Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Rにおけるバージョン管理とプロジェクト運用 / rstudio-for-team
Search
Uryu Shinya
April 13, 2019
Research
4.6k
3
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Rにおけるバージョン管理とプロジェクト運用 / rstudio-for-team
Uryu Shinya
April 13, 2019
More Decks by Uryu Shinya
See All by Uryu Shinya
安全なAI利用のためのLLM(大規模言語モデル)の利用と評価 / japanr2025
s_uryu
0
84
生成AIサービスを用いた研究活動の支援
s_uryu
0
220
R研究集会(2024)のご案内
s_uryu
1
750
生成AIを用いたサービスの紹介
s_uryu
1
240
生成AIの基礎的事項と社会に与える影響
s_uryu
0
96
Rの機械学習フレームワークの紹介〜tidymodelsを中心に〜 / machine_learning_with_r2024
s_uryu
0
1.5k
地理空間データの機械学習への適用 / machine_learning_for_spatial_data
s_uryu
0
390
mandaRa: R言語ユーザのための新しい知識共有の場 / mandara_tokyor111
s_uryu
2
790
R言語入門 (R-4.3.3 2024年4月版) / introduction to r
s_uryu
7
7.2k
Other Decks in Research
See All in Research
東京大学工学部計数工学科、計数工学特別講義の説明資料
kikuzo
0
490
COFFEE-Japan PROJECT Impact Report(Uminomukou Coffee)
ontheslope
0
200
「AIとWhyを深堀る」をAIと深堀る
iflection
0
490
Model Discovery and Graph Simulation: A Lightweight Gateway to Chaos Engineering
anatolykr
0
200
AI Agentの精度改善に見るML開発との共通点 / commonalities in accuracy improvements in agentic era
shimacos
6
1.7k
CVPR2026論文紹介_VLMにとって良いvision encoderとは何か?Rethinking Model Selection in VLM Through the Lens of Gromov-Wasserstein Distance
kobayashi31
1
130
2026-01-30-MandSL-textbook-jp-cos-lod
yegusa
1
1.3k
【Zozo Research 技術共有会】三次元領域の現在と展望
mickey_0226
3
380
オーストリア流 都市の公共交通サービス水準評価@公共交通オープンデータ最前線2026
trafficbrain
0
190
Ghost in the 7‑Zip: The Shadow of Residential Proxies Creeping into Your Life
nttcom
0
1.2k
衛星×エッジAI勉強会 衛星上におけるAI処理制約とそ取組について
satai
4
560
Sequences of Logits Reveal the Low Rank Structure of Language Models
sansantech
PRO
1
260
Featured
See All Featured
AI: The stuff that nobody shows you
jnunemaker
PRO
8
720
Done Done
chrislema
186
16k
Into the Great Unknown - MozCon
thekraken
41
2.6k
Beyond borders and beyond the search box: How to win the global "messy middle" with AI-driven SEO
davidcarrasco
3
160
The innovator’s Mindset - Leading Through an Era of Exponential Change - McGill University 2025
jdejongh
PRO
1
200
Speed Design
sergeychernyshev
33
1.8k
Information Architects: The Missing Link in Design Systems
soysaucechin
0
970
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
133
19k
SEOcharity - Dark patterns in SEO and UX: How to avoid them and build a more ethical web
sarafernandez
0
200
Creating an realtime collaboration tool: Agile Flush - .NET Oxford
marcduiker
35
2.5k
Believing is Seeing
oripsolob
1
150
Visualization
eitanlees
152
17k
Transcript
Uryu Shinya @u_ribo 5PLZP3 ʹ͓͚Δόʔδϣϯཧͱ ϓϩδΣΫτӡ༻
ʂઈࢍൃചதʂ ػցֶशͷͨΊͷಛྔΤϯδχΞϦϯά ͦͷݪཧͱ1ZUIPOʹΑΔ࣮ફ ຊɺ ݙຊ͋Γ·͢ https://twitter.com/smly/status/1098419169521917952 https://note.mu/kilometer/n/n16ed99686cd9
ػցֶशͱσʔλੳΛͬͯɺ ΈΜͳ͕সͬͯΒͤΔࣾձΛ࡞Δ ͜ͱΛతͱͯ͠Ϧϒʔτͨ͠ ࢄܕਓೳϦʔσΟϯά ΠϊϕʔγϣϯΧϯύχʔɻ ϗΫιΤϜʁ
ओ ʢݸਓʣੳνʔϜͰͷ3 34UVEJPΛͬͨ lඪ४తzͳϓϩδΣΫτͷӡ༻ํ๏Λհ (JUʹΑΔσʔλɺϑΝΠϧͷόʔδϣϯཧ %PDLFSΛͬͨνʔϜϝϯόʔؒͷڥ౷Ұ ͍ Ζ νʔϜͷͨΊͷ34UVEJP׆༻ज़
4PSSZ ͝ΊΜͳ 3 34UVEJP͕ϝΠϯ͡Όͳ͍ 3ʹݶΒͣɺ 1ZUIPO+VMJBͰݴ͑ΔΑ͏ͳ σʔλαΠΤϯςΟετɺػցֶशΤϯδχΞ ͚ͱ͍͏ΑΓɺٕज़دΓͳɻ ʮڞ௨ࣝʯͱͯ͠ʹ͚ͭͯ΄͍͠ɻ
νʔϜͷͨΊͷ34UVEJP׆༻ज़ ͍
Կͱ͋Ε3QSPKΛ༻ҙ͠Α͏ VTFUIJTDSFBUF@QSPKFDU 34UVEJPͷϝχϡʔ͔Β 'JMF/FX1SPKFDU ͘͠
3QSPKͷઃఆ l/P /P :FTzͰ͍֮͑ͯͩ͘͞ 5PPMT1SPKFDU0QUJPOT 34UVEJPͷ্ཱ͕ͪΓ͕ ͍Μ͚ͩͲʜ ͜Ε͕ͩͬͨΓ͢Δ
͏ͪͰ34UVEJP ͍ͬͯͳ͍ΜͰ͢ɻ ͢·Μͳɻ IFSFύοέʔδͰ ੋඇʂʂ hereύοέʔδͷಋೖͰϑΝΠϧࢀরͷύεͷΈΛղফ - cucumber flesh https://uribo.hatenablog.com/entry/2018/01/25/082000
ϓϩδΣΫτΛอक͢Δύοέʔδ ϧʔϧΛઃ͚Δ͜ͱͰ҆શΛอোʢᘳͰͳ͍ʣ IFSF MJOUS TUZMFS BTTFSUS FOTVSFS DPOqJDUFE ໊લۭؒͷিಥΛconflictedύοέʔδͰ͙ -
cucumber flesh https://uribo.hatenablog.com/entry/2018/09/29/103632 ΞαʔτΛͬͯݎ࿚ͳσʔλઃܭΛ͠Α͏DVDVNCFSqFTI IUUQTVSJCPIBUFOBCMPHDPNFOUSZ IFSFύοέʔδͷಋೖͰϑΝΠϧࢀরͷύεͷΈΛղফDVDVNCFSqFTI IUUQTVSJCPIBUFOBCMPHDPNFOUSZ υϒωζϛΈ͍ͨʹඒ͘͠ͳ\MJOUS^͍2JJUB IUUQTRJJUBDPNXBLVUFLBJUFNTCCFFFBBD
໋໊نଇɺίʔσΟϯάελΠϧ σϑΝΫτελϯμʔυʹै͏ͷ͕ϕλʔ ˠબͷػձΛݮΒ͢ ϑΝΠϧ໊ ΦϒδΣΫτ໊ ໊ؔ εωʔΫέʔε The tidyverse style
guide https://style.tidyverse.org/ ߟ͑Δ͜ͱଟ͍ʜ ύΠϓԋࢉࢠ
σΟϨΫτϦߏͷنଇ ਖ਼ղͳ͍͕νʔϜͰ߹ҙͰ͖ΔنଇΛ࡞Ζ͏ Wilson et al. (2017). Good enough practices in
scientific computing. PLOS http://doi.org/10.1371/journal.pcbi.1005510 ϑΝΠϧ໊Λ ૢ࡞ରʹ͢Δ͜ͱߟྀɻ ฒͼସ͑ ύλʔϯϚον
(JUʹΑΔσʔλɺϑΝΠϧͷόʔδϣϯཧ Ζ
ྛிྛࢿݯݱگथछผྸڃผ໘ੵσʔλ VTFUIJTVTF@DPVSTF lCJUMZUPLZPSVSJCPz XPSLqPX@FEB3 EBUBSBXEPXOMPBE@HFOLZP3 EBUBSBXQBSTF@HFOLZP3 ରͷΣϒϖʔδ͔ΒYMTϑΝΠϧΛμϯϩʔυ YMTϑΝΠϧΛಡΈࠐΈɺUJEZʹܗ ͷ࡞ۀΛϫʔΫϑϩʔʹΈࠐΉ
34UVEJPͷ(JU࿈ܞػೳ͕༏ल HJUίϚϯυඞཁʹԠ֮ͯ͑͡Α͏ 34UVEJPͰ͡ΊΔ(JUʹΑΔόʔδϣϯཧ2JJUB IUUQTRJJUBDPNVSJJUFNTCGFEFE (JUύωϧͷΞΠίϯ ʁ . % " $
3 HJUͷཧର֎ มߋ͕͋Δ আ͞Εͨ ཧରʹՃΘͬͨ ͜ͷଞʹ
ϑΝΠϧͷࠩΛ֬ೝ HJUίϚϯυඞཁʹԠ֮ͯ͑͡Α͏ আɺ্ॻ͖͞Εͨ༰ मਖ਼͞Εͨ༰
ཧରHJUJHOPSFͰཧ 3ϑΝΠϧ ϚʔΫμϯϑΝΠϧ ςΩετܗࣜͷσʔλ όΠφϦܗࣜͷσʔλ ͋·Γྑ͘ͳ͍ ྑ͍ ϑΝΠϧαΠζʹҙʂ .#Ҏ্ ΫϨσϯγϟϧͳใ
ྑ͘ͳ͍ Σϒ"1*ͷͨΊͷ3ύοέʔδ࡞ͷצॴ4QFBLFS%FDL IUUQTTQFBLFSEFDLDPNZVUBOOJIJMBUJPOVFCVBQJGBMTFUBNFGBMTFSQBUVLF[J[VPDIFOHGBMTFLBOTVP TMJEF ࣮ࡍΘ͔Γ͍͢ˣ
࡞ۀϫʔΫϑϩʔ ࠩΛ֬ೝ ίϛοτ ϓογϡ มߋ༰Λ ϦϞʔτϦϙδτϦʹө
εςʔδϯά
(JU)VCJTTVF׆༻ ͳΜͰهɾڞ༗͍ͨ͠ Կ͕ͩͬͨͷ͔ ͲͷΑ͏ʹղܾͨ͠ͷ͔ ࢼߦࡨޡͷϓϩηεΛؚΊͯ ಄ͷ֎ʹग़͢ https://github.com/uribo/maff_forest_stats/issues/3 ࣭͓͓ͪͯ͠Γ·͢ʂͰ͖ΕSFQSFYͬͯͶ!DVDVNCFSqFTI IUUQTVSJCPIBUFOBCMPHDPNFOUSZ
%PDLFSΛͬͨνʔϜϝϯόʔؒͷڥ౷Ұ
%PDLFS STUVEJPTFSWFSϕʔε SPDLFSϓϩδΣΫτͷΠϝʔδΛ͏ͷ͕٢ IUUQTIVCEPDLFSDPNVSPDLFS JOTUBMMSίϚϯυ JOTUBMM(JUIVCSίϚϯυ .3"/ͷTOBQTIPUΛར༻ ཧۭؒղੳͷͨΊͷύοέʔδΛؚΜͩίϯςφ $3"/ొࡁΈͷύοέʔδΛՃ (JU)VC্ͷύοέʔδΛՃ
⁞
EPDLFSDPNQPTF EPDLFSDPNQPTFVQ VQ EPXO CVJME IUUQTVSJCPIBUFOBCMPHDPNFOUSZ IUUQTVSJCPIBUFOBCMPHDPNFOUSZ
࡞ۀϫʔΫϑϩʔ EPDLFSΠϝʔδΛ Ϗϧυ %PDLFSpMFΛฤू 3ϑΝΠϧͱ Ұॹʹίϛοτ มߋ༰Λ
ϦϞʔτϦϙδτϦʹө ύοέʔδΛ Ճ
&OKPZ ࠓ͔Β܅ϗΫιΤϜʂ