scimlbook

Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)

https://github.com/sciml/scimlbook

Science Score: 64.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
  • Academic publication links
    Links to: zenodo.org
  • Committers with academic emails
    7 of 43 committers (16.3%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (5.3%) to scientific vocabulary

Keywords

differential-equations gpu-computing lecture-notes neural-networks neural-ode neural-sde numerical-methods parallelism performance-engineering scientific-machine-learning scientific-simulators sciml stiff-equations

Keywords from Contributors

ode julialang sde numerics matrix-exponential differentialequations programming-language pde dae probabilistic-programming
Last synced: 4 months ago · JSON representation ·

Repository

Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)

Basic Info
  • Host: GitHub
  • Owner: SciML
  • Language: HTML
  • Default Branch: master
  • Homepage: https://book.sciml.ai/
  • Size: 117 MB
Statistics
  • Stars: 1,929
  • Watchers: 64
  • Forks: 354
  • Open Issues: 16
  • Releases: 2
Topics
differential-equations gpu-computing lecture-notes neural-networks neural-ode neural-sde numerical-methods parallelism performance-engineering scientific-machine-learning scientific-simulators sciml stiff-equations
Created over 6 years ago · Last pushed 5 months ago
Metadata Files
Readme Citation

README.md

Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications

DOI

This book is a compilation of lecture notes from the MIT Course 18.337J/6.338J: Parallel Computing and Scientific Machine Learning. Links to the old notes https://mitmath.github.io/18337 will redirect here.

This repository is meant to be a live document, updating to continuously add the latest details on methods from the field of scientific machine learning and the latest techniques for high-performance computing.

To view this book, go to book.sciml.ai.

Editing the SciML Book

This is a Franklin.jl site. Much of the material originated from Julia Markdown Documents (*.jmd). Each of these documents are Weave.jl-ed with a custom template, and the resulting HTML is inserted into a corresponding markdown file. Updating the files in _weave will automatically update the webpages.

The theme is adapted from Tufte CSS.

Owner

  • Name: SciML Open Source Scientific Machine Learning
  • Login: SciML
  • Kind: organization
  • Email: contact@chrisrackauckas.com

Open source software for scientific machine learning

Citation (CITATION.bib)

@software{SciMLBook,
  author = {Rackauckas, Christopher},
  doi = {10.5281/zenodo.6917234},
  title = {Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications},
  url = {https://github.com/SciML/SciMLBook},
  year = {2022}
}

GitHub Events

Total
  • Issues event: 8
  • Watch event: 86
  • Delete event: 4
  • Issue comment event: 4
  • Push event: 9
  • Pull request review event: 1
  • Pull request event: 19
  • Fork event: 16
  • Create event: 6
Last Year
  • Issues event: 8
  • Watch event: 86
  • Delete event: 4
  • Issue comment event: 4
  • Push event: 9
  • Pull request review event: 1
  • Pull request event: 19
  • Fork event: 16
  • Create event: 6

Committers

Last synced: 6 months ago

All Time
  • Total Commits: 276
  • Total Committers: 43
  • Avg Commits per committer: 6.419
  • Development Distribution Score (DDS): 0.377
Past Year
  • Commits: 12
  • Committers: 7
  • Avg Commits per committer: 1.714
  • Development Distribution Score (DDS): 0.75
Top Committers
Name Email Commits
Chris Rackauckas a****s@c****m 172
Jacob Vaverka j****a@p****m 11
Sciemon s****n@g****e 10
Alan Edelman m****n@g****m 7
Bowen S. Zhu b****u@f****u 7
Pietro Monticone 3****e 7
CompatHelper Julia c****y@j****g 6
Gustav W Delius g****s@y****k 4
Arno Strouwen a****n@t****e 4
David P. Sanders d****s@g****m 3
Victor L 9****4 3
Vyom Patel 4****m 3
maysam-gholampour m****r@g****m 3
Raphael Saavedra r****a@e****r 2
George Sterpu g****u@g****m 2
Jerry Ling p****n@j****v 2
Lalit Chauhan l****y@g****m 2
Patrick Eli Catach p****h@g****m 2
Will Dey 5****y 2
Alex Haslam a****x@o****g 1
Alexander Lenail a****x@l****g 1
gregoirepourtier g****r@i****m 1
anandijain a****j@u****u 1
Wilhelm Kirchgässner 1****n 1
VincentMeijer v****r@g****m 1
Valentin Churavy v****y@g****m 1
Tunç Başar Köse t****e@a****i 1
Stephanie Fu f****s@m****u 1
Simeon Schaub s****b@m****u 1
Mark Payne a****e@m****u 1
and 13 more...

Issues and Pull Requests

Last synced: 4 months ago

All Time
  • Total issues: 36
  • Total pull requests: 105
  • Average time to close issues: 4 months
  • Average time to close pull requests: 21 days
  • Total issue authors: 28
  • Total pull request authors: 29
  • Average comments per issue: 0.81
  • Average comments per pull request: 0.23
  • Merged pull requests: 65
  • Bot issues: 0
  • Bot pull requests: 41
Past Year
  • Issues: 6
  • Pull requests: 17
  • Average time to close issues: 3 days
  • Average time to close pull requests: about 19 hours
  • Issue authors: 5
  • Pull request authors: 8
  • Average comments per issue: 0.17
  • Average comments per pull request: 0.12
  • Merged pull requests: 11
  • Bot issues: 0
  • Bot pull requests: 6
Top Authors
Issue Authors
  • alanedelman (7)
  • jvaverka (2)
  • BjarkeHautop (2)
  • pharringtonp19 (1)
  • kcarloni (1)
  • Huite (1)
  • billdenney (1)
  • loonatick-src (1)
  • ajahraus (1)
  • kazimuth (1)
  • arav-agarwal2 (1)
  • xitology (1)
  • Sciemon (1)
  • giacomoran (1)
  • HoshiSora-95 (1)
Pull Request Authors
  • github-actions[bot] (49)
  • ChrisRackauckas (8)
  • alanedelman (8)
  • Sciemon (6)
  • pitmonticone (5)
  • patelvyom (4)
  • bowenszhu (3)
  • ArnoStrouwen (3)
  • jvaverka (3)
  • LalitChauhan56 (2)
  • aligurbu (2)
  • vleon1234 (2)
  • cwittens (2)
  • tuncbkose (2)
  • gustavdelius (2)
Top Labels
Issue Labels
bug (17) enhancement (8)
Pull Request Labels

Dependencies

.github/workflows/Deploy.yml actions
  • JamesIves/github-pages-deploy-action releases/v3 composite
  • actions/checkout v2 composite
  • actions/setup-python v2 composite
  • julia-actions/setup-julia v1 composite
.github/workflows/CompatHelper.yml actions