https://www.youtube.com/watch?v=WJneK7OjqMQ

youtube.com

https://www.youtube.com/watch?v=cdwLJCb45Kk

youtube.com

https://www.youtube.com/watch?v=vziVsrCaMHY

youtube.com

http://jmlr.org/papers/volume18/17-468/17-468.pdf

jmlr.org

https://www.tensorflow.org/

tensorflow.org

https://www.mcs.anl.gov/research/projects/adifor/

mcs.anl.gov

http://fastopt.de/products/taf/taf.shtml

fastopt.de

https://projects.coin-or.org/ADOL-C

projects.coin-or.org

https://mc-stan.org/

mc-stan.org

https://pytorch.org/

pytorch.org

https://github.com/FluxML/Flux.jl

github.com

https://github.com/FluxML/Tracker.jl

github.com

https://github.com/JuliaParallel/Elemental.jl

github.com

https://github.com/JuliaDiff/DiffRules.jl

github.com

https://github.com/JuliaDiff/ChainRules.jl

github.com

https://github.com/JuliaDiff/ForwardDiff.jl

github.com

https://github.com/JuliaDiff/ReverseDiff.jl

github.com

https://github.com/FluxML/Zygote.jl

github.com

https://www.tensorflow.org/swift

tensorflow.org

https://arxiv.org/pdf/1907.07587.pdf

arxiv.org

http://www.autodiff.org/?module=Tools&tool=ADiMat

autodiff.org

http://www.autodiff.org/Docs/euroad/Eleventh%20EuroAd%20Workshop%20-%20Shaun%20Forth%20-%20Sparsity%20Estimation%20in%20Matlab.pdf

autodiff.org

https://github.com/google/jax

github.com

https://web.casadi.org/

web.casadi.org

https://yoric.mit.edu/daepack

yoric.mit.edu

https://www-sop.inria.fr/tropics/tapenade.html

www-sop.inria.fr

https://medium.com/inside-machine-learning/what-is-a-transformer-d07dd1fbec04

medium.com

https://github.com/modern-fortran/neural-fortran

github.com

http://www.opennn.net/

opennn.net

https://arxiv.org/pdf/1810.00873.pdf

arxiv.org

https://www.youtube.com/watch?v=5ZgEp36E71Y

youtube.com

https://github.com/rtqichen/torchdiffeq

github.com

https://arxiv.org/pdf/1902.10298.pdf

arxiv.org

https://julialang.org/blog/2019/01/fluxdiffeq

julialang.org

https://www.mathworks.com/help/matlab/math/solve-stiff-odes.html

mathworks.com

A Comparison Between Differential Equation Solver Suites In MATLAB, R, Julia, Python, C, Mathematica, Maple, and Fortran Read at the source ↗

stochasticlifestyle.com

http://diffeq.sciml.ai/latest/

diffeq.sciml.ai

https://cran.r-project.org/web/packages/diffeqr/index.html

cran.r-project.org

https://github.com/JuliaDiffEq/diffeqpy

github.com

http://diffeq.sciml.ai/latest/analysis/sensitivity

diffeq.sciml.ai

https://computing.llnl.gov/projects/sundials

computing.llnl.gov

https://mc-stan.org/docs/2_19/stan-users-guide/ode-solver-chapter.html

mc-stan.org

http://people.cs.vt.edu/~asandu/Software/FATODE/index.html

people.cs.vt.edu

https://benchmarks.sciml.ai/stable/

benchmarks.sciml.ai

https://arxiv.org/pdf/1701.02434.pdf

arxiv.org

https://github.com/TuringLang/Turing.jl

github.com

https://docs.pymc.io/

docs.pymc.io

https://github.com/pymc-devs/pymc4

github.com

https://probcomp.github.io/Gen/

probcomp.github.io

https://github.com/Lezcano/CPProb

github.com

http://docs.pyro.ai/en/stable/

docs.pyro.ai

http://edwardlib.org/

edwardlib.org

https://cscapes.cs.purdue.edu/dox/ColPack/html/index.html

cscapes.cs.purdue.edu

https://github.com/JuliaDiffEq/SparsityDetection.jl

github.com

https://github.com/JuliaDiffEq/SparseDiffTools.jl

github.com

https://devblogs.nvidia.com/gpu-computing-julia-programming-language/

devblogs.nvidia.com

https://documen.tician.de/pycuda/

documen.tician.de

https://github.com/stan-dev/math/wiki/OpenCL-GPU-Routines

github.com

https://www.phoronix.com/scan.php?page=news_item&px=LCZero-NVIDIA-Benchmarks

phoronix.com

http://www.netlib.org/scalapack/

netlib.org

https://link.springer.com/chapter/10.1007/978-1-4615-4873-7_9

link.springer.com

https://www.mcs.anl.gov/petsc/

mcs.anl.gov

https://trilinos.github.io/

trilinos.github.io

https://github.com/elemental/Elemental

github.com

https://pytorch.org/docs/stable/distributed.html

pytorch.org

https://www.tensorflow.org/api_docs/python/tf/sparse

tensorflow.org

https://github.com/JuliaParallel/DistributedArrays.jl

github.com

https://github.com/JuliaMatrices/BandedMatrices.jl

github.com

https://github.com/JuliaMatrices/BlockBandedMatrices.jl

github.com

https://github.com/JuliaDiffEq/Surrogates.jl

github.com

https://pysot.readthedocs.io/en/latest/

pysot.readthedocs.io

https://smt.readthedocs.io/en/latest/

smt.readthedocs.io

http://muq.mit.edu/

muq.mit.edu

https://dakota.sandia.gov

dakota.sandia.gov

https://www.sciencedirect.com/science/article/pii/S1364815213002338

sciencedirect.com

https://cran.r-project.org/web/packages/sensitivity/sensitivity.pdf

cran.r-project.org

https://ec.europa.eu/jrc/en/samo/simlab

ec.europa.eu

http://diffeq.sciml.ai/latest/analysis/global_sensitivity

diffeq.sciml.ai

http://diffeq.sciml.ai/latest/analysis/uncertainty_quantification

diffeq.sciml.ai

https://www.tensorflow.org/guide/distribute_strategy

tensorflow.org

https://github.com/JuliaParallel/MPI.jl

github.com

https://github.com/stan-dev/math/wiki/MPI-Parallelism

github.com

https://www.youtube.com/watch?v=okGybBmihOE

youtube.com

https://www.dealii.org/

dealii.org

https://computing.llnl.gov/projects/samrai

computing.llnl.gov

https://computing.llnl.gov/projects/hypre-scalable-linear-solvers-multigrid-methods

computing.llnl.gov

https://fenicsproject.org/

fenicsproject.org

https://www.firedrakeproject.org/

firedrakeproject.org

http://www.dolfin-adjoint.org/en/release/

dolfin-adjoint.org

http://dedalus-project.org/

dedalus-project.org

https://juliaapproximation.github.io/ApproxFun.jl/latest/

juliaapproximation.github.io

https://www.chebfun.org/

chebfun.org

https://github.com/JuliaDiffEq/DiffEqOperators.jl

github.com

https://github.com/JuliaFEM/JuliaFEM.jl

github.com

https://github.com/KristofferC/JuAFEM.jl

github.com

https://github.com/JuliaDiffEq/FEniCS.jl

github.com

https://thewinnower.com/papers/25359-the-essential-tools-of-scientific-machine-learning-scientific-ml

thewinnower.com

http://www.cs.fsu.edu/~cre/cre-2019/index.html

cs.fsu.edu