Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
機械学習を使ってOSSに貢献する@第108回PHP勉強会
Search
Sponsored
·
SiteGround - Reliable hosting with speed, security, and support you can count on.
→
natsukinoue
December 01, 2016
Programming
190
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
機械学習を使ってOSSに貢献する@第108回PHP勉強会
タイトルはネタです
natsukinoue
December 01, 2016
More Decks by natsukinoue
See All by natsukinoue
ドキュメントを翻訳しよう!~二時間でできるOSS貢献~
natsukinoue
3
310
Other Decks in Programming
See All in Programming
Herb in Rails 8.2: Your ERB views, now HTML-aware @ Kaigi on Rails 2026, Tokyo, Japan
marcoroth
2
280
sbt 2.0: takeoff
eed3si9n
0
160
個人開発者よ、Honoを使え(おじさんver)
tanahiro2010
2
260
UnityでSystem.Net.WebSocketsなWebSocketサーバが動かないのでUnity Monoのコードを覗いてみた / about implementing websocket server with unity mono
drumath2237
1
610
IBM Bob Dojo #1 仕様駆動開発入門
oniak3ibm
PRO
0
400
contenteditable と日本語入力に向き合う
colorful12
0
200
パスワード再設定メールのURLについて知っておこう
uyuki234
0
160
Web Framework Benchmark Battle 2026, Any%
a_matsuda
2
2.5k
dotNET_vulnclicker_intro.pdf
deka_morita
0
150
[2026-10-14](C)Re:ゼロから始める異世界生活〜始まりの終わりと終わりの始まり〜
tosite
0
110
npm との違いを手がかりにGo の依存管理を理解したい
optim
0
840
ハーネス設計入門 〜 基礎知識の整理から実務へのステップアップ 〜
kinopeee
28
33k
Featured
See All Featured
Reflections from 52 weeks, 52 projects
jeffersonlam
356
22k
Bioeconomy Workshop: Dr. Julius Ecuru, Opportunities for a Bioeconomy in West Africa
akademiya2063
PRO
1
410
How Fast Is Fast Enough? [PerfNow 2025]
tammyeverts
3
940
Six Lessons from altMBA
skipperchong
29
4.5k
End of SEO as We Know It (SMX Advanced Version)
ipullrank
3
4.4k
Art, The Web, and Tiny UX
lynnandtonic
304
22k
A Tale of Four Properties
chriscoyier
163
24k
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
52
6.1k
ラッコキーワード サービス紹介資料
rakko
1
5.4M
Understanding Cognitive Biases in Performance Measurement
bluesmoon
32
3.1k
Leveraging LLMs for student feedback in introductory data science courses - posit::conf(2025)
minecr
1
440
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
12
1.3k
Transcript
ػցֶशΛͬͯ 044ʹߩݙ͢Δ !/BU[@@@@
XIPBNJ /BNF/BUTVLJ*OPVF 5XJUUFS!/BU[@@@@ 1)1ZFBST $BLF1)1NPOUIT
ಥવͰ͕͢
͜ͷλΠτϧ
ΓͰ͢
ػցֶशͷ໘ന͍͕ ฉ͚Δͱࢥͬͨํ
ࠓͲΜͳؾ࣋ͪʁ Ͷ͑ɺͲΜͳؾ࣋ͪʁ
ຊʹ͢Έ·ͤΜ
ڧͦ͏ͳϫʔυ ػցֶश 044
.VTJD4UBSU
*IBWFBػցֶश
*IBWFBO044
Ξʃοʔʂ
$POUSJCVUJPO ߩݙ
w ॳ-5 w ॳ11"1 w ॳεϕϦ
ػցֶशͷྗΛआΓΕ ࣗͷΑ͏ͳϔϘϓϩάϥϚʔ Ͱ044ʹߩݙͰ͖ΔͷͰʁ ʢཁʣ
ػցֶशͷྗΛआΓΔͱ
ɾ֤छϥΠϒϥϦϓϥοτϑΥʔϜΛ ༻͍ͯػցֶशΛ࣮ ɾֶशࡁΈϓϩάϥϜͷ"1*Λར༻
ɾ֤छϥΠϒϥϦϓϥοτϑΥʔϜΛ ༻͍ͯػցֶशΛ࣮ ɾֶशࡁΈϓϩάϥϜͷ"1*Λར༻ ɾػցֶशΛར༻ͯ͠࡞ΒΕͨαʔϏε Λར༻͢Δ/FX
ਐԽͨ͠(PPHMF༁ͷ ࣮ྗΛݟఆΊΔ
༁αΠτ
$BLF1)1JTEFTJHOFEUPNBLF DPNNPOXFCEFWFMPQNFOUUBTLT TJNQMF BOEFBTZ#ZQSPWJEJOHBO BMMJOPOFUPPMCPYUPHFUZPVTUBSUFE UIFWBSJPVTQBSUTPG$BLF1)1XPSL XFMMUPHFUIFSPSTFQBSBUFMZ ͓ɿ$BLF1)1BUB(SBODF
༁αΠτʹΑΔ༁ $BLF1)1ɺڞ௨ͷΣϒ։ൃࣄΛ ؆୯Ͱɺ༰қʹ͢ΔΑ͏ʹσβΠϯ͞Ε Δɻ͋ͳͨΛ࢝Ίͤ͞ΔͨΊʹΦʔϧΠ ϯϫϯͷಓ۩ശΛఏڙ͢Δ͜ͱʹΑͬͯɺ $BLF1)1ͷ༷ʑͳҰ෦͕࡞ಈ͢ΔҰॹ ʹɺ·ͨผʑʹΑ͍ɻ
(PPHMF༁ /.5 $BLF1)1ɺҰൠతͳ8FC։ൃ࡞ۀΛ ؆୯͔ͭ؆୯ʹߦ͏ͨΊʹઃܭ͞Ε͍ͯ ·͢ɻΦʔϧΠϯϫϯͷπʔϧϘοΫ εΛఏڙ͢Δ͜ͱͰɺ$BLF1)1ͷ͞· ͟·ͳ෦͕Ұॹʹ·ͨผʑʹ͏·͘ ಈ࡞͢ΔΑ͏ʹͳΓ·͢ɻ
Α͍
Ͱͪΐͬͱͬͯ
ͬͱٕज़ͬΆ͍ͭ Ͳ͏ͳͷΑ
/PXUIBUXFBSFBCMFUPTBWFBSUJDMFTXJUITMVHWBMVFT XFTIPVMEJNQMFNFOUBpOEFSNFUIPETPXFDBOGFUDI BSUJDMFTCZUIFJSTMVH#FIBWJPSpOEFSNFUIPET VTF UIFTBNFDPOWFOUJPOTBT$VTUPN'JOEFS.FUIPETEP 0VSpOE TMVH NFUIPEXPVMEMPPLMJLF QVCMJDGVODUJPOpOE4MVH
2VFSZRVFSZ BSSBZ PQUJPOT \ SFUVSORVFSZXIFSF <TMVHPQUJPOT<TMVH>> ^ ͓ɿ%FpOJOH'JOEFST
ਖ਼ղ w લઅͰ"SUJDMFTϞσϧʹ4MVHΛઃఆ͢ ΔΠϕϯτϦεφʔΛ࡞ͬͨ w ࣍4MVHΛݩʹهࣄΛऔͬͯ͘ΔϑΝ ΠϯμϝιουΛ࣮͢Δඞཁ͕͋Δ w pOE TMVH
ϝιουҎԼͷΑ͏ʹͳΔ
༁αΠτʹΑΔ༁ ࢲୡ͕ࢄՁʹΑͬͯهࣄΛอଘ͢Δ͜ͱ ͕Ͱ͖ΔͷͰɺࢲୡɺࢲୡ͕ͦΕΒͷࢄ ʹΑͬͯهࣄΛऔͬͯདྷΔ͜ͱ͕Ͱ͖ΔΑ͏ ʹɺϑΝΠϯμʔํ๏Λ࣮ࢪ͢Δ͖Ͱ͋Δɻ ߦಈϑΝΠϯμʔํ๏ɺΧελϜϑΝΠϯμʔ ํ๏ͱͯ͠ͷ༻ಉ͡ձٞ͢Δɻࢲୡͷൃ ݟʢʰࢄʱʣํ๏ɺҎԼͷΑ͏ʹݟ͑Δɿ
(PPHMF༁ /.5 εϥοάΛ࣋ͭهࣄΛอଘͰ͖ΔΑ͏ ʹͳͬͨͷͰɺεϥάͰهࣄΛऔಘͰ͖Δ Α͏ʹϑΝΠϯμϝιουΛ࣮͢Δඞཁ ͕͋Γ·͢ɻϏϔΠϏΞϑΝΠϯμϝιο υɺΧελϜϑΝΠϯμϝιουͱಉ͡ نଇΛ༻͠·͢ɻࢲͨͪͷpOEʢTMVHʣ ϝιου࣍ͷΑ͏ʹͳΓ·͢ɿ
Ϡό͍
͏ҰݟͯΈ·͠ΐ͏
(PPHMF༁ /.5 εϥοάΛ࣋ͭهࣄΛอଘͰ͖ΔΑ͏ ʹͳͬͨͷͰɺεϥάͰهࣄΛऔಘͰ͖Δ Α͏ʹϑΝΠϯμϝιουΛ࣮͢Δඞ ཁ͕͋Γ·͢ɻϏϔΠϏΞϑΝΠϯμϝ ιουɺΧελϜϑΝΠϯμϝιουͱ ಉ͡نଇΛ༻͠·͢ɻࢲͨͪͷpOEʢ TMVHʣϝιου࣍ͷΑ͏ʹͳΓ·͢ɿ
Ϡό͍
(PPHMF༁ /.5 εϥοάΛ࣋ͭهࣄΛอଘͰ͖ΔΑ͏ ʹͳͬͨͷͰɺεϥάͰهࣄΛऔಘͰ͖Δ Α͏ʹϑΝΠϯμϝιουΛ࣮͢Δඞ ཁ͕͋Γ·͢ɻϏϔΠϏΞϑΝΠϯμϝ ιουɺΧελϜϑΝΠϯμϝιουͱ ಉ͡نଇΛ༻͠·͢ɻࢲͨͪͷpOEʢ TMVHʣϝιου࣍ͷΑ͏ʹͳΓ·͢ɿ
͢ ͱ͜Ζ ͳ͍
ਖ਼֬ʹҰՕॴ දهϒϨ εϥοάΛ࣋ͭهࣄΛอଘͰ͖ΔΑ͏ ʹͳͬͨͷͰɺεϥάͰهࣄΛऔಘͰ͖Δ Α͏ʹϑΝΠϯμϝιουΛ࣮͢Δඞ ཁ͕͋Γ·͢ɻϏϔΠϏΞϑΝΠϯμϝ ιουɺΧελϜϑΝΠϯμϝιουͱ ಉ͡نଇΛ༻͠·͢ɻࢲͨͪͷpOEʢ TMVHʣϝιου࣍ͷΑ͏ʹͳΓ·͢ɿ
࠷ڧ
͍ͭ͜Λ͑രͰυΩϡϝϯτ༁ Ͱ͖ΔͷͰɾɾɾʁ
ͱ͍͏Θ͚ͰɺਅͷλΠτϧ
ػցֶश ʹΑͬͯਐԽͨ͠ (PPHMF༁ Λͬͯ 044 ͷυΩϡϝϯτ༁ ʹ രͰ ߩݙ͢Δ
ରɿIUUQCPPLDBLFQIQPSHFOPSNCFIBWJPSTIUNM XPSETʢιʔείʔυؚΉʣ
ࢀߟ ɾӳޠ͔Βຊޠͷ༁ͷ߹ɿ ɹʹ ʙ ϫʔυఔ ग़యɿIUUQXXXUSJWFDUPSDPKQLOPXMFEHFTUSVDUVSFIUNM
ϓϩͷ༁Ո͕ ͔͚̍ۙ͘Δྔ
ࢲͷ߹
ϦϙδτϦΛGPSL
ϦϙδτϦΛGPSL ϩʔΧϧڥΛߏங ฒߦͯ࣍͠
ϦϙδτϦΛGPSL ϩʔΧϧڥΛߏங ฒߦͯ࣍͠ w ϦϙδτϦΛΫϩʔϯ
w 7BHSBOUpMFΛΫϩʔϯͯ͠7.ڥߏங w %PDLFSઃఆ w ΄΅ԼهͷαΠτͷ௨Γʹ͍͖ͤͯͨͩ͞·ͨ͠ $BLF1)1ͷެࣜυΩϡϝϯτΛ༁͢Δํ๏ IUUQTDPPEJQDPNBSUJDMFT
ϦϙδτϦΛGPSL ϩʔΧϧڥΛߏங ฒߦͯ࣍͠
ϦϙδτϦΛGPSL ϩʔΧϧڥΛߏங ฒߦͯ࣍͠
(PPHMF༁ʹશจಥͬࠐΉ
ϦϙδτϦΛGPSL ϩʔΧϧڥΛߏங ฒߦͯ࣍͠
(PPHMF༁ʹશจಥͬࠐΉ ༁݁ՌΛݪจଞͷϖʔδͱݟൺɺ ҙຯΛཧղ͠ͳ͕Βෆࣗવͳ෦Λमਖ਼ ࣌ؒऑ
ϦϙδτϦΛGPSL ϩʔΧϧڥΛߏங ฒߦͯ࣍͠
(PPHMF༁ʹશจಥͬࠐΉ ༁݁ՌΛݪจଞͷϖʔδͱݟൺɺ ҙຯΛཧղ͠ͳ͕Βෆࣗવͳ෦Λमਖ਼ ࣌ؒऑ SF45ͷਖ਼͍͠ܗࣜʹ͑Δ
ϦϙδτϦΛGPSL ϩʔΧϧڥΛߏங ฒߦͯ࣍͠
(PPHMF༁ʹશจಥͬࠐΉ ༁݁ՌΛݪจଞͷϖʔδͱݟൺɺ ҙຯΛཧղ͠ͳ͕Βෆࣗવͳ෦Λमਖ਼ ࣌ؒऑ SF45ͷਖ਼͍͠ܗࣜʹ͑Δ ϩʔΧϧͰϏϧυ͠ಈ࡞֬ೝ
ϦϙδτϦΛGPSL ϩʔΧϧڥΛߏங ฒߦͯ࣍͠
(PPHMF༁ʹશจಥͬࠐΉ ༁݁ՌΛݪจଞͷϖʔδͱݟൺɺ ҙຯΛཧղ͠ͳ͕Βෆࣗવͳ෦Λमਖ਼ ࣌ؒऑ SF45ͷਖ਼͍͠ܗࣜʹ͑Δ ϩʔΧϧͰϏϧυ͠ಈ࡞֬ೝ DPNNJUQVTIιʔε֬ೝ
ϦϙδτϦΛGPSL ϩʔΧϧڥΛߏங ฒߦͯ࣍͠
(PPHMF༁ʹશจಥͬࠐΉ ༁݁ՌΛݪจଞͷϖʔδͱݟൺɺ ҙຯΛཧղ͠ͳ͕Βෆࣗવͳ෦Λमਖ਼ ࣌ؒऑ SF45ͷਖ਼͍͠ܗࣜʹ͑Δ ϩʔΧϧͰϏϧυ͠ಈ࡞֬ೝ DPNNJUQVTIιʔε֬ೝ 1VMM3FRVFTU$*Ϛʔδ ɹɹɹɹɹɹɹ
ϦϙδτϦΛGPSL ϩʔΧϧڥΛߏங ฒߦͯ࣍͠
(PPHMF༁ʹશจಥͬࠐΉ ༁݁ՌΛݪจଞͷϖʔδͱݟൺɺ ҙຯΛཧղ͠ͳ͕Βෆࣗવͳ෦Λमਖ਼ ࣌ؒऑ SF45ͷਖ਼͍͠ܗࣜʹ͑Δ ϩʔΧϧͰϏϧυ͠ಈ࡞֬ೝ DPNNJUQVTIιʔε֬ೝ 1VMM3FRVFTU$*Ϛʔδ ɹɹɹɹɹɹɹɹˢࠓίί
͔͔ͬͨ࣌ؒ
͔͔ͬͨ࣌ؒ ̎࣌ؒͪΐ͍
͔͔ͬͨ࣌ؒ ̎࣌ؒͪΐ͍
XPSETIPVS
ػցֶश࠷ߴ
Δҙٛ w ӳޠͱٕज़Λಉ࣌ʹษڧ w 044ͷυΩϡϝϯτΛॆ࣮ w $POUSJCVUJPOΛՔ͙ w ΤίγεςϜͷҰһͱͯ͠ࢀՃ w
-5Ͱ͖Δ w 11"1Ͱ͖Δ
-FU`T$POUSJCVUF11"1 044