Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Web Scale Collaborations

Avatar for Arfon Smith Arfon Smith
December 10, 2013
Science
86
0

Web Scale Collaborations

Avatar for Arfon Smith

Arfon Smith

December 10, 2013

More Decks by Arfon Smith

See All by Arfon Smith
Why Generative AI makes collaborative, versioned science more important than ever
Avatar for Arfon Smith arfon
0
96
Generative AI is here: What are we going to do about it?
Avatar for Arfon Smith arfon
0
210
Five principles for building generative AI products
Avatar for Arfon Smith arfon
0
160
Five principles for building generative AI products
Avatar for Arfon Smith arfon
0
260
Learning from NASA's commitment to open
Avatar for Arfon Smith arfon
0
130
JOSS rOpenSci presentation
Avatar for Arfon Smith arfon
0
320
Five ways to use GitHub to automate scholarly work
Avatar for Arfon Smith arfon
0
160
Journal of Open Source Software: Bot-assisted community peer-review
Avatar for Arfon Smith arfon
0
150
A vision for the future of astronomical archives
Avatar for Arfon Smith arfon
0
180

Other Decks in Science

See All in Science
Inside the Mind of an LLM
Avatar for Luca Baggi baggiponte
0
220
プロジェクト「Azayaka」のSARの数式とジオメトリ
Avatar for じゃらしまる syuchimu
0
430
20260722【JAWS-UG東京 ランチタイムLT会 #37④】AWS Well-Architectedフレームワークに沿った回答をするAIエージェントを作ってみた
Avatar for Taka nozakijcom
1
120
[NLP2026 参加報告会] AI for Science まとめ / NLP2026
Avatar for ライチ lychee1223
0
2k
知能とはなにか　－ヒトとAIのあいだ－
Avatar for Y-h. Taguchi tagtag
PRO
0
110
機械学習 - SVM
Avatar for Y. Yamamoto trycycle
PRO
2
1.2k
データベース14: B+木 & ハッシュ索引
Avatar for Y. Yamamoto trycycle
PRO
0
890
J-STAGE全文XML登載必須化について
Avatar for XSPA xspa2012
0
1.3k
生成AI・プレプリント時代における 研究成果公開の再設計 ― トップカンファレンス文化はどこへ向かうのか / Redesigning the Dissemination of Research Outputs in the Age of Generative AI and Preprints — Where Is the Top-Conference Culture Heading?
Avatar for Kiyota Yoji, Ph.D. ykiyota
0
30k
水耕栽培：古代の知恵から宇宙農業まで
Avatar for 栽培設計室 grow_design_lab
0
200
機械学習 - DBSCAN
Avatar for Y. Yamamoto trycycle
PRO
0
2k
やるべきときにMLをやる AIエージェント開発
Avatar for Yusuke Fukasawa fufufukakaka
2
1.5k

Featured

See All Featured
The browser strikes back
Avatar for Jono Alderson jonoalderson
0
1.5k
Redefining SEO in the New Era of Traffic Generation
Avatar for Szymon Słowik szymonslowik
1
380
Measuring & Analyzing Core Web Vitals
Avatar for Philip Tellis bluesmoon
9
960
The Illustrated Children's Guide to Kubernetes
Avatar for Chris Short chrisshort
51
53k
Producing Creativity
Avatar for Steve Smith orderedlist
PRO
348
40k
Visual Storytelling: How to be a Superhuman Communicator
Avatar for David Neal reverentgeek
2
610
We Have a Design System, Now What?
Avatar for Morgane Peng morganepeng
55
8.3k
Balancing Empowerment & Direction
Avatar for Lara Hogan lara
6
1.2k
Save Time (by Creating Custom Rails Generators)
Avatar for Garrett Dimon garrettdimon
PRO
32
4.3k
Agile that works and the tools we love
Avatar for Rasmus Luckow-Nielsen rasmusluckow
331
22k
The Psychology of Web Performance [Beyond Tellerrand 2023]
Avatar for Tammy Everts tammyeverts
49
3.5k
How to Build an AI Search Optimization Roadmap - Criteria and Steps to Take #SEOIRL
Avatar for Aleyda Solis aleyda
1
2.1k

Transcript

  1. Web Scale Collaborations Arfon Smith @arfon

  2. Citizen Science

  3. Distributed Computing

  4. None

  5. Distributed Data Collection

  6. None
  7. None

  8. Distributed Analysis

  9. None
  10. None
  11. None
  12. None

  13. http://www.novacelestia.com

  14. None
  15. None
  16. None
  17. None
  18. None

  19. 0 250,000 500,000 750,000 1,000,000 Professor Paper PhD SDSS

  20. Classifications per hour 0 10,000 20,000 30,000 40,000 50,000 60,000

    70,000 Hours 0 6 12 18 24 30 36 42 48 1 Kevin months Fukugita et al. 2007
  21. None
  22. None
  23. None
  24. None
  25. None
  26. None
  27. None
  28. None
  29. None

  30. SDSS HST Starforming pea Narrow-line Seyfert pea

  31. None
  32. None
  33. None
  34. None
  35. None
  36. None
  37. None

  38. Motivations

  39. None
  40. None
  41. None

  42. 1,000,000,000,000 hours / year

  43. Spectrum of cognitive surplus

  44. None
  45. None

  46. Begins with open data

  47. Open Source

  48. Not treating code and data as first class research objects

  49. GitHub

  50. What is a GitHub?

  51. None
  52. None
  53. None
  54. None

  55. Easier to work together than alone

  56. Open Source collaboration

  57. None
  58. None
  59. None
  60. None
  61. None
  62. None
  63. None
  64. None
  65. None
  66. None
  67. None
  68. None
  69. None
  70. None
  71. None
  72. None

  73. Open Public ≠

  74. Open (within your team, department or institution)

  75. Electronic

  76. Available

  77. Asynchronous

  78. Lock-free

  79. None
  80. None
  81. None

  82. Low friction collaboration

  83. “open source is… reproducible by necessity” Fernando Perez http://blog.fperez.org/2013/11/an-ambitious-experiment-in-data-science.html

  84. Better at collaborating because they have to be

  85. Towards Collaborative Versioned Science

  86. How do we make this behaviour the norm?

  87. Incentive model (it’s broken)

  88. Credit

  89. http://dx.doi.org/10.6084/m9.figshare.828487

  90. http://dx.doi.org/10.6084/m9.figshare.828487

  91. None
  92. None

  93. Derive meaningful metrics from open contributions

  94. “Academic environments of today do not reward tool builders” Ed

    Lazowska, OSTP event http://lazowska.cs.washington.edu/MS/MS.OSTP.pdf

  95. A VISION AND STRATEGY FOR SOFTWARE FOR SCIENCE, ENGINEERING, AND

    EDUCATION

  96. What can we do today?

  97. Take data management plans seriously

  98. Try versioning your research

  99. Share more than just data

  100. If you’re going to share it then you better put

    a licence on it

  101. Thanks. [email protected] @arfon "